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THE PROJECT
POSITIVE IMPACTS
METHODOLOGY

Pacific Biochar

Biochar Project

Transform

Pacific Biochar reduces the threat of catastrophic wildfires in the Pacific Northwest by removing woody biomass from high fire hazard areas. Cogeneration power plants produce heat and electricity from the biomass, and simultaneously create a valuable co-product: biochar. The biochar is currently used primarily to aid agriculture and for carbon sequestration.

Contact:

Josiah Hunt,

Founder

josiah@pacificbiochar.com

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Biochar conversion facility - Source - Pacific Biochar
Biochar - Source - Pacific Biochar
Truck unloading biochar for agricultural purposes - Source - Pacific Biochar

Ecological Benefits Targets

Pacific Biochar provides advanced biochar products in large capacities with a focus on agriculture and ecosystem management.

The project utilizes forest biomass from high fire hazard areas in California and modifies biomass power plants to produce biochar, thus leveraging existing infrastructure, trained staff, and hard-earned utility and procurement contracts. By collecting biomass from high fire hazard areas, the project also helps mitigate catastrophic wildfires. Once produced, the high-quality biochar is distributed, primarily in agriculture, and commonly in collaboration with compost yards. This creates efficiency in shared equipment and trucking, as well as additional ecological benefits; when biochar is used in composting, it not only makes a great combined product, it also significantly reduces GHG emissions from compost.

Air

Pacific Biochar’s practices help mitigate catastrophic wildfires by removing concentrated levels of biomass. When combined with compost, biochar also significantly reduces odors and GHG emissions.

Water

Biochar has the capacity to capture excessive nutrients and even pollutants in soil. It can also increase the soil’s capacity to retain water, thus increasing the availability of water to plants.

Soil

When applied to soil, biochar increases soil organic matter (SOM) and improves its quality, and can also enhance nutrient availability and uptake by plants.

Biodiversity

Mitigating catastrophic wildfires protects animal habitats and diverse ecosystems. Enhancing soil health and biodiversity can also promote more productive and diverse ecosystems.

Equity

Pacific Biochar helps to improve air quality in rural farming regions, providing benefits to neighboring communities, and donating to underserved and young farmers.

Carbon

Pacific Biochar adds biochar to early stage compost applications, reducing emissions and sequestering carbon in soil that will benefit farmers and climate mitigation efforts.

Community

Operation Location: United States of America (California)
Coordinates: Ea 85’V nam CUm 80’P
Land Tenure: Pacific Biochar works globally with local producers and industries. The biochar is produced from forest residue covering land that is owned by a combination of co-operatives, private individuals, companies, and governments. The primary action occurs at the sites where biochar is processed, while ancillary actions occur at farmlands and forests.

Project Development

Project Developer: Pacific Biochar

Josiah Hunt is the founder of Pacific Biochar and has been a pioneer in the industry. He believes in the promise of biochar and appreciates the synergies it can produce between industries.

Biochar is a compelling solution across multiple fronts: it not only reduces air pollution and the risk of catastrophic wildfires, it also benefits the farmers who receive it by improving their crop yields, increasing soil water retention, and enhancing the soil’s microbiome.

Stakeholders & Beneficiaries

Pacific Biochar’s direct beneficiaries are young and underserved farmers, forestry professionals, and future generations. Other beneficiaries include companies within its value chain such as cogeneration plants, compost companies, and communities in wildfire-prone areas.

State of Development

Fully Operational

Project Launch

EBF Sector

Built

Project Type

Transform

Credit Type

Certificates

Carbon credits on the registries of EBC C-Sink, Carbon Standards International, and Carbonfuture.

Data PrivaCy

Yes

# of annual credits produced

25000
https://www.carbonicons.org/fingerprints/pacific-biochar?background-hidden&overlay-hidden&no-blur

Air.

Clean air is vital for maintaining human health, reducing the risk of respiratory diseases, and supporting ecosystem balance and biodiversity.

Pacific Biochar has a multifaceted impact on air quality through various approaches. The project's conversion and enhanced efficiency of biomass plants reduces emissions and contributes to cleaner air. These advancements in plant conversion and efficiency also decrease wood burning, which further improves air quality by decreasing the demand for wood resources and reducing associated deforestation. Additionally, Pacific Biochar's practice of collecting wood from high fire hazard areas serves the dual purpose of mitigating wildfire risks and safeguarding clean air quality for surrounding communities and the environment.

Practices

(to learn more about practices, check out our podcast series)

Air Quality (improved)

Air Quality (improved)

Practice

Positive modifications to air quality achieved by controlling and reducing pollution levels, dust, particulate matter (PM) emissions, and by consistently monitoring overall quality.

X

Pacific Biochar’s practices help mitigate catastrophic wildfires by removing concentrated levels of biomass. When biochar is mixed with compost, noxious gases and GHG emissions are also reduced.

Trust

Self-Reported

Carbon Sink

Carbon Sink

Practice

A natural or artificial reservoir that absorbs and stores carbon dioxide (CO₂) from the atmosphere; helps mitigate climate change by reducing the concentration of GHGs; systems that absorb more carbon than they release (e.g., forests, oceans, soils) play a crucial role in balancing the carbon cycle.

X

Biochar enhances carbon sequestration in soils and compost. It can also capture and retain carbon for use as an additive used in various building and manufacturing processes (e.g., cement, plastics).

Trust

Third-Party Verification

Watershed Conservation

Watershed Conservation

Practice

The protection and management of areas in an ecosystem where water drains to a common point (e.g., river, lake, ocean).

X

By improving forest health, Pacific Biochar reduces surface runoff and conserves water. This increases the ecological stability of watersheds and decreases pressure on freshwater resources.

Trust

Self-Reported

Fire Management (improved)

Fire Management (improved)

Practice

Preventative forest management strategy that uses brush management practices (e.g., prescribed burns, livestock grazing) to imitate natural processes that reduce fuel loads and mitigate catastrophic wildfires.

X

Pacific Biochar produces biochar from biomass that is collected from high fire hazard areas. By reducing potential fuel, the project significantly contributes to mitigating catastrophic wildfires.

Trust

Standards & Certifications

Deforestation (decreased)

Deforestation (decreased)

Practice

Halting or avoiding the removal of preexisting forest ecosystems; often requires combatting the conversion of forest ecosystems into land for commercial, industrial, or agricultural uses.

X

Pacific Biochar's focuses on using forest biomass from high fire hazard areas, thereby avoiding catastrophic wildfires and extensive damage to forests.

Trust

Third-Party Verification

Forest Carbon Monitoring

Forest Carbon Monitoring

Practice

Monitoring and assessing changes in forest cover, carbon stocks, and associated emissions or removals in carbon forestry projects or REDD+ (Reducing Emissions from Deforestation and Forest Degradation) initiatives.

X

Pacific Biochar works with researchers and forestry service personnel to analyze forest carbon stocks in designated extraction sites in order to assess impacts of biomass removal on carbon stocks.

Trust

Self-Reported

Water.

Clean and accessible water is crucial for the well-being of ecosystems, the preservation of biodiversity, and the fulfillment of essential human needs.

Pacific Biochar's use of biochar as a soil and compost amendment yields several benefits for soil health and water management. When biochar is incorporated into soils, it improves the soil's organic carbon content, fosters biological activity, sequesters nutrients, and augments water retention and availability in the soil. This multifaceted approach not only contributes to soil health, it also plays a pivotal role in improving the wellbeing of forests. Healthier forests fortify nearby watersheds, reducing runoff and allowing for better conservation of water resources, which ultimately alleviates pressure on freshwater supplies. Consequently, Pacific Biochar's endeavors synergistically bolster the ecological stability of watersheds and promote responsible freshwater resource management.

Practices

(to learn more about practices, check out our podcast series)

Watershed Conservation

Watershed Conservation

Practice

The protection and management of areas in an ecosystem where water drains to a common point (e.g., river, lake, ocean).

X

By improving forest health, Pacific Biochar reduces surface runoff and conserves water. This increases the ecological stability of watersheds and decreases pressure on freshwater resources.

Trust

Self-Reported

Fire Management (improved)

Fire Management (improved)

Practice

Preventative forest management strategy that uses brush management practices (e.g., prescribed burns, livestock grazing) to imitate natural processes that reduce fuel loads and mitigate catastrophic wildfires.

X

Pacific Biochar produces biochar from biomass that is collected from high fire hazard areas. By reducing potential fuel, the project significantly contributes to mitigating catastrophic wildfires.

Trust

Standards & Certifications

Surface Runoff (reduced)

Surface Runoff (reduced)

Practice

Practices that increase the ability of water to penetrate and soak into the ground during periods of excessive accumulation and precipitation, as opposed to flowing off the land into surface water; typically used in the context of water management to reduce flooding and erosion.

X

By improving forest health, Pacific Biochar reduces surface runoff and conserves water. These practices increase the ecological stability of watersheds and decrease pressure on freshwater resources.

Trust

Self-Reported

Soil Health (improved)

Soil Health (improved)

Practice

Increased capacity of soil to function as a living ecosystem and to support other life; characterized by a loose, friable, and well-drained structure, presence of adequate nutrients, a pH between 5.5 and 7.5, and high levels of biological activity, with little to no evidence of pollutants or toxins.

X

Pacific Biochar produces biochar which, when applied to soils, increases soil organic carbon, enhances biological activity, captures nutrients, and enhances water retention and availability.

Trust

Standards & Certifications

Deforestation (decreased)

Deforestation (decreased)

Practice

Halting or avoiding the removal of preexisting forest ecosystems; often requires combatting the conversion of forest ecosystems into land for commercial, industrial, or agricultural uses.

X

Pacific Biochar's focuses on using forest biomass from high fire hazard areas, thereby avoiding catastrophic wildfires and extensive damage to forests.

Trust

Third-Party Verification

Water Quantity and Availability (increased)

Water Quantity and Availability (increased)

Practice

Practices that increase the water supply available for human uses that avoid detrimental impacts to the water cycle and respective ecosystems; can include digging boreholes and water wells, as well as water conservation practices.

X

The use of biochar as a soil and compost additive improves water retention and increases its availability for plants and soil microorganisms.

Trust

Self-Reported

Forest Carbon Monitoring

Forest Carbon Monitoring

Practice

Monitoring and assessing changes in forest cover, carbon stocks, and associated emissions or removals in carbon forestry projects or REDD+ (Reducing Emissions from Deforestation and Forest Degradation) initiatives.

X

Pacific Biochar works with researchers and forestry service personnel to analyze forest carbon stocks in designated extraction sites in order to assess impacts of biomass removal on carbon stocks.

Trust

Self-Reported

Soil.

Healthy soils are essential for promoting robust plant growth, enhancing nutrient cycling, supporting diverse microbial communities, and mitigating soil erosion.

The use of biochar as a soil and compost amendment enhances soil quality, fostering fertility, and boosting farmland productivity. By incorporating biochar into soils, the project effectively captures nutrients and makes them readily available to plants, thus amplifying their growth potential. A noteworthy facet of this approach is its contribution to the creation of a habitat that is conducive to microorganisms. The porosity and unique structure of biochar, which effectively retains water and nutrients, serves as an ideal environment for a diverse and thriving ecosystem of soil microorganisms. Moreover, the application of biochar not only amplifies the soil's ability to nurture plant life, it also accentuates the habitat and conditions for these essential soil microorganisms.

Practices

(to learn more about practices, check out our podcast series)

Fire Management (improved)

Fire Management (improved)

Practice

Preventative forest management strategy that uses brush management practices (e.g., prescribed burns, livestock grazing) to imitate natural processes that reduce fuel loads and mitigate catastrophic wildfires.

X

Pacific Biochar produces biochar from biomass that is collected from high fire hazard areas. By reducing potential fuel, the project significantly contributes to mitigating catastrophic wildfires.

Trust

Standards & Certifications

Soil Health (improved)

Soil Health (improved)

Practice

Increased capacity of soil to function as a living ecosystem and to support other life; characterized by a loose, friable, and well-drained structure, presence of adequate nutrients, a pH between 5.5 and 7.5, and high levels of biological activity, with little to no evidence of pollutants or toxins.

X

Pacific Biochar produces biochar which, when applied to soils, increases soil organic carbon, enhances biological activity, captures nutrients, and enhances water retention and availability.

Trust

Standards & Certifications

Surface Runoff (reduced)

Surface Runoff (reduced)

Practice

Practices that increase the ability of water to penetrate and soak into the ground during periods of excessive accumulation and precipitation, as opposed to flowing off the land into surface water; typically used in the context of water management to reduce flooding and erosion.

X

By improving forest health, Pacific Biochar reduces surface runoff and conserves water. These practices increase the ecological stability of watersheds and decrease pressure on freshwater resources.

Trust

Self-Reported

Deforestation (decreased)

Deforestation (decreased)

Practice

Halting or avoiding the removal of preexisting forest ecosystems; often requires combatting the conversion of forest ecosystems into land for commercial, industrial, or agricultural uses.

X

Pacific Biochar's focuses on using forest biomass from high fire hazard areas, thereby avoiding catastrophic wildfires and extensive damage to forests.

Trust

Third-Party Verification

Soil Microorganisms (increased)

Soil Microorganisms (increased)

Practice

Efforts that enhance the diversity, abundance, and activity of beneficial microbes in soil; supports nutrient cycling, organic matter breakdown, and soil health for sustainable land and agricultural practices.

X

Biochar's porosity and structure improve the quality of soil as a habitat for microorganisms. By increasing the soil's ability to retain water and nutrients, biochar allows microorganisms to thrive.

Trust

Standards & Certifications

Soil Fertility (improved)

Soil Fertility (improved)

Practice

The ability of soil to support plant growth for agriculture purposes or as suitable habitat for native plants; in agriculture, assesses the soil's ability to provide sustained and consistent yields of high quality crops.

X

The application of biochar enhances soil fertility and farmland productivity by providing habitat for microorganisms and by capturing nutrients to increase their availability for plants.

Trust

Standards & Certifications

Carbon Sink

Carbon Sink

Practice

A natural or artificial reservoir that absorbs and stores carbon dioxide (CO₂) from the atmosphere; helps mitigate climate change by reducing the concentration of GHGs; systems that absorb more carbon than they release (e.g., forests, oceans, soils) play a crucial role in balancing the carbon cycle.

X

Biochar enhances carbon sequestration in soils and compost. It can also capture and retain carbon for use as an additive used in various building and manufacturing processes (e.g., cement, plastics).

Trust

Third-Party Verification

Carbon Tracking

Carbon Tracking

Practice

The process of long-term carbon monitoring; quantifies the carbon emissions and carbon footprint of a project or organization over a time.

X

Pacific Biochar's laboratories, infrastructure, and ecological analyses are all included in a blockchain-based tracking system that tracks carbon through the value chain.

Trust

Third-Party Verification

Forest Carbon Monitoring

Forest Carbon Monitoring

Practice

Monitoring and assessing changes in forest cover, carbon stocks, and associated emissions or removals in carbon forestry projects or REDD+ (Reducing Emissions from Deforestation and Forest Degradation) initiatives.

X

Pacific Biochar works with researchers and forestry service personnel to analyze forest carbon stocks in designated extraction sites in order to assess impacts of biomass removal on carbon stocks.

Trust

Self-Reported

Biodiversity.

Clean and accessible water is crucial for the well-being of ecosystems, the preservation of biodiversity, and the fulfillment of essential human needs.

Pacific Biochar's work actively promotes biodiversity. By capturing and retaining essential nutrients in soils, their use of biochar supports diverse plant species, in turn providing critical habitats for wildlife. The porosity and structure of biochar create a thriving ecosystem for soil microorganisms, further enriching biodiversity. This approach also enhances forest health, reducing pressure on freshwater resources and stabilizing watersheds, thus supporting a range of flora and fauna. Additionally, carbon sequestration and improved ecosystem resilience help mitigate climate change's effects and disturbances, fostering a resilient and biodiverse environment.

Practices

(to learn more about practices, check out our podcast series)

Air Quality (improved)

Air Quality (improved)

Practice

Positive modifications to air quality achieved by controlling and reducing pollution levels, dust, particulate matter (PM) emissions, and by consistently monitoring overall quality.

X

Pacific Biochar’s practices help mitigate catastrophic wildfires by removing concentrated levels of biomass. When biochar is mixed with compost, noxious gases and GHG emissions are also reduced.

Trust

Self-Reported

Fire Management (improved)

Fire Management (improved)

Practice

Preventative forest management strategy that uses brush management practices (e.g., prescribed burns, livestock grazing) to imitate natural processes that reduce fuel loads and mitigate catastrophic wildfires.

X

Pacific Biochar produces biochar from biomass that is collected from high fire hazard areas. By reducing potential fuel, the project significantly contributes to mitigating catastrophic wildfires.

Trust

Standards & Certifications

Surface Runoff (reduced)

Surface Runoff (reduced)

Practice

Practices that increase the ability of water to penetrate and soak into the ground during periods of excessive accumulation and precipitation, as opposed to flowing off the land into surface water; typically used in the context of water management to reduce flooding and erosion.

X

By improving forest health, Pacific Biochar reduces surface runoff and conserves water. These practices increase the ecological stability of watersheds and decrease pressure on freshwater resources.

Trust

Self-Reported

Deforestation (decreased)

Deforestation (decreased)

Practice

Halting or avoiding the removal of preexisting forest ecosystems; often requires combatting the conversion of forest ecosystems into land for commercial, industrial, or agricultural uses.

X

Pacific Biochar's focuses on using forest biomass from high fire hazard areas, thereby avoiding catastrophic wildfires and extensive damage to forests.

Trust

Third-Party Verification

Water Quantity and Availability (increased)

Water Quantity and Availability (increased)

Practice

Practices that increase the water supply available for human uses that avoid detrimental impacts to the water cycle and respective ecosystems; can include digging boreholes and water wells, as well as water conservation practices.

X

The use of biochar as a soil and compost additive improves water retention and increases its availability for plants and soil microorganisms.

Trust

Self-Reported

Soil Microorganisms (increased)

Soil Microorganisms (increased)

Practice

Efforts that enhance the diversity, abundance, and activity of beneficial microbes in soil; supports nutrient cycling, organic matter breakdown, and soil health for sustainable land and agricultural practices.

X

Biochar's porosity and structure improve the quality of soil as a habitat for microorganisms. By increasing the soil's ability to retain water and nutrients, biochar allows microorganisms to thrive.

Trust

Standards & Certifications

Watershed Conservation

Watershed Conservation

Practice

The protection and management of areas in an ecosystem where water drains to a common point (e.g., river, lake, ocean).

X

By improving forest health, Pacific Biochar reduces surface runoff and conserves water. This increases the ecological stability of watersheds and decreases pressure on freshwater resources.

Trust

Self-Reported

Soil Health (improved)

Soil Health (improved)

Practice

Increased capacity of soil to function as a living ecosystem and to support other life; characterized by a loose, friable, and well-drained structure, presence of adequate nutrients, a pH between 5.5 and 7.5, and high levels of biological activity, with little to no evidence of pollutants or toxins.

X

Pacific Biochar produces biochar which, when applied to soils, increases soil organic carbon, enhances biological activity, captures nutrients, and enhances water retention and availability.

Trust

Standards & Certifications

Soil Fertility (improved)

Soil Fertility (improved)

Practice

The ability of soil to support plant growth for agriculture purposes or as suitable habitat for native plants; in agriculture, assesses the soil's ability to provide sustained and consistent yields of high quality crops.

X

The application of biochar enhances soil fertility and farmland productivity by providing habitat for microorganisms and by capturing nutrients to increase their availability for plants.

Trust

Standards & Certifications

Equity.

Supporting equity and inclusion fosters social justice, ensures equal access to resources derived from the environment, and promotes the well-being and participation of all, regardless of background or circumstances.

Pacific Biochar's initiatives have the potential to impact social equity in various ways. Their practices can generate economic opportunities, offering jobs in rural areas and addressing economic disparities. Improved air and water quality resulting from wildfire risk reduction and soil enhancement benefits communities vulnerable to poor air quality. Enhanced soil fertility contributes to agricultural productivity, potentially bolstering local farmers' livelihoods. Moreover, by reducing greenhouse gas emissions and supporting ecological benefits, Pacific Biochar indirectly contributes to environmental justice and community resilience.

Practices

(to learn more about practices, check out our podcast series)

Carbon Tracking

Carbon Tracking

Practice

The process of long-term carbon monitoring; quantifies the carbon emissions and carbon footprint of a project or organization over a time.

X

Pacific Biochar's laboratories, infrastructure, and ecological analyses are all included in a blockchain-based tracking system that tracks carbon through the value chain.

Trust

Third-Party Verification

Water Quantity and Availability (increased)

Water Quantity and Availability (increased)

Practice

Practices that increase the water supply available for human uses that avoid detrimental impacts to the water cycle and respective ecosystems; can include digging boreholes and water wells, as well as water conservation practices.

X

The use of biochar as a soil and compost additive improves water retention and increases its availability for plants and soil microorganisms.

Trust

Self-Reported

Air Quality (improved)

Air Quality (improved)

Practice

Positive modifications to air quality achieved by controlling and reducing pollution levels, dust, particulate matter (PM) emissions, and by consistently monitoring overall quality.

X

Pacific Biochar’s practices help mitigate catastrophic wildfires by removing concentrated levels of biomass. When biochar is mixed with compost, noxious gases and GHG emissions are also reduced.

Trust

Self-Reported

Auditability

Auditability

Practice

The ability to inspect a data set or site to determine whether its corresponding operational and financial practices adhere to predetermined protocols.

X

Pacific Biochar's generated carbon credits undergo periodic audits, verification, and monitoring to assess predicted permanence of carbon stocks.

Trust

Third-Party Verification

Carbon Sink

Carbon Sink

Practice

A natural or artificial reservoir that absorbs and stores carbon dioxide (CO₂) from the atmosphere; helps mitigate climate change by reducing the concentration of GHGs; systems that absorb more carbon than they release (e.g., forests, oceans, soils) play a crucial role in balancing the carbon cycle.

X

Biochar enhances carbon sequestration in soils and compost. It can also capture and retain carbon for use as an additive used in various building and manufacturing processes (e.g., cement, plastics).

Trust

Third-Party Verification

Watershed Conservation

Watershed Conservation

Practice

The protection and management of areas in an ecosystem where water drains to a common point (e.g., river, lake, ocean).

X

By improving forest health, Pacific Biochar reduces surface runoff and conserves water. This increases the ecological stability of watersheds and decreases pressure on freshwater resources.

Trust

Self-Reported

Fire Management (improved)

Fire Management (improved)

Practice

Preventative forest management strategy that uses brush management practices (e.g., prescribed burns, livestock grazing) to imitate natural processes that reduce fuel loads and mitigate catastrophic wildfires.

X

Pacific Biochar produces biochar from biomass that is collected from high fire hazard areas. By reducing potential fuel, the project significantly contributes to mitigating catastrophic wildfires.

Trust

Standards & Certifications

Surface Runoff (reduced)

Surface Runoff (reduced)

Practice

Practices that increase the ability of water to penetrate and soak into the ground during periods of excessive accumulation and precipitation, as opposed to flowing off the land into surface water; typically used in the context of water management to reduce flooding and erosion.

X

By improving forest health, Pacific Biochar reduces surface runoff and conserves water. These practices increase the ecological stability of watersheds and decrease pressure on freshwater resources.

Trust

Self-Reported

Deforestation (decreased)

Deforestation (decreased)

Practice

Halting or avoiding the removal of preexisting forest ecosystems; often requires combatting the conversion of forest ecosystems into land for commercial, industrial, or agricultural uses.

X

Pacific Biochar's focuses on using forest biomass from high fire hazard areas, thereby avoiding catastrophic wildfires and extensive damage to forests.

Trust

Third-Party Verification

Carbon.

Carbon capture and storage plays a crucial role in tackling climate change, and by safeguarding the sustainability of our ecosystems, helps to ensure a thriving future for all living beings.

Pacific Biochar's use of biochar plays a pivotal role in carbon management. Biochar's carbon sequestration capabilities serve as a vital lifeline for species vulnerable to environmental shifts. Importantly, Pacific Biochar exercises caution by employing a conservative estimate of permanence when assessing the carbon stored by biochar, thus accounting for unforeseen ecological outcomes. In agricultural operations, biochar emerges as a powerful ally in carbon sequestration, even when used in early-stage compost, where it efficiently reduces multiple greenhouse gas emissions.

Practices

(to learn more about practices, check out our podcast series)

Forest Carbon Monitoring

Forest Carbon Monitoring

Practice

Monitoring and assessing changes in forest cover, carbon stocks, and associated emissions or removals in carbon forestry projects or REDD+ (Reducing Emissions from Deforestation and Forest Degradation) initiatives.

X

Pacific Biochar works with researchers and forestry service personnel to analyze forest carbon stocks in designated extraction sites in order to assess impacts of biomass removal on carbon stocks.

Trust

Self-Reported

Soil Microorganisms (increased)

Soil Microorganisms (increased)

Practice

Efforts that enhance the diversity, abundance, and activity of beneficial microbes in soil; supports nutrient cycling, organic matter breakdown, and soil health for sustainable land and agricultural practices.

X

Biochar's porosity and structure improve the quality of soil as a habitat for microorganisms. By increasing the soil's ability to retain water and nutrients, biochar allows microorganisms to thrive.

Trust

Standards & Certifications

Air Quality (improved)

Air Quality (improved)

Practice

Positive modifications to air quality achieved by controlling and reducing pollution levels, dust, particulate matter (PM) emissions, and by consistently monitoring overall quality.

X

Pacific Biochar’s practices help mitigate catastrophic wildfires by removing concentrated levels of biomass. When biochar is mixed with compost, noxious gases and GHG emissions are also reduced.

Trust

Self-Reported

Conservative Discounting

Conservative Discounting

Practice

The ability to inspect a data set or site to determine whether its corresponding operational and financial practices adhere to predetermined protocols.

X

Pacific Biochar's generated carbon credits undergo periodic audits, verification, and monitoring to assess predicted permanence of carbon stocks.

Trust

Self-Reported

/On-Blockchain

Carbon Sequestration

Carbon Sequestration

Practice

The capturing, removal, and storage of carbon dioxide (CO₂) from the earth's atmosphere; effectiveness typically expressed in terms of anticipated stability and duration of storage.

X

When applied in agricultural operations, biochar can enhance carbon sequestration. In particular, when biochar is used in early-stage compost, it helps reduce a variety of GHG emissions.

Trust

Self-Reported

Carbon Tracking

Carbon Tracking

Practice

The process of long-term carbon monitoring; quantifies the carbon emissions and carbon footprint of a project or organization over a time.

X

Pacific Biochar's laboratories, infrastructure, and ecological analyses are all included in a blockchain-based tracking system that tracks carbon through the value chain.

Trust

Third-Party Verification

Fire Management (improved)

Fire Management (improved)

Practice

Preventative forest management strategy that uses brush management practices (e.g., prescribed burns, livestock grazing) to imitate natural processes that reduce fuel loads and mitigate catastrophic wildfires.

X

Pacific Biochar produces biochar from biomass that is collected from high fire hazard areas. By reducing potential fuel, the project significantly contributes to mitigating catastrophic wildfires.

Trust

Standards & Certifications

GHG Emissions (reduced)

GHG Emissions (reduced)

Practice

Greenhouse gas (GHG) emissions prevented or reduced to mitigate climate change; determined by calculating the difference between emissions produced in the actual scenario versus a hypothetical scenario where actions are taken to reduce emissions.

X

Cogeneration plants can burn woody biomass with reduced GHG emissions. When Pacific Biochar adds biochar to early-stage compost, it also reduces GHG emissions and improves carbon sequestration.

Trust

Third-Party Verification

Carbon Sink

Carbon Sink

Practice

A natural or artificial reservoir that absorbs and stores carbon dioxide (CO₂) from the atmosphere; helps mitigate climate change by reducing the concentration of GHGs; systems that absorb more carbon than they release (e.g., forests, oceans, soils) play a crucial role in balancing the carbon cycle.

X

Biochar enhances carbon sequestration in soils and compost. It can also capture and retain carbon for use as an additive used in various building and manufacturing processes (e.g., cement, plastics).

Trust

Third-Party Verification

Measurement, Reporting and Verification (MRV)

Pacific Biochar’s mission aligns with many different ecological benefits because biochar itself, from its production and up to the point of its use, has many benefits for Air, Water, Soil, Biodiversity, Equity, and Carbon.

Pacific Biochar has been dedicated to enhancing biomass energy production and introducing biochar for agricultural use since the project was created. It also concurrently benefits local communities by creating jobs.

Pacific Biochar itself benefits mainly from the sale of carbon credits. By recognizing the impact of carbon sequestration, the project has been able to develop robust systems for measuring, reporting, and verifying the scale of its impact.

[Learn more about the challenges of measurement and equity]

Primary Measurement Methods

This overview is not an endorsement or recommendation and should not be used as the basis for any investment decision.

Measurement (M)

Description

Benefits

Reporting Method (R)

Verification Type (V)

Testing

As per EBC certification, each batch of biochar is tested for water holding capacity, electric conductivity, carbon content, volatile organic compounds, heavy metals, and more.
Air Clean air is vital for maintaining human health, reducing the risk of respiratory diseases, and supporting ecosystem balance and biodiversity.

Air.

Air.

Clean and accessible water is crucial for the well-being of ecosystems, the preservation of biodiversity, and the fulfillment of essential human needs.

Water.

Water.

Healthy soils are essential for promoting robust plant growth, enhancing nutrient cycling, supporting diverse microbial communities, and mitigating soil erosion.

Soil.

Soil.

Enhancing and safeguarding biodiversity ensures the stability of ecosystems by providing invaluable services such as pollination, pest control, and genetic diversity.

Biodiversity.

Biodiversity.

Diversity and inclusion foster social justice, ensure equal access to resources derived from the environment, and promote the well-being of all, regardless of background.

Equity.

Equity.

Carbon capture and storage is crucial for tackling climate change, and by safeguarding the sustainability of our ecosystems, helps to ensure a thriving future for all.

Carbon.

Carbon.

Measuring, assessment, and record-keeping conducted by the project collaborators. Self-reporting may include fieldwork, collecting quantitative and qualitative data, stakeholder evaluations, verifying paperwork, and other methods.

Self-Reported

Self-Reported

Project collaborators may use data capture and verification methods such as game cameras, in-field geo-referenced documentation, and satellite data to confirm self-reported results.

Raw Data

Raw Data

Some or all data is placed onto blockchain to ensure the immutability and transparency of specified shared data, sometimes using specified protocols for designated certifiers and registries.

On-Blockchain

On-Blockchain

Evaluation or assessment conducted by an independent, trusted entity utilizing established standards and protocols, often in association with a specified certification process.

Standards & Certifications

Standards & Certifications

Evaluation or assessment is conducted by an independent, trusted entity to ensure the accuracy and integrity of reported data.

Third-Party Verified

Third-Party Verified

Record keeping mechanism that establishes standardized protocols for credit issuance and project registration, and provides a public ledger where credit ownership can be tracked from creation to retirement; the traceability of registry transactions protects the integrity of credit assets by ensuring that a credit or token cannot be allocated to more than one entity.

Registry

Registry

Emissions Monitoring

Alongside reporting and sampling of biochar, Pacific Biochar continously monitor emissions and avoidance of emissions in relation to biochar application and production.
Air Clean air is vital for maintaining human health, reducing the risk of respiratory diseases, and supporting ecosystem balance and biodiversity.

Air.

Air.

Clean and accessible water is crucial for the well-being of ecosystems, the preservation of biodiversity, and the fulfillment of essential human needs.

Water.

Water.

Healthy soils are essential for promoting robust plant growth, enhancing nutrient cycling, supporting diverse microbial communities, and mitigating soil erosion.

Soil.

Soil.

Enhancing and safeguarding biodiversity ensures the stability of ecosystems by providing invaluable services such as pollination, pest control, and genetic diversity.

Biodiversity.

Biodiversity.

Diversity and inclusion foster social justice, ensure equal access to resources derived from the environment, and promote the well-being of all, regardless of background.

Equity.

Equity.

Carbon capture and storage is crucial for tackling climate change, and by safeguarding the sustainability of our ecosystems, helps to ensure a thriving future for all.

Carbon.

Carbon.

Measuring, assessment, and record-keeping conducted by the project collaborators. Self-reporting may include fieldwork, collecting quantitative and qualitative data, stakeholder evaluations, verifying paperwork, and other methods.

Self-Reported

Self-Reported

Project collaborators may use data capture and verification methods such as game cameras, in-field geo-referenced documentation, and satellite data to confirm self-reported results.

Raw Data

Raw Data

Some or all data is placed onto blockchain to ensure the immutability and transparency of specified shared data, sometimes using specified protocols for designated certifiers and registries.

On-Blockchain

On-Blockchain

Evaluation or assessment conducted by an independent, trusted entity utilizing established standards and protocols, often in association with a specified certification process.

Standards & Certifications

Standards & Certifications

Evaluation or assessment is conducted by an independent, trusted entity to ensure the accuracy and integrity of reported data.

Third-Party Verified

Third-Party Verified

Record keeping mechanism that establishes standardized protocols for credit issuance and project registration, and provides a public ledger where credit ownership can be tracked from creation to retirement; the traceability of registry transactions protects the integrity of credit assets by ensuring that a credit or token cannot be allocated to more than one entity.

Registry

Registry

Visual and Physical Analysis

Pacific Biochar uses visual and physical analyses of biochar application to ascertain how much carbon it avoids or stores once applied.
Air Clean air is vital for maintaining human health, reducing the risk of respiratory diseases, and supporting ecosystem balance and biodiversity.

Air.

Air.

Clean and accessible water is crucial for the well-being of ecosystems, the preservation of biodiversity, and the fulfillment of essential human needs.

Water.

Water.

Healthy soils are essential for promoting robust plant growth, enhancing nutrient cycling, supporting diverse microbial communities, and mitigating soil erosion.

Soil.

Soil.

Enhancing and safeguarding biodiversity ensures the stability of ecosystems by providing invaluable services such as pollination, pest control, and genetic diversity.

Biodiversity.

Biodiversity.

Diversity and inclusion foster social justice, ensure equal access to resources derived from the environment, and promote the well-being of all, regardless of background.

Equity.

Equity.

Carbon capture and storage is crucial for tackling climate change, and by safeguarding the sustainability of our ecosystems, helps to ensure a thriving future for all.

Carbon.

Carbon.

Measuring, assessment, and record-keeping conducted by the project collaborators. Self-reporting may include fieldwork, collecting quantitative and qualitative data, stakeholder evaluations, verifying paperwork, and other methods.

Self-Reported

Self-Reported

Project collaborators may use data capture and verification methods such as game cameras, in-field geo-referenced documentation, and satellite data to confirm self-reported results.

Raw Data

Raw Data

Some or all data is placed onto blockchain to ensure the immutability and transparency of specified shared data, sometimes using specified protocols for designated certifiers and registries.

On-Blockchain

On-Blockchain

Evaluation or assessment conducted by an independent, trusted entity utilizing established standards and protocols, often in association with a specified certification process.

Standards & Certifications

Standards & Certifications

Evaluation or assessment is conducted by an independent, trusted entity to ensure the accuracy and integrity of reported data.

Third-Party Verified

Third-Party Verified

Record keeping mechanism that establishes standardized protocols for credit issuance and project registration, and provides a public ledger where credit ownership can be tracked from creation to retirement; the traceability of registry transactions protects the integrity of credit assets by ensuring that a credit or token cannot be allocated to more than one entity.

Registry

Registry

Measurements

Pacific Biochar subscribes to the European Biochar Certificate (EBC) Standard to receive carbon credits for its biochar production. This certificate standardizes how biochar should be produced by specifying what kind of biomass should be used to produce biochar, which power plant types it should be produced in, and what degree of heat is required to produce it.

As part of this process, each batch of biochar that is produced must undergo a scrutinous process in which the batch is associated with an ID and monitored from production to application. This includes monitoring the supply chain, biochar production, biochar sampling, and a complete transparency of the health and safety of all that are involved in the process.

Measurements of biochar quality are part and parcel of the certification. The standards for biochar require experts to examine things such as the carbon content of the biochar, the amount of volatile organic compounds, and limiting the amount of heavy metals found in the product. These measurements and standards are part of a thorough verification that afford Pacific Biochar their European Biochar Certificate.

Reporting

Production and application data is collected and updated on a database. That data is put on the blockchain as a requirement of the platform.

While the blockchain system of Pacific Biochar delivers credits and data, they do not tokenize the credits. Much of the data is stored locally, on the cloud.

Samples of biochar are regularly sent, by batch, with corresponding IDs and QR codes, for sampling. This is part of Pacific Biochar European Biochar Certificate and is what gives them accreditation or the ability to sell credits for their work. Bulk density and water content are necessary specifications for trading biochar as well as for the production of consistent substrate mixtures and materials requiring consistent carbon contents.

All this information is carefully documented and reported. Each processing step of biochar and biochar-based products must be documented in a processing journal. The quantity and quality of all processed biochar and the amount of biochar contained in the final products must be documented as well.

Verification

Biochar is mainly used as a part of a processed product such as a soil-amendments, potting soil, compost, fertilizer, bedding material, feed, or as an additive. To guarantee and properly label products made with European Biochar Certificate (EBC) certified biochar, the entire supply chain including production, processing, packaging, and labeling of the products needs to be inspected and certified.

Pacific Biochar is certified by the European Biochar Certificate so that their product will be recognized with some of the highest standards for the product. This allows them more easily to get to markets such as the Carbon Future platform, where their credits are sold currently. This certification requires an in depth verification that includes sending samples of biochar for inspection, labeling and tracking all biochar and the supplychain, and reporting all of the data to EBC.

The inspection of the EBC is coordinated worldwide by the independent, state-accredited inspection body bio.inspecta AG. The inspection is carried out on site at each production facility. It takes place once a year. Producers are obliged to keep their production records up to date and their entire biochar production site must be inspected and certified, regardless of whether only one batch, several or all batches qualify for one of the EBC certificates.

Risk

The risk of carbon stock loss is virtually nonexistent. However, there is currently no comprehensive monitoring or management plan in place to actively track and mitigate any potential losses. When estimating the carbon that is stored by biochar, a conservative estimate of permanence is applied, but this estimate cannot be directly extrapolated to factors like air quality, water resources, soil health, biodiversity, or social equity in the same manner.

There is no specific buffer pool designated for carbon credits by Pacific Biochar, although such a mechanism could prove advantageous for other ecological benefits. The existing carbon credits framework does not incorporate considerations for future climate changes or other environmental variables, although it is conceivable that these factors could be addressed through complementary ecological benefits.

Permanence

Biochar degrades very slowly and the release of carbon is negligible with rates such as 96% carbon retained in 100 years, 59% retained in 500 years, and 35% retained in 1000 years. The calculation of carbon credits is based on the scientifically endorsed EBC C-Sink methodology. Given its notably extended lifespan, biochar ensures a sustainable approach to long-term carbon sequestration.

To maintain the integrity of the generated carbon credits, rigorous periodic audits, verifications, and ongoing monitoring protocols are implemented. These measures serve the crucial purpose of continuously assessing and confirming the anticipated permanence of carbon stocks, providing a reliable and accountable system for carbon credit management.

Additionality

Pacific Biochar’s economic sustainability relies on the support of carbon credits, without them, the project’s financial viability would be compromised. Encouragingly, Pacific Biochar has not encountered significant regulatory or policy barriers that would hinder project implementation, even in the absence of carbon credits.

Leakage

Pacific Biochar has not induced any shifting of emissions or activities to other regions or sectors, ensuring a responsible and contained approach. The project’s activities do not trigger unintended consequences related to market dynamics or behaviors. Additionally, Pacific Biochar takes measures to minimize any indirect effects that might undermine its intended emissions reductions.

Market

Pacific Biochar operates within a structured system to distribute carbon credits and to fairly compensate its various stakeholders throughout the process. The project’s carbon credits are formally registered on EBC C-Sink, Carbon Standards International, and Carbonfuture registries, and are also externally certified and validated through EBC C-Sink.

Carbon credits generated by Pacific Biochar are paid for in advance, usually via direct deposit, and are delivered 6-12 months later. Most the project’s credits are sold directly to buyers, the majority of whom are located in the United States. Other credits are channeled through intermediaries like Carbon Direct, WREN, CarbonFuture, and South Pole.

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Interoperability

This pack focuses on the principles, standards, and components that enable different data systems, tools, and platforms to work together seamlessly. It includes concepts such as data harmonization, metadata standards, APIs, and system integration within CGIAR MELIAF ecosystems.

The pack supports the development of interoperable MELIA systems across programs and geographies, including integration with national systems such as those in Kenya. It is particularly useful to spread a mindset of collaboration and integration, allowing consistent data exchange between partners, improving efficiency, transparency, and comparability of results across projects.

35 Terms
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Alignment Maturity Level

IA, MEL

Alignment Maturity Level

Stage of development describing how well MELIAF standards, systems and practices are adopted and consistently applied, typically ranging from ad hoc use to fully embedded, continuously improved alignment. ​

[2804]

IA, MEL

Alignment Maturity Level

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Stage of development describing how well MELIAF standards, systems and practices are adopted and consistently applied, typically ranging from ad hoc use to fully embedded, continuously improved alignment. ​

Project Phases

2. Design

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

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[2804]

Causal Alignment

F, IA, MEL

Causal Alignment

Consistency between ToCs, indicators, evaluations and impact models regarding how change is expected to occur, ensuring all MELIAF components reflect the same underlying causal logic. ​

[2802]

F, IA, MEL

Causal Alignment

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Consistency between ToCs, indicators, evaluations and impact models regarding how change is expected to occur, ensuring all MELIAF components reflect the same underlying causal logic. ​

Project Phases

2. Design

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

Lex Icon Community
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[2802]

Causal Pathway

F, IA, MEL

Causal Pathway

Sequenced chain linking activities, outputs, outcomes and impacts, including intermediate changes and feedbacks, used to visualize and test how interventions are expected to generate results. ​

[2827]

F, IA, MEL

Causal Pathway

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Sequenced chain linking activities, outputs, outcomes and impacts, including intermediate changes and feedbacks, used to visualize and test how interventions are expected to generate results. ​

Project Phases

2. Design

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

Lex Icon Community
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[2827]

CGIAR Results Framework

F, IA, MEL

CGIAR Results Framework

Structured hierarchy of impact areas, outcomes and outputs used to organize, monitor and report contributions, ensuring MELIAF data and evaluations align with agreed strategic results architecture. ​

[2820]

F, IA, MEL

CGIAR Results Framework

designed by Nilufer Sen

(Turkey,

2026)

Definition

Structured hierarchy of impact areas, outcomes and outputs used to organize, monitor and report contributions, ensuring MELIAF data and evaluations align with agreed strategic results architecture. ​

Project Phases

2. Design

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

Lex Icon Community
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[2820]

Compliance

F, IA, MEL

Compliance

Conformance with agreed standards, protocols, procedures and governance rules that regulate how MELIAF data, indicators, models and evaluations are designed, implemented, shared and reported. ​

[2794]

F, IA, MEL

Compliance

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Conformance with agreed standards, protocols, procedures and governance rules that regulate how MELIAF data, indicators, models and evaluations are designed, implemented, shared and reported. ​

Project Phases

3. Implementation

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

Lex Icon Community
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[2794]

Contribution Logic

F, IA, MEL

Contribution Logic

Reasoned explanation of how an intervention influences observed changes, distinguishing contribution from attribution and drawing on evidence and counterfactual thinking in MELIAF. ​

[2829]

F, IA, MEL

Contribution Logic

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Reasoned explanation of how an intervention influences observed changes, distinguishing contribution from attribution and drawing on evidence and counterfactual thinking in MELIAF. ​

Project Phases

2. Design

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

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[2829]

Controlled Vocabulary

F, IA, MEL

Controlled Vocabulary

Curated list of allowed terms and definitions for concepts, indicators, themes or tags, used to standardize language and reduce ambiguity in MELIAF data and documentation. ​

[2819]

F, IA, MEL

Controlled Vocabulary

designed by Ana Carolina Nicolau

(Brazil,

2026)

Definition

Curated list of allowed terms and definitions for concepts, indicators, themes or tags, used to standardize language and reduce ambiguity in MELIAF data and documentation. ​

Project Phases

2. Design

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

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[2819]

Data Interoperability

F, IA, MEL

Data Interoperability

Capacity of datasets from different sources to be combined, compared and reused without manual rework, thanks to shared formats, identifiers, metadata, semantics and access protocols across MELIAF functions. ​

[2796]

F, IA, MEL

Data Interoperability

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Capacity of datasets from different sources to be combined, compared and reused without manual rework, thanks to shared formats, identifiers, metadata, semantics and access protocols across MELIAF functions. ​

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

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[2796]

Design Alignment

F, IA, MEL

Design Alignment

Degree to which plans, ToCs, indicators, data standards and modules are intentionally specified to fit a common reference model, enabling coherent MELIAF implementation across projects and portfolios. ​

[2801]

F, IA, MEL

Design Alignment

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Degree to which plans, ToCs, indicators, data standards and modules are intentionally specified to fit a common reference model, enabling coherent MELIAF implementation across projects and portfolios. ​

Project Phases

2. Design

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

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[2801]

Evidence Traceability

F, IA, MEL

Evidence Traceability

Ability to follow reported figures, findings and claims back through models, analyses and datasets to original sources, enabling verification and strengthening credibility of MELIAF products. ​

[2812]

F, IA, MEL

Evidence Traceability

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Ability to follow reported figures, findings and claims back through models, analyses and datasets to original sources, enabling verification and strengthening credibility of MELIAF products. ​

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

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[2812]

Governance Interoperability

F, IA, MEL

Governance Interoperability

Compatibility of mandates, decision rules, accountability arrangements and oversight processes that enables multiple institutions to jointly steward MELIAF data, standards and evaluations. ​

[2799]

F, IA, MEL

Governance Interoperability

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Compatibility of mandates, decision rules, accountability arrangements and oversight processes that enables multiple institutions to jointly steward MELIAF data, standards and evaluations. ​

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

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[2799]

Integration

F, IA, MEL

Integration

Bringing together data, tools, workflows and governance arrangements so MELIAF activities function as a connected system rather than fragmented, stand‑alone components. ​

[2793]

F, IA, MEL

Integration

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Bringing together data, tools, workflows and governance arrangements so MELIAF activities function as a connected system rather than fragmented, stand‑alone components. ​

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

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[2793]

Interoperability

F, IA, MEL

Interoperability

Ability of diverse systems, processes, and actors to exchange, interpret, and use data, concepts, and insights so that monitoring, evaluation, learning, impact assessment and foresight activities operate as a coherent whole. ​

[2792]

F, IA, MEL

Interoperability

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Ability of diverse systems, processes, and actors to exchange, interpret, and use data, concepts, and insights so that monitoring, evaluation, learning, impact assessment and foresight activities operate as a coherent whole. ​

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

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[2792]

Interoperability Building Blocks

F, IA, MEL

Interoperability Building Blocks

Foundational elements—standards, identifiers, schemas, APIs, governance rules and capacities—required to make MELIAF data, processes and tools connect, communicate and evolve together. ​

[2803]

F, IA, MEL

Interoperability Building Blocks

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Foundational elements—standards, identifiers, schemas, APIs, governance rules and capacities—required to make MELIAF data, processes and tools connect, communicate and evolve together. ​

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

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[2803]

Interoperability Cost Curve

F, IA, MEL

Interoperability Cost Curve

Relationship between level of interoperability achieved and the cumulative resources required, highlighting how early investment in standards and alignment can reduce marginal costs of connecting additional MELIAF systems. ​

[2795]

F, IA, MEL

Interoperability Cost Curve

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Relationship between level of interoperability achieved and the cumulative resources required, highlighting how early investment in standards and alignment can reduce marginal costs of connecting additional MELIAF systems. ​

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

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[2795]

Knowledge Graph

F, IA, MEL

Knowledge Graph

Networked representation linking entities, indicators, documents, ToC elements and outcomes via typed relationships, enabling MELIAF users and algorithms to explore and infer connections. ​

[2818]

F, IA, MEL

Knowledge Graph

designed by Nilufer Sen

(Turkey,

2026)

Definition

Networked representation linking entities, indicators, documents, ToC elements and outcomes via typed relationships, enabling MELIAF users and algorithms to explore and infer connections. ​

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

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[2818]

Machine-Readable Structure

F, IA, MEL

Machine-Readable Structure

Organization of data and documents into explicit, standardized formats that software can reliably parse, validate and process without manual intervention in MELIAF workflows. ​

[2815]

F, IA, MEL

Machine-Readable Structure

designed by Ana Carolina Nicolau

(Brazil,

2026)

Definition

Organization of data and documents into explicit, standardized formats that software can reliably parse, validate and process without manual intervention in MELIAF workflows. ​

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

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[2815]

Metadata Standard

F, IA, MEL

Metadata Standard

Agreed set of fields, formats and vocabularies describing datasets, indicators, models and documents so MELIAF assets are findable, understandable, and reusable by humans and machines. ​

[2808]

F, IA, MEL

Metadata Standard

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Agreed set of fields, formats and vocabularies describing datasets, indicators, models and documents so MELIAF assets are findable, understandable, and reusable by humans and machines. ​

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

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[2808]

Minimum Causal Alignment Standard

F, IA, MEL

Minimum Causal Alignment Standard

Baseline requirements for articulating ToCs, causal pathways, assumptions and evidence links so that MELIAF activities consistently express and test shared causal logic. ​

[2807]

F, IA, MEL

Minimum Causal Alignment Standard

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Baseline requirements for articulating ToCs, causal pathways, assumptions and evidence links so that MELIAF activities consistently express and test shared causal logic. ​

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

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[2807]

Minimum KPI Data Standard

F, IA, MEL

Minimum KPI Data Standard

Core structure, definitions, disaggregations and metadata required for key performance indicators to ensure comparability, integrity and machine‑readability across MELIAF systems. ​

[2806]

F, IA, MEL

Minimum KPI Data Standard

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Core structure, definitions, disaggregations and metadata required for key performance indicators to ensure comparability, integrity and machine‑readability across MELIAF systems. ​

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

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[2806]

Minimum Results Data Standard

MEL

Minimum Results Data Standard

Lean specification of variables, formats and metadata required for reporting results so that monitoring and evaluation data can be aggregated, compared and reused across initiatives.

[2805]

MEL

Minimum Results Data Standard

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Lean specification of variables, formats and metadata required for reporting results so that monitoring and evaluation data can be aggregated, compared and reused across initiatives.

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

Request This Icon
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[2805]

Ontology

F, IA, MEL

Ontology

Formally specified set of concepts, relationships and rules describing a domain, providing a machine‑interpretable backbone for MELIAF data integration, reasoning and advanced queries. ​

[2817]

F, IA, MEL

Ontology

designed by Ana Carolina Nicolau

(Brazil,

2026)

Definition

Formally specified set of concepts, relationships and rules describing a domain, providing a machine‑interpretable backbone for MELIAF data integration, reasoning and advanced queries. ​

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

Request This Icon
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[2817]

Process Interoperability

F, IA, MEL

Process Interoperability

Extent to which MELIAF workflows, timelines and decision procedures can interact and synchronize across initiatives, enabling joint planning, shared reviews and consistent reporting with minimal friction. ​

[2797]

F, IA, MEL

Process Interoperability

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Extent to which MELIAF workflows, timelines and decision procedures can interact and synchronize across initiatives, enabling joint planning, shared reviews and consistent reporting with minimal friction. ​

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

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[2797]

Product Interoperability

F, IA, MEL

Product Interoperability

Ability of tools, dashboards, models, reports and evaluation products to plug into each other’s data structures, semantics and interfaces, allowing reuse and composition in MELIAF workflows. ​

[2798]

F, IA, MEL

Product Interoperability

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Ability of tools, dashboards, models, reports and evaluation products to plug into each other’s data structures, semantics and interfaces, allowing reuse and composition in MELIAF workflows. ​

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

Request This Icon
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[2798]

Results Type

F, IA, MEL

Results Type

Category describing a point along the results chain—such as input, activity, output, outcome or impact—used to classify indicators, data and findings in MELIAF systems.

[2822]

F, IA, MEL

Results Type

designed by Ana Carolina Nicolau

(Brazil,

2026)

Definition

Category describing a point along the results chain—such as input, activity, output, outcome or impact—used to classify indicators, data and findings in MELIAF systems.

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

Request This Icon
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[2822]

Schema

F, IA, MEL

Schema

Formal structural blueprint describing entities, fields, relationships and constraints in a dataset or database, providing a shared template for MELIAF data creation, storage and exchange. ​

[2813]

F, IA, MEL

Schema

designed by Ana Carolina Nicolau

(Brazil,

2026)

Definition

Formal structural blueprint describing entities, fields, relationships and constraints in a dataset or database, providing a shared template for MELIAF data creation, storage and exchange. ​

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

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[2813]

Schema-Conformant Data

F, IA, MEL

Schema-Conformant Data

Records that follow an agreed schema’s field definitions, types, relationships and constraints, enabling automated validation, integration and analysis across MELIAF systems. ​

[2814]

F, IA, MEL

Schema-Conformant Data

designed by Ana Carolina Nicolau

(Brazil,

2026)

Definition

Records that follow an agreed schema’s field definitions, types, relationships and constraints, enabling automated validation, integration and analysis across MELIAF systems. ​

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

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[2814]

Semantic Layer

F, IA, MEL

Semantic Layer

Shared conceptual representation that maps data fields, indicators and entities to well‑defined meanings, enabling consistent interpretation and integration across MELIAF tools and datasets. ​

[2816]

F, IA, MEL

Semantic Layer

designed by Ana Carolina Nicolau

(Brazil,

2026)

Definition

Shared conceptual representation that maps data fields, indicators and entities to well‑defined meanings, enabling consistent interpretation and integration across MELIAF tools and datasets. ​

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

Request This Icon
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[2816]

Shared Impact Logic

F, IA, MEL

Shared Impact Logic

Commonly agreed narrative and diagram of how activities, outputs and outcomes are expected to contribute to long‑term impacts, serving as a reference for MELIAF planning and assessment. ​

[2821]

F, IA, MEL

Shared Impact Logic

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Commonly agreed narrative and diagram of how activities, outputs and outcomes are expected to contribute to long‑term impacts, serving as a reference for MELIAF planning and assessment. ​

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

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[2821]

Target

F, IA, MEL

Target

Specific, time‑bound value set for an indicator, expressing expected performance and guiding planning, monitoring and accountability within MELIAF. ​

[2826]

F, IA, MEL

Target

designed by Ana Carolina Nicolau

(Brazil,

2026)

Definition

Specific, time‑bound value set for an indicator, expressing expected performance and guiding planning, monitoring and accountability within MELIAF. ​

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

Request This Icon
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[2826]

Taxonomic Coherence

F, IA, MEL

Taxonomic Coherence

Consistency and non‑overlap of terms, categories and indicator labels so that MELIAF data, ToCs and reports use a shared conceptual vocabulary across scales and disciplines. ​

[2800]

F, IA, MEL

Taxonomic Coherence

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Consistency and non‑overlap of terms, categories and indicator labels so that MELIAF data, ToCs and reports use a shared conceptual vocabulary across scales and disciplines. ​

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

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[2800]

Tier A Indicator

F, IA, MEL

Tier A Indicator

High‑level, often system‑wide metric that tracks progress on priority outcomes or impacts and is mandatory for aggregation and external accountability within MELIAF. ​

[2823]

F, IA, MEL

Tier A Indicator

designed by Ana Carolina Nicolau

(Brazil,

2026)

Definition

High‑level, often system‑wide metric that tracks progress on priority outcomes or impacts and is mandatory for aggregation and external accountability within MELIAF. ​

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

Frank Place, Jim Hammond
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[2823]

Tier B Indicator

F, IA, MEL

Tier B Indicator

Intermediate‑level metric that supports comparative analysis across programs or regions, offering flexibility while retaining alignment with the overarching results framework. ​

[2824]

F, IA, MEL

Tier B Indicator

designed by Ana Carolina Nicolau

(Brazil,

2026)

Definition

Intermediate‑level metric that supports comparative analysis across programs or regions, offering flexibility while retaining alignment with the overarching results framework. ​

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

Frank Place, Jim Hammond
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[2824]

Tier C Indicator

F, IA, MEL

Tier C Indicator

Context‑specific metric tailored to project or initiative needs, supporting local learning and management while remaining mappable to higher‑tier indicators when needed. ​

[2825]

F, IA, MEL

Tier C Indicator

designed by Ana Carolina Nicolau

(Brazil,

2026)

Definition

Context‑specific metric tailored to project or initiative needs, supporting local learning and management while remaining mappable to higher‑tier indicators when needed. ​

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

Frank Place, Jim Hammond
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[2825]

ToC–PB Linkage

F, IA, MEL

ToC–PB Linkage

Explicit mapping between elements of a Theory of Change and projected benefits in quantitative models, ensuring consistency between narrative causal logic and forward‑looking analysis. ​

[2832]

F, IA, MEL

ToC–PB Linkage

designed by Nilufer Sen

(Turkey,

2026)

Definition

Explicit mapping between elements of a Theory of Change and projected benefits in quantitative models, ensuring consistency between narrative causal logic and forward‑looking analysis. ​

Project Phases

Contextual Taxonomies

INTEROPERABILITY

Authors/Reviewers

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[2832]

Scaling & Innovation

This thematic pack covers concepts, terminology, and visual elements related to the design, testing, and scaling of innovations within agrifood systems. It includes terms such as innovation bundles, TRL, scaling pathways, and usage models, with attention to enabling environments and partnerships. The pack supports users in illustrating how innovations move from research to widespread uptake across diverse contexts.

It can be used in MELIAF-aligned reporting, proposal design, and learning products to show how innovations are introduced, refined, and expanded. It is also useful in interactive dashboards and pathway visualizations that track adoption levels, scaling readiness, and systemic change over time.

14 Terms
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Complementary Innovations

IA, MEL

Complementary Innovations

Innovations, solutions or conditions that are necessary to scale core innovations.

[2404]

IA, MEL

Complementary Innovations

designed by Olya Batiievska

(Ukraine,

2025)

Definition

Innovations, solutions or conditions that are necessary to scale core innovations.

Project Phases

2. Design3. Implementation

Contextual Taxonomies

SCALING AND INNOVATION

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2404]

Core Innovations

IA, MEL

Core Innovations

Innovations that are at the heart of initiatives/ interventions and that are expected to contribute to transformation and impact at scale.

[2408]

IA, MEL

Core Innovations

designed by Olya Batiievska

(Ukraine,

2025)

Definition

Innovations that are at the heart of initiatives/ interventions and that are expected to contribute to transformation and impact at scale.

Project Phases

2. Design3. Implementation

Contextual Taxonomies

SCALING AND INNOVATION

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2408]

Innovation

F, IA, MEL

Innovation

New, improved, or adapted outputs or groups of outputs such as products, technologies, services, organizational and institutional arrangements with high potential to contribute to positive impacts when used at scale.

[2453]

F, IA, MEL

Innovation

designed by Olya Batiievska

(Ukraine,

2025)

Definition

New, improved, or adapted outputs or groups of outputs such as products, technologies, services, organizational and institutional arrangements with high potential to contribute to positive impacts when used at scale.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMSSCALING AND INNOVATION

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2453]

Innovation Package

F, IA, MEL

Innovation Package

Combinations of interrelated innovations and enabling conditions that, together, can lead to transformation and impact at scale in the CGIAR research delivery hierarchy.

[2454]

F, IA, MEL

Innovation Package

designed by Olya Batiievska

(Ukraine,

2025)

Definition

Combinations of interrelated innovations and enabling conditions that, together, can lead to transformation and impact at scale in the CGIAR research delivery hierarchy.

Project Phases

2. Design3. Implementation

Contextual Taxonomies

SCALING AND INNOVATION

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2454]

Innovation Partner

F, IA, MEL

Innovation Partner

Organizations or entities that CGIAR collaborates and co-invests with to improve the readiness of innovations to contribute to impact at scale.

[2455]

F, IA, MEL

Innovation Partner

designed by Olya Batiievska

(Ukraine,

2025)

Definition

Organizations or entities that CGIAR collaborates and co-invests with to improve the readiness of innovations to contribute to impact at scale.

Project Phases

2. Design3. Implementation

Contextual Taxonomies

SCALING AND INNOVATION

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2455]

Innovation Readiness

F, IA, MEL

Innovation Readiness

A metric used to assess the maturity of an innovation, with a scale ranging from the idea (lowest level) to validated under uncontrolled conditions (highest level).

[2456]

F, IA, MEL

Innovation Readiness

designed by Olya Batiievska

(Ukraine,

2025)

Definition

A metric used to assess the maturity of an innovation, with a scale ranging from the idea (lowest level) to validated under uncontrolled conditions (highest level).

Project Phases

3. Implementation4. Analysis

Contextual Taxonomies

SCALING AND INNOVATION

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2456]

Innovation Stages

F, IA, MEL

Innovation Stages

Number of research and development innovations by stage, where the stages are: i) end of research phase (discovery/proof of concept); ii) end of piloting phase (if relevant); iii) available for uptake; iv) uptake by next user.

[2457]

F, IA, MEL

Innovation Stages

designed by Olya Batiievska

(Ukraine,

2025)

Definition

Number of research and development innovations by stage, where the stages are: i) end of research phase (discovery/proof of concept); ii) end of piloting phase (if relevant); iii) available for uptake; iv) uptake by next user.

Project Phases

3. Implementation4. Analysis

Contextual Taxonomies

SCALING AND INNOVATION

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2457]

Innovation Use

F, IA, MEL

Innovation Use

A metric used to assess the extent to which an innovation is already being used, by which type of users and under which conditions, with a scale ranging from no use (lowest level) to common use (highest level).

[2458]

F, IA, MEL

Innovation Use

designed by Olya Batiievska

(Ukraine,

2025)

Definition

A metric used to assess the extent to which an innovation is already being used, by which type of users and under which conditions, with a scale ranging from no use (lowest level) to common use (highest level).

Project Phases

3. Implementation4. Analysis

Contextual Taxonomies

SCALING AND INNOVATION

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2458]

Scaling

F, IA, MEL

Scaling

Investments, strategies and processes aimed at increasing innovation readiness and/ or innovation use to contribute to positive impacts at scale.

[2525]

F, IA, MEL

Scaling

designed by Nilufer Sen

(Turkey,

2025)

Definition

Investments, strategies and processes aimed at increasing innovation readiness and/ or innovation use to contribute to positive impacts at scale.

Project Phases

2. Design3. Implementation

Contextual Taxonomies

SCALING AND INNOVATION

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2525]

Scaling & Policy Tracing Study

IA

Scaling & Policy Tracing Study

Tracks how innovations, evidence, or policy advice move through next user/boundary partner institutions and systems to support long-term impact pathways.

[2705]

IA

Scaling & Policy Tracing Study

designed by Nilufer Sen

(Turkey,

2026)

Definition

Tracks how innovations, evidence, or policy advice move through next user/boundary partner institutions and systems to support long-term impact pathways.

Project Phases

1. Proposal5. Sharing

Contextual Taxonomies

SCALING AND INNOVATION

Authors/Reviewers

Amy Beaudreault, James Stevenson, Julien Colomer, Marie-Angélique Laporte, Swetha Ramachandran
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[2705]

Scaling Partner

F, IA, MEL

Scaling Partner

Organizations or entities that CGIAR collaborates with to advance the uptake and use of innovations at scale.

[2526]

F, IA, MEL

Scaling Partner

designed by Nilufer Sen

(Turkey,

2025)

Definition

Organizations or entities that CGIAR collaborates with to advance the uptake and use of innovations at scale.

Project Phases

2. Design3. Implementation

Contextual Taxonomies

SCALING AND INNOVATION

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2526]

Scaling Readiness

F, IA, MEL

Scaling Readiness

Organizations or entities that CGIAR collaborates with to advance the uptake and use of innovations at scale.

[2527]

F, IA, MEL

Scaling Readiness

designed by Nilufer Sen

(Turkey,

2025)

Definition

Organizations or entities that CGIAR collaborates with to advance the uptake and use of innovations at scale.

Project Phases

3. Implementation4. Analysis

Contextual Taxonomies

SCALING AND INNOVATION

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2527]

Scaling Readiness Approach

F, IA, MEL

Scaling Readiness Approach

Metric that combines single or average innovation readiness and innovation use scores at innovation package or portfolio level.

[2528]

F, IA, MEL

Scaling Readiness Approach

designed by Nilufer Sen

(Turkey,

2025)

Definition

Metric that combines single or average innovation readiness and innovation use scores at innovation package or portfolio level.

Project Phases

2. Design3. Implementation

Contextual Taxonomies

SCALING AND INNOVATION

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2528]

Scaling Readiness Portfolio Management

F, IA, MEL

Scaling Readiness Portfolio Management

Evidence-based approach to support the design, implementation, monitoring and evaluation of strategies to increase readiness and use of innovations at innovation package and/or portfolio level.

[2529]

F, IA, MEL

Scaling Readiness Portfolio Management

designed by Nilufer Sen

(Turkey,

2025)

Definition

Evidence-based approach to support the design, implementation, monitoring and evaluation of strategies to increase readiness and use of innovations at innovation package and/or portfolio level.

Project Phases

2. Design4. Analysis

Contextual Taxonomies

SCALING AND INNOVATION

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2529]

Impact Areas

These are the major domains of long-term change targeted by CGIAR. It includes standardized terminology and icons that align with CGIAR impact frameworks.

The pack is useful for showing strategies, aligning projects with CGIAR-wide priorities, and communicating contributions to global goals. It can be used in reports, proposals, and visual tools to map how activities and outcomes contribute to specific impact areas.

5 Terms
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Climate Change Adaptation and Mitigation

F, IA, MEL

Climate Change Adaptation and Mitigation

Improving small-scale producers’ resilience and reducing greenhouse gas emissions from food systems.

[2983]

F, IA, MEL

Climate Change Adaptation and Mitigation

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Improving small-scale producers’ resilience and reducing greenhouse gas emissions from food systems.

Project Phases

Contextual Taxonomies

IMPACT AREAS

Authors/Reviewers

Lex Icon Community
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[2983]

Environmental Health & Biodiversity

F, IA, MEL

Environmental Health & Biodiversity

Increasing productivity in food systems while staying within environmental boundaries and maintaining biodiversity.

[2984]

F, IA, MEL

Environmental Health & Biodiversity

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Increasing productivity in food systems while staying within environmental boundaries and maintaining biodiversity.

Project Phases

Contextual Taxonomies

IMPACT AREAS

Authors/Reviewers

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[2984]

Gender Equality, Youth, and Social Inclusion

F, IA, MEL

Gender Equality, Youth, and Social Inclusion

Closing the gender gap and enhancing opportunities for youth in food, land, and water systems.

[2985]

F, IA, MEL

Gender Equality, Youth, and Social Inclusion

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Closing the gender gap and enhancing opportunities for youth in food, land, and water systems.

Project Phases

Contextual Taxonomies

IMPACT AREAS

Authors/Reviewers

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[2985]

Nutrition, Health, and Food Security

F, IA, MEL

Nutrition, Health, and Food Security

Ending hunger and enabling safe, affordable, healthy diets for the world’s most vulnerable people.

[2986]

F, IA, MEL

Nutrition, Health, and Food Security

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Ending hunger and enabling safe, affordable, healthy diets for the world’s most vulnerable people.

Project Phases

Contextual Taxonomies

IMPACT AREAS

Authors/Reviewers

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[2986]

Poverty Reduction, Livelihoods & Jobs

F, IA, MEL

Poverty Reduction, Livelihoods & Jobs

Building on a 50-year track record of lifting millions out of poverty.

[2987]

F, IA, MEL

Poverty Reduction, Livelihoods & Jobs

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Building on a 50-year track record of lifting millions out of poverty.

Project Phases

Contextual Taxonomies

IMPACT AREAS

Authors/Reviewers

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[2987]

Data & Datasets

This pack focuses on the types, sources, and management of data used within MELIAF systems, including datasets, data governance, and quality standards. It includes terminology and icons related to data collection, storage, sharing, and analysis.

This collection can be used in MEL Plans, dashboards, and documentation to represent data flows and assets.

29 Terms
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Agronomic Logbook

MEL

Agronomic Logbook

Documentation kept by farmers or field staff recording agronomic activities, inputs, and outputs over time to generate detailed panel data at the plot level.

[2620]

MEL

Agronomic Logbook

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Documentation kept by farmers or field staff recording agronomic activities, inputs, and outputs over time to generate detailed panel data at the plot level.

Project Phases

2. Design3. Implementation

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Alan De Brauw, Alessandra Galiè, Allison Smith, Ibtissem Jouini, Ireny Khella, Lucy Njuguna, Najeeb Ullah, Rose Chesoli
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[2620]

Available Data Inventory

IA

Available Data Inventory

Structured listing of existing datasets, their characteristics, and accessibility that guide new data collection and help researchers avoid duplication.

[2682]

IA

Available Data Inventory

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Structured listing of existing datasets, their characteristics, and accessibility that guide new data collection and help researchers avoid duplication.

Project Phases

2. Design4. Analysis

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Berber Kramer, Bronagh Woods, Keith Weibe, Marc Schut, Nedumaran Swamikannu
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[2682]

Clean Dataset

F, IA, MEL

Clean Dataset

A ready-for-analysis dataset that has been checked and corrected for errors, inconsistencies, and missing values.

[2688]

F, IA, MEL

Clean Dataset

designed by Olya Batiievska

(Ukraine,

2026)

Definition

A ready-for-analysis dataset that has been checked and corrected for errors, inconsistencies, and missing values.

Project Phases

2. Design3. Implementation

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Alan De Brauw, Alessandra Galiè, Allison Smith, Ibtissem Jouini, Ireny Khella, Lucy Njuguna, Najeeb Ullah, Rose Chesoli
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[2688]

Continuous Data Validation

F, IA, MEL

Continuous Data Validation

Ongoing verification of incoming data for completeness, consistency, and plausibility throughout collection and entry. Continuous data validation can be used to safeguard data quality before analysis.

[2629]

F, IA, MEL

Continuous Data Validation

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Ongoing verification of incoming data for completeness, consistency, and plausibility throughout collection and entry. Continuous data validation can be used to safeguard data quality before analysis.

Project Phases

4. Analysis

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Alan De Brauw, Alessandra Galiè, Allison Smith, Ibtissem Jouini, Ireny Khella, Lucy Njuguna, Najeeb Ullah, Rose Chesoli
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[2629]

Data Analysis

F, IA, MEL

Data Analysis

Systematic processing and examination of collected qualitative, quantitative, and administrative data to identify and organize patterns within sources or samples (such as people, plants, animals, crops, soils, economics, climate, or water systems).

[2679]

F, IA, MEL

Data Analysis

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Systematic processing and examination of collected qualitative, quantitative, and administrative data to identify and organize patterns within sources or samples (such as people, plants, animals, crops, soils, economics, climate, or water systems).

Project Phases

4. Analysis

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Diana Milena Lopez Avila, Enrico Bonaiuti, Holger Meinke, Natalia Ortiz, Rachel Claus
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[2679]

Data and Assumptions Plan

F

Data and Assumptions Plan

An outline of required datasets, base parameter values, resolution scales, and scenario assumptions, including sources, normalization methods, validation, and quality checks that serves as the basis for implementing simulation model runs. Data and assumptions plan plans help modeling teams coordinate data acquisition and support transparency and replicability when developing simulation models and generating scenarios.

[2592]

F

Data and Assumptions Plan

designed by Olya Batiievska

(Ukraine,

2026)

Definition

An outline of required datasets, base parameter values, resolution scales, and scenario assumptions, including sources, normalization methods, validation, and quality checks that serves as the basis for implementing simulation model runs. Data and assumptions plan plans help modeling teams coordinate data acquisition and support transparency and replicability when developing simulation models and generating scenarios.

Project Phases

3. Implementation

Contextual Taxonomies

DATA & DATASETSFORESIGHT

Authors/Reviewers

Brian Belcher, Evelyne Okoth, Jim Hammond, Mansi Tripathi, Nicoleta Trifa, Nils Teufel, Timothy Sulser
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[2592]

Data Assets (information products)

F, IA, MEL

Data Assets (information products)

Intellectual Assets that are raw or manipulated datasets and information products produced by CGIAR, as outputs of CGIAR’s research and development activities.

[2415]

F, IA, MEL

Data Assets (information products)

designed by Olya Batiievska

(Ukraine,

2025)

Definition

Intellectual Assets that are raw or manipulated datasets and information products produced by CGIAR, as outputs of CGIAR’s research and development activities.

Project Phases

3. Implementation5. Sharing

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2415]

Data Collection

F, IA, MEL

Data Collection

The process of using defined tools and protocols to systematically gather both measurements and observations about study system variables like people, plants, animals, crops, soils, economics, climate, or water systems.

[2680]

F, IA, MEL

Data Collection

designed by Olya Batiievska

(Ukraine,

2026)

Definition

The process of using defined tools and protocols to systematically gather both measurements and observations about study system variables like people, plants, animals, crops, soils, economics, climate, or water systems.

Project Phases

2. Design3. Implementation

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Alan De Brauw, Alessandra Galiè, Allison Smith, Ibtissem Jouini, Ireny Khella, Lucy Njuguna, Najeeb Ullah, Rose Chesoli
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[2680]

Data Collection Methods

F, IA, MEL

Data Collection Methods

Techniques or approaches determined through methodological design that define how information is/will be gathered from different sources or samples (such as people, plants, animals, crops, soils, economics, climate, or water systems).

[2631]

F, IA, MEL

Data Collection Methods

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Techniques or approaches determined through methodological design that define how information is/will be gathered from different sources or samples (such as people, plants, animals, crops, soils, economics, climate, or water systems).

Project Phases

2. Design3. Implementation

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Diana Milena Lopez Avila, Enrico Bonaiuti, Holger Meinke, Natalia Ortiz, Rachel Claus
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[2631]

Data Collection Tools

F, IA, MEL

Data Collection Tools

Specific instruments, devices, or guidelines that are used to to capture and record data from sources or samples (such as people, plants, animals, crops, soils, economics, climate, or water systems) is gathered. Data collection tools operationalize data collection methods and may include questionnaires, interview guides, observation checklists, sensors, and data.

[2632]

F, IA, MEL

Data Collection Tools

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Specific instruments, devices, or guidelines that are used to to capture and record data from sources or samples (such as people, plants, animals, crops, soils, economics, climate, or water systems) is gathered. Data collection tools operationalize data collection methods and may include questionnaires, interview guides, observation checklists, sensors, and data.

Project Phases

2. Design3. Implementation

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Diana Milena Lopez Avila, Enrico Bonaiuti, Holger Meinke, Natalia Ortiz, Rachel Claus
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[2632]

Data Quality Assurance

IA, MEL

Data Quality Assurance

Activities concerned with assessing and improving the merit or worth of data collection, aggregation, cleaning, and management, as well as its compliance with given standards.

[2621]

IA, MEL

Data Quality Assurance

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Activities concerned with assessing and improving the merit or worth of data collection, aggregation, cleaning, and management, as well as its compliance with given standards.

Project Phases

3. Implementation4. Analysis

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Alan De Brauw, Alessandra Galiè, Allison Smith, Ibtissem Jouini, Ireny Khella, Lucy Njuguna, Najeeb Ullah, Rose Chesoli
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[2621]

Dataset Harmonization

MEL

Dataset Harmonization

Aligning variables, formats, units, and coding schemes across datasets to create interoperability and allow for combination or comparison. Harmonization is crucial for meta‑analysis and global or regional modeling.

[2681]

MEL

Dataset Harmonization

designed by Ana Carolina Nicolau

(Brazil,

2026)

Definition

Aligning variables, formats, units, and coding schemes across datasets to create interoperability and allow for combination or comparison. Harmonization is crucial for meta‑analysis and global or regional modeling.

Project Phases

3. Implementation

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Berber Kramer, Bronagh Woods, Keith Weibe, Marc Schut, Nedumaran Swamikannu
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[2681]

Farmer Data

MEL

Farmer Data

Socio-economic data collected on farmer characteristics, decisions, perceptions, and outcomes, often at the household level.

[2637]

MEL

Farmer Data

designed by Ana Carolina Nicolau

(Brazil,

2026)

Definition

Socio-economic data collected on farmer characteristics, decisions, perceptions, and outcomes, often at the household level.

Project Phases

2. Design3. Implementation

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Alan De Brauw, Alessandra Galiè, Allison Smith, Ibtissem Jouini, Ireny Khella, Lucy Njuguna, Najeeb Ullah, Rose Chesoli
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[2637]

Farmer Data (Woman)

MEL

Farmer Data (Woman)

Socio-economic data collected on farmer characteristics, decisions, perceptions, and outcomes, often at the household level.

[2783]

MEL

Farmer Data (Woman)

designed by Ana Carolina Nicolau

(Brazil,

2026)

Definition

Socio-economic data collected on farmer characteristics, decisions, perceptions, and outcomes, often at the household level.

Project Phases

2. Design3. Implementation

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Alan De Brauw, Alessandra Galiè, Allison Smith, Ibtissem Jouini, Ireny Khella, Lucy Njuguna, Najeeb Ullah, Rose Chesoli
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[2783]

Ground Truth Data

IA, MEL

Ground Truth Data

High‑quality, location‑specific observations collected on the ground used to validate or calibrate remote‑sensing products and models. Ground‑truth data ensures spatial and modeled estimates reflect reality.

[2623]

IA, MEL

Ground Truth Data

designed by Ana Carolina Nicolau

(Brazil,

2026)

Definition

High‑quality, location‑specific observations collected on the ground used to validate or calibrate remote‑sensing products and models. Ground‑truth data ensures spatial and modeled estimates reflect reality.

Project Phases

4. Analysis

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Alan De Brauw, Alessandra Galiè, Allison Smith, Ibtissem Jouini, Ireny Khella, Lucy Njuguna, Najeeb Ullah, Rose Chesoli
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[2623]

Harvest Record

MEL

Harvest Record

Documentation on harvest quantity, quality, losses, and timing. Harvest records are central to yield measurements and economic analysis.

[2625]

MEL

Harvest Record

designed by Ana Carolina Nicolau

(Brazil,

2026)

Definition

Documentation on harvest quantity, quality, losses, and timing. Harvest records are central to yield measurements and economic analysis.

Project Phases

2. Design3. Implementation

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Alan De Brauw, Alessandra Galiè, Allison Smith, Ibtissem Jouini, Ireny Khella, Lucy Njuguna, Najeeb Ullah, Rose Chesoli
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[2625]

Historical Datasets

IA, MEL

Historical Datasets

Existing datasets from past time periods, including surveys, administrative records, and gridded climate or yield series for use in trend analysis, baselines, and model calibration.

[2626]

IA, MEL

Historical Datasets

designed by Ana Carolina Nicolau

(Brazil,

2026)

Definition

Existing datasets from past time periods, including surveys, administrative records, and gridded climate or yield series for use in trend analysis, baselines, and model calibration.

Project Phases

3. Implementation4. Analysis

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Alan De Brauw, Alessandra Galiè, Allison Smith, Ibtissem Jouini, Ireny Khella, Lucy Njuguna, Najeeb Ullah, Rose Chesoli
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[2626]

Observational Data

IA, MEL

Observational Data

Data collected without experimental manipulation, such as administrative records or routine surveys. These data are widely used and require careful causal reasoning when used for impact estimates.

[2702]

IA, MEL

Observational Data

designed by Hendi Perkasa

(Indonesia,

2026)

Definition

Data collected without experimental manipulation, such as administrative records or routine surveys. These data are widely used and require careful causal reasoning when used for impact estimates.

Project Phases

2. Design3. Implementation

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Alan De Brauw, Alessandra Galiè, Allison Smith, Ibtissem Jouini, Ireny Khella, Lucy Njuguna, Najeeb Ullah, Rose Chesoli
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[2702]

Plot Data

IA, MEL

Plot Data

All data collected at the plot level, including inputs, management, yield, and environmental conditions.

[2641]

IA, MEL

Plot Data

designed by Hendi Perkasa

(Indonesia,

2026)

Definition

All data collected at the plot level, including inputs, management, yield, and environmental conditions.

Project Phases

3. Implementation

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Alan De Brauw, Alessandra Galiè, Allison Smith, Ibtissem Jouini, Ireny Khella, Lucy Njuguna, Najeeb Ullah, Rose Chesoli
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[2641]

Primary Data

F, IA, MEL

Primary Data

The data observed or collected by a researcher, evaluator, or M&E professional from first-hand experience, specifically for the research project or area of interest.

[2499]

F, IA, MEL

Primary Data

designed by Nilufer Sen

(Turkey,

2025)

Definition

The data observed or collected by a researcher, evaluator, or M&E professional from first-hand experience, specifically for the research project or area of interest.

Project Phases

3. Implementation4. Analysis

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2499]

Projection Datasets and Figures

F, IA

Projection Datasets and Figures

Assembled datasets and visualizations that present modeled trajectories of key indicators under different scenarios. Foresight approaches often use such projections to communicate possible futures and impacts of options.

[2670]

F, IA

Projection Datasets and Figures

designed by Hendi Perkasa

(Indonesia,

2026)

Definition

Assembled datasets and visualizations that present modeled trajectories of key indicators under different scenarios. Foresight approaches often use such projections to communicate possible futures and impacts of options.

Project Phases

4. Analysis5. Sharing

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Berber Kramer, Bronagh Woods, Keith Weibe, Marc Schut, Nedumaran Swamikannu
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[2670]

Real Time Surveys

MEL

Real Time Surveys

Data collection conducted temporally proximal to the events of interest, minimizing recall issues and allowing near‑real‑time monitoring.

[2642]

MEL

Real Time Surveys

designed by Nilufer Sen

(Turkey,

2026)

Definition

Data collection conducted temporally proximal to the events of interest, minimizing recall issues and allowing near‑real‑time monitoring.

Project Phases

2. Design3. Implementation

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Alan De Brauw, Alessandra Galiè, Allison Smith, Ibtissem Jouini, Ireny Khella, Lucy Njuguna, Najeeb Ullah, Rose Chesoli
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[2642]

Retrospective Surveys

MEL

Retrospective Surveys

Types of surveys that collect information about past events or practices, relying on recall.

[2613]

MEL

Retrospective Surveys

designed by Nilufer Sen

(Turkey,

2026)

Definition

Types of surveys that collect information about past events or practices, relying on recall.

Project Phases

3. Implementation

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Diana Milena Lopez Avila, Enrico Bonaiuti, Holger Meinke, Natalia Ortiz, Rachel Claus
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[2613]

Satellite Dataset

IA, MEL

Satellite Dataset

Data products derived from satellite observations, such as land cover, vegetation indices, and weather proxies. Satellite datasets complement ground data and support large‑scale environmental and agricultural analysis.

[2644]

IA, MEL

Satellite Dataset

designed by Nilufer Sen

(Turkey,

2026)

Definition

Data products derived from satellite observations, such as land cover, vegetation indices, and weather proxies. Satellite datasets complement ground data and support large‑scale environmental and agricultural analysis.

Project Phases

2. Design3. Implementation

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Diana Milena Lopez Avila, Enrico Bonaiuti, Holger Meinke, Natalia Ortiz, Rachel Claus
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[2644]

Secondary Data

F, IA, MEL

Secondary Data

Data that has been collected for another purpose but may be reanalyzed in a subsequent study.

[2530]

F, IA, MEL

Secondary Data

designed by Nilufer Sen

(Turkey,

2025)

Definition

Data that has been collected for another purpose but may be reanalyzed in a subsequent study.

Project Phases

3. Implementation4. Analysis

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2530]

Sex Disaggregated Data

IA, MEL

Sex Disaggregated Data

Information differentiated on the basis of what pertains to females and their roles and to males and their roles.

[2533]

IA, MEL

Sex Disaggregated Data

designed by Ana Carolina Nicolau

(Brazil,

2025)

Definition

Information differentiated on the basis of what pertains to females and their roles and to males and their roles.

Project Phases

3. Implementation4. Analysis

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2533]

Sowing Record

MEL

Sowing Record

Detailed documentation of planting dates, seed types, and planting densities. Sowing records help researchers and farmers interpret yield outcomes and assess interactions between climate and management.

[2647]

MEL

Sowing Record

designed by Nilufer Sen

(Turkey,

2026)

Definition

Detailed documentation of planting dates, seed types, and planting densities. Sowing records help researchers and farmers interpret yield outcomes and assess interactions between climate and management.

Project Phases

3. Implementation

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Alan De Brauw, Alessandra Galiè, Allison Smith, Ibtissem Jouini, Ireny Khella, Lucy Njuguna, Najeeb Ullah, Rose Chesoli
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[2647]

Survey

IA, MEL

Survey

The collection of information using (1) a predefined sampling strategy, and (2) a survey instrument.

[2542]

IA, MEL

Survey

designed by Ana Carolina Nicolau

(Brazil,

2025)

Definition

The collection of information using (1) a predefined sampling strategy, and (2) a survey instrument.

Project Phases

2. Design3. Implementation

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2542]

Survey Instrument

IA, MEL

Survey Instrument

A pre-designed form (questionnaire) used to collect data during a survey.

[2543]

IA, MEL

Survey Instrument

designed by Ana Carolina Nicolau

(Brazil,

2025)

Definition

A pre-designed form (questionnaire) used to collect data during a survey.

Project Phases

2. Design3. Implementation

Contextual Taxonomies

DATA & DATASETS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2543]

Core MELIA Terms

This pack provides a standardized set of core terms and definitions used across MELIAF that are not process-specific but can apply to all MELIAF functions.

It is useful for onboarding, training, and harmonizing language across teams and partners. The pack can be applied in guidelines, reports, and digital tools to ensure shared understanding of MELIAF concepts.

38 Terms
Request Download

Accountability

F, IA, MEL

Accountability

In governance and management is the duty to ensure and report that the use of authority is aligned with rules, standards, policy and interests of the program, organization and the broader group of stakeholders.

[2374]

F, IA, MEL

Accountability

designed by Olya Batiievska

(Ukraine,

2025)

Definition

In governance and management is the duty to ensure and report that the use of authority is aligned with rules, standards, policy and interests of the program, organization and the broader group of stakeholders.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMSFORESIGHT

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2374]

Change

F, IA, MEL

Change

A generic term to mean any difference. Specific changes resulting from a research output are to be characterized as outcomes or impacts.

[2398]

F, IA, MEL

Change

designed by Olya Batiievska

(Ukraine,

2025)

Definition

A generic term to mean any difference. Specific changes resulting from a research output are to be characterized as outcomes or impacts.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2398]

Comparative Advantage

F, IA, MEL

Comparative Advantage

The term refers more broadly to the role and mandate of the CGIAR in producing international public goods where there are no alternative research suppliers that are better positioned to produce those goods.

[2402]

F, IA, MEL

Comparative Advantage

designed by Olya Batiievska

(Ukraine,

2025)

Definition

The term refers more broadly to the role and mandate of the CGIAR in producing international public goods where there are no alternative research suppliers that are better positioned to produce those goods.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2402]

Credibility (Scientific)

F, IA, MEL

Credibility (Scientific)

Scientific credibility requires that research findings be robust and that sources of knowledge be dependable and sound.

[2412]

F, IA, MEL

Credibility (Scientific)

designed by Olya Batiievska

(Ukraine,

2025)

Definition

Scientific credibility requires that research findings be robust and that sources of knowledge be dependable and sound.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2412]

Evaluation Criteria

EVALUATION, MEL

Evaluation Criteria

The evaluation criteria provide a normative framework used to determine the merit or worth of an intervention… CGIAR evaluation policy defines these to include relevance, efficiency, quality of science, effectiveness, impact and sustainability in line with CGIAR context and the OECD DAC.

[2430]

EVALUATION, MEL

Evaluation Criteria

designed by Olya Batiievska

(Ukraine,

2025)

Definition

The evaluation criteria provide a normative framework used to determine the merit or worth of an intervention… CGIAR evaluation policy defines these to include relevance, efficiency, quality of science, effectiveness, impact and sustainability in line with CGIAR context and the OECD DAC.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2430]

Evaluation Policy

EVALUATION, MEL

Evaluation Policy

An evaluation policy outlines the definition, concept, role and use of evaluation within an organization.

[2431]

EVALUATION, MEL

Evaluation Policy

designed by Olya Batiievska

(Ukraine,

2025)

Definition

An evaluation policy outlines the definition, concept, role and use of evaluation within an organization.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2431]

Evaluation Reference Group (ERG)

EVALUATION, MEL

Evaluation Reference Group (ERG)

A structure set up to work with the evaluation managers to ensure good communication with, learning by, and appropriate accountability to primary evaluation clients and key stakeholders, while preserving the independence of researchers/evaluators.

[2432]

EVALUATION, MEL

Evaluation Reference Group (ERG)

designed by Olya Batiievska

(Ukraine,

2025)

Definition

A structure set up to work with the evaluation managers to ensure good communication with, learning by, and appropriate accountability to primary evaluation clients and key stakeholders, while preserving the independence of researchers/evaluators.

Project Phases

2. Design4. Analysis

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2432]

Ex-ante Evaluation

EVALUATION, F, IA, MEL

Ex-ante Evaluation

An evaluation that is performed before implementation of a development intervention.

[2434]

EVALUATION, F, IA, MEL

Ex-ante Evaluation

designed by Olya Batiievska

(Ukraine,

2025)

Definition

An evaluation that is performed before implementation of a development intervention.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2434]

Ex-post Evaluation

EVALUATION, IA, MEL

Ex-post Evaluation

An evaluation of a development intervention after it has been completed… The intention is to identify the factors of success or failure, to assess the sustainability of results and impacts, and to draw conclusions that may inform other interventions.

[2435]

EVALUATION, IA, MEL

Ex-post Evaluation

designed by Olya Batiievska

(Ukraine,

2025)

Definition

An evaluation of a development intervention after it has been completed… The intention is to identify the factors of success or failure, to assess the sustainability of results and impacts, and to draw conclusions that may inform other interventions.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2435]

Foresight Study

F

Foresight Study

A structured and explicit exploration of multiple futures in order to inform decision-making. Foresight studies use a range of methodologies, such as scanning the horizon for emerging changes, analyzing megatrends and developing multiple scenarios, to reveal and discuss useful ideas about the future.

[2436]

F

Foresight Study

designed by Olya Batiievska

(Ukraine,

2025)

Definition

A structured and explicit exploration of multiple futures in order to inform decision-making. Foresight studies use a range of methodologies, such as scanning the horizon for emerging changes, analyzing megatrends and developing multiple scenarios, to reveal and discuss useful ideas about the future.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMSFORESIGHT

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2436]

Framework

F, IA, MEL

Framework

A framework document outlines high level principles to frame to take forward relevant field.

[2438]

F, IA, MEL

Framework

designed by Olya Batiievska

(Ukraine,

2025)

Definition

A framework document outlines high level principles to frame to take forward relevant field.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2438]

Human Rights and Gender Equality Principles of the United Nations Evaluation Group (UNEG)

EVALUATION, F, IA, MEL

Human Rights and Gender Equality Principles of the United Nations Evaluation Group (UNEG)

Principles from ‘Integrating Human Rights and Gender Equality in Evaluation: Towards UNEG Guidance’ to improve human rights and gender equality responsive evaluations in the UN system and beyond.

[2441]

EVALUATION, F, IA, MEL

Human Rights and Gender Equality Principles of the United Nations Evaluation Group (UNEG)

designed by Olya Batiievska

(Ukraine,

2025)

Definition

Principles from ‘Integrating Human Rights and Gender Equality in Evaluation: Towards UNEG Guidance’ to improve human rights and gender equality responsive evaluations in the UN system and beyond.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2441]

Impact

F, IA, MEL

Impact

A durable change in the condition of people and their environment brought about by a chain of events or change to which research, innovations and related activities have contributed.

[2442]

F, IA, MEL

Impact

designed by Olya Batiievska

(Ukraine,

2025)

Definition

A durable change in the condition of people and their environment brought about by a chain of events or change to which research, innovations and related activities have contributed.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2442]

Impact Assessment

IA

Impact Assessment

An assessment that estimates the causal effects of research outputs and related activities and assesses the magnitude of impact achieved. Impact assessments are conducted long after an intervention has been completed and are used to substantiate claims of sustained results.

[2444]

IA

Impact Assessment

designed by Olya Batiievska

(Ukraine,

2025)

Definition

An assessment that estimates the causal effects of research outputs and related activities and assesses the magnitude of impact achieved. Impact assessments are conducted long after an intervention has been completed and are used to substantiate claims of sustained results.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2444]

Impartiality

F, IA, MEL

Impartiality

In conducting an evaluation, the absence of bias in due process, in the scope and methodology, and in considering and presenting achievements and challenges.

[2447]

F, IA, MEL

Impartiality

designed by Olya Batiievska

(Ukraine,

2025)

Definition

In conducting an evaluation, the absence of bias in due process, in the scope and methodology, and in considering and presenting achievements and challenges.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2447]

Independent Science for Development Council (ISDC)

F, IA, MEL

Independent Science for Development Council (ISDC)

A standing panel of impartial, world-class scientific experts providing rigorous, independent strategic advice to the CGIAR System Council and other stakeholders.

[2448]

F, IA, MEL

Independent Science for Development Council (ISDC)

designed by Olya Batiievska

(Ukraine,

2025)

Definition

A standing panel of impartial, world-class scientific experts providing rigorous, independent strategic advice to the CGIAR System Council and other stakeholders.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2448]

Indicator

F, IA, MEL

Indicator

A quantitative or qualitative variable that represents an approximation of the characteristic, phenomenon or change of interest (for instance, efficiency, quality or outcome).

[2451]

F, IA, MEL

Indicator

designed by Olya Batiievska

(Ukraine,

2025)

Definition

A quantitative or qualitative variable that represents an approximation of the characteristic, phenomenon or change of interest (for instance, efficiency, quality or outcome).

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2451]

Innovation

F, IA, MEL

Innovation

New, improved, or adapted outputs or groups of outputs such as products, technologies, services, organizational and institutional arrangements with high potential to contribute to positive impacts when used at scale.

[2453]

F, IA, MEL

Innovation

designed by Olya Batiievska

(Ukraine,

2025)

Definition

New, improved, or adapted outputs or groups of outputs such as products, technologies, services, organizational and institutional arrangements with high potential to contribute to positive impacts when used at scale.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMSSCALING AND INNOVATION

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2453]

Learning – WFP

F, IA, MEL

Learning – WFP

Learning means that evidence and lessons are drawn from experience, accepted and internalized in new practices, thereby building on success to make improvements and avoiding past mistakes.

[2462]

F, IA, MEL

Learning – WFP

designed by Olya Batiievska

(Ukraine,

2025)

Definition

Learning means that evidence and lessons are drawn from experience, accepted and internalized in new practices, thereby building on success to make improvements and avoiding past mistakes.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2462]

Legitimacy – QoR4D

F, IA, MEL

Legitimacy – QoR4D

Means that the research process is fair and ethical and perceived as such. This encompasses the ethical and fair representation of all involved and consideration of interests and perspectives of intended users.

[2466]

F, IA, MEL

Legitimacy – QoR4D

designed by Hendi Perkasa

(Indonesia,

2025)

Definition

Means that the research process is fair and ethical and perceived as such. This encompasses the ethical and fair representation of all involved and consideration of interests and perspectives of intended users.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2466]

Mission

F, IA, MEL

Mission

Defines an organization’s primary objectives and its approach to reaching those objectives.

[2477]

F, IA, MEL

Mission

designed by Hendi Perkasa

(Indonesia,

2025)

Definition

Defines an organization’s primary objectives and its approach to reaching those objectives.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2477]

Mission

F, IA, MEL

Mission

To deliver science and innovation that advance transformation of food, land and water systems in a climate crisis.

[2395]

F, IA, MEL

Mission

designed by Olya Batiievska

(Ukraine,

2025)

Definition

To deliver science and innovation that advance transformation of food, land and water systems in a climate crisis.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2395]

Monitoring, Evaluation and Learning (MEL)

EVALUATION, MEL

Monitoring, Evaluation and Learning (MEL)

A system/framework for project/program management including tools, approaches and indicators to be used to assess results, integrate lessons and improve impacts related to strengthen capacities.

[2470]

EVALUATION, MEL

Monitoring, Evaluation and Learning (MEL)

designed by Hendi Perkasa

(Indonesia,

2025)

Definition

A system/framework for project/program management including tools, approaches and indicators to be used to assess results, integrate lessons and improve impacts related to strengthen capacities.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2470]

Mutual Accountability

IA, MEL

Mutual Accountability

In the context of the CGIAR, this refers to the accountability of all partners, including donors, for the efficiency of outputs, outcomes and impacts of a program, institution or policy and sustainability of research.

[2480]

IA, MEL

Mutual Accountability

designed by Hendi Perkasa

(Indonesia,

2025)

Definition

In the context of the CGIAR, this refers to the accountability of all partners, including donors, for the efficiency of outputs, outcomes and impacts of a program, institution or policy and sustainability of research.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2480]

NARES / NARS (National Agricultural Research and Extension Systems or National Agricultural Research Systems)

F, IA, MEL

NARES / NARS (National Agricultural Research and Extension Systems or National Agricultural Research Systems)

Includes organizations and institutions created and/or funded by the government as a support for the national program of agricultural development.

[2481]

F, IA, MEL

NARES / NARS (National Agricultural Research and Extension Systems or National Agricultural Research Systems)

designed by Hendi Perkasa

(Indonesia,

2025)

Definition

Includes organizations and institutions created and/or funded by the government as a support for the national program of agricultural development.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2481]

OneCGIAR Research Delivery Hierarchy

F, IA, MEL

OneCGIAR Research Delivery Hierarchy

OneCGIAR research delivery hierarchy to date: OneCGIAR >Action Area > Initiative > Work Package > Innovation Package.

[2484]

F, IA, MEL

OneCGIAR Research Delivery Hierarchy

designed by Hendi Perkasa

(Indonesia,

2025)

Definition

OneCGIAR research delivery hierarchy to date: OneCGIAR >Action Area > Initiative > Work Package > Innovation Package.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2484]

Outcome

IA, MEL

Outcome

A change in knowledge, skills, attitudes and/or relationships, which manifests as a change in behavior in particular actors, to which research outputs and related activities have contributed.

[2485]

IA, MEL

Outcome

designed by Hendi Perkasa

(Indonesia,

2025)

Definition

A change in knowledge, skills, attitudes and/or relationships, which manifests as a change in behavior in particular actors, to which research outputs and related activities have contributed.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2485]

Outputs

IA, MEL

Outputs

Knowledge, technical or institutional advancement produced by CGIAR research, engagement and/or capacity development activities.

[2487]

IA, MEL

Outputs

designed by Hendi Perkasa

(Indonesia,

2025)

Definition

Knowledge, technical or institutional advancement produced by CGIAR research, engagement and/or capacity development activities.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2487]

Portfolio

F, IA, MEL

Portfolio

“CGIAR Portfolio” means the research programs and/or platforms carried out by the Centers and the CGIAR System Partners in support of the CGIAR Strategy and Results Framework.

[2396]

F, IA, MEL

Portfolio

designed by Olya Batiievska

(Ukraine,

2025)

Definition

“CGIAR Portfolio” means the research programs and/or platforms carried out by the Centers and the CGIAR System Partners in support of the CGIAR Strategy and Results Framework.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2396]

Public Goods (Global, International)

F, IA, MEL

Public Goods (Global, International)

These are defined as goods with the three following economic properties: ‘non-rival’… ‘non-excludable’… and available worldwide.

[2506]

F, IA, MEL

Public Goods (Global, International)

designed by Nilufer Sen

(Turkey,

2025)

Definition

These are defined as goods with the three following economic properties: ‘non-rival’… ‘non-excludable’… and available worldwide.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2506]

Quality of Research for Development (QoR4D)

F, IA, MEL

Quality of Research for Development (QoR4D)

QoR4D is a framework that facilitated CGIAR System-wide agreement on the nature and assessment of the quality of science, a concept broadened beyond scientific credibility to include the likelihood of achieving development outcomes.

[2508]

F, IA, MEL

Quality of Research for Development (QoR4D)

designed by Nilufer Sen

(Turkey,

2025)

Definition

QoR4D is a framework that facilitated CGIAR System-wide agreement on the nature and assessment of the quality of science, a concept broadened beyond scientific credibility to include the likelihood of achieving development outcomes.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2508]

Research

F, IA, MEL

Research

Generation and communication of data, information and knowledge on an empirical basis.

[2517]

F, IA, MEL

Research

designed by Nilufer Sen

(Turkey,

2025)

Definition

Generation and communication of data, information and knowledge on an empirical basis.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2517]

Results

F, IA, MEL

Results

The positive/negative, direct/indirect, and intended/unintended change or consequence of a planned project/program activity or intervention in the form of output, outcome or impact.

[2518]

F, IA, MEL

Results

designed by Nilufer Sen

(Turkey,

2025)

Definition

The positive/negative, direct/indirect, and intended/unintended change or consequence of a planned project/program activity or intervention in the form of output, outcome or impact.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2518]

Results-Based Management (RBM)

MEL

Results-Based Management (RBM)

A management strategy by which all contributing stakeholders within a given intervention, project or program ensure that their intended results (i.e., outputs, outcomes, and impact) align with the results achieved.

[2521]

MEL

Results-Based Management (RBM)

designed by Nilufer Sen

(Turkey,

2025)

Definition

A management strategy by which all contributing stakeholders within a given intervention, project or program ensure that their intended results (i.e., outputs, outcomes, and impact) align with the results achieved.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2521]

System Level Outcomes (SLO)

IA, MEL

System Level Outcomes (SLO)

CGIAR’s Strategy and Results Framework 2016-2030 sets out three System Level Outcomes (SLOs): reducing poverty; ensuring food and nutrition security; and improving natural resources and ecosystem services.

[2547]

IA, MEL

System Level Outcomes (SLO)

designed by Ana Carolina Nicolau

(Brazil,

2025)

Definition

CGIAR’s Strategy and Results Framework 2016-2030 sets out three System Level Outcomes (SLOs): reducing poverty; ensuring food and nutrition security; and improving natural resources and ecosystem services.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2547]

System Transformation

F, IA, MEL

System Transformation

A major shift that results from significant positive, intended change in the governance and functioning of a system (structure entailing actors, processes and interactions making a meaningful whole with a common aim/purpose).

[2548]

F, IA, MEL

System Transformation

designed by Ana Carolina Nicolau

(Brazil,

2025)

Definition

A major shift that results from significant positive, intended change in the governance and functioning of a system (structure entailing actors, processes and interactions making a meaningful whole with a common aim/purpose).

Project Phases

0. Core Term1. Proposal

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2548]

Vision

F, IA, MEL

Vision

A world with sustainable and resilient food, land and water systems that deliver diverse, healthy, safe, sufficient and affordable diets, and ensure improved livelihoods and greater social equality, within planetary and regional environmental boundaries.

[2397]

F, IA, MEL

Vision

designed by Olya Batiievska

(Ukraine,

2025)

Definition

A world with sustainable and resilient food, land and water systems that deliver diverse, healthy, safe, sufficient and affordable diets, and ensure improved livelihoods and greater social equality, within planetary and regional environmental boundaries.

Project Phases

0. Core Term1. Proposal

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2397]

Vision

F, IA, MEL

Vision

Statement to define the desired future state of a project, program or organization.

[2562]

F, IA, MEL

Vision

designed by Ana Carolina Nicolau

(Brazil,

2025)

Definition

Statement to define the desired future state of a project, program or organization.

Project Phases

0. Core Term1. Proposal

Contextual Taxonomies

CORE MELIA TERMS

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2562]

Foresight

Concepts and methods for developing and analyzing future trends and scenarios in agrifood systems. It covers foresight key terms such as scenario modeling, horizon scanning, and trend analysis.

The pack can help scientists and funders speak the same language and be used in interactive tools and reports to communicate potential futures and inform decision-making.

35 Terms
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Accountability

F, IA, MEL

Accountability

In governance and management is the duty to ensure and report that the use of authority is aligned with rules, standards, policy and interests of the program, organization and the broader group of stakeholders.

[2374]

F, IA, MEL

Accountability

designed by Olya Batiievska

(Ukraine,

2025)

Definition

In governance and management is the duty to ensure and report that the use of authority is aligned with rules, standards, policy and interests of the program, organization and the broader group of stakeholders.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMSFORESIGHT

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2374]

Back Casting

F

Back Casting

A planning method that starts with a desirable future and works backward to identify the conditions required to reach it. Foresight and impact assessment functions apply back casting to align research and strategies with long‑term climate and food‑system goals.

[2649]

F

Back Casting

designed by Olya Batiievska

(Ukraine,

2026)

Definition

A planning method that starts with a desirable future and works backward to identify the conditions required to reach it. Foresight and impact assessment functions apply back casting to align research and strategies with long‑term climate and food‑system goals.

Project Phases

4. Analysis

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Eleonora De Falcis, Jawoo Koo, Ricky Robertson
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[2649]

Back Casting Model Paramaterization

F

Back Casting Model Paramaterization

The process of setting back casting model parameters to be consistent with a desired result, and then exploring trajectories to determine whether pathways are feasible with biophysical and economic constraints.

[2650]

F

Back Casting Model Paramaterization

designed by Olya Batiievska

(Ukraine,

2026)

Definition

The process of setting back casting model parameters to be consistent with a desired result, and then exploring trajectories to determine whether pathways are feasible with biophysical and economic constraints.

Project Phases

4. Analysis

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Eleonora De Falcis, Jawoo Koo, Ricky Robertson
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[2650]

Baseline Narrative

F

Baseline Narrative

Textual description of the baseline scenario, explaining current conditions and expected “business‑as‑usual” outcomes. The baseline narrative provides context for interpreting deviations in alternative scenarios and for communicating to non‑technical audiences.

[2651]

F

Baseline Narrative

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Textual description of the baseline scenario, explaining current conditions and expected “business‑as‑usual” outcomes. The baseline narrative provides context for interpreting deviations in alternative scenarios and for communicating to non‑technical audiences.

Project Phases

2. Design4. Analysis

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Brian Belcher, Evelyne Okoth, Jim Hammond, Mansi Tripathi, Nicoleta Trifa, Nils Teufel, Timothy Sulser
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[2651]

Baseline Scenario

F

Baseline Scenario

Scenario in which current trends and policies continue as they are, with no major changes in direction or magnitude of trends in the drivers of a model. They serve to highlight the events that would occur without intervention and determine or estimate the impact of alternative parameter values or context conditions. Baseline scenarios can be compared to scenarios in which mitigation strategies are implemented.

[2652]

F

Baseline Scenario

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Scenario in which current trends and policies continue as they are, with no major changes in direction or magnitude of trends in the drivers of a model. They serve to highlight the events that would occur without intervention and determine or estimate the impact of alternative parameter values or context conditions. Baseline scenarios can be compared to scenarios in which mitigation strategies are implemented.

Project Phases

2. Design4. Analysis

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Brian Belcher, Evelyne Okoth, Jim Hammond, Mansi Tripathi, Nicoleta Trifa, Nils Teufel, Timothy Sulser
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[2652]

Climate Modeling

F

Climate Modeling

Use of models to simulate past and future climate conditions and their effects on crop, hydrological, and economic systems to assess risks and adaptation and mitigation options.

[2628]

F

Climate Modeling

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Use of models to simulate past and future climate conditions and their effects on crop, hydrological, and economic systems to assess risks and adaptation and mitigation options.

Project Phases

2. Design3. Implementation

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Berber Kramer, Bronagh Woods, Keith Weibe, Marc Schut, Nedumaran Swamikannu
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[2628]

Computable General Equilibrium Models

F

Computable General Equilibrium Models

Simulation models that represent how multiple sectors, production factors, and institutions interact and how they jointly respond to policy, technology, or external shocks while maintaining overall supply and demand balance. They are used to trace direct and indirect effects of shocks on prices, production, incomes, trade, and welfare across the economy.

[2654]

F

Computable General Equilibrium Models

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Simulation models that represent how multiple sectors, production factors, and institutions interact and how they jointly respond to policy, technology, or external shocks while maintaining overall supply and demand balance. They are used to trace direct and indirect effects of shocks on prices, production, incomes, trade, and welfare across the economy.

Project Phases

2. Design3. Implementation

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Eleonora De Falcis, Jawoo Koo, Ricky Robertson
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[2654]

Crop Models

F

Crop Models

Models simulating crop growth, yield, nutrient requirements, crop management, and water using data from weather, soil characteristics, land management practices, and crop varietal types.

[2779]

F

Crop Models

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Models simulating crop growth, yield, nutrient requirements, crop management, and water using data from weather, soil characteristics, land management practices, and crop varietal types.

Project Phases

2. Design3. Implementation

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Eleonora De Falcis, Jawoo Koo, Ricky Robertson
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[2779]

Data and Assumptions Plan

F

Data and Assumptions Plan

An outline of required datasets, base parameter values, resolution scales, and scenario assumptions, including sources, normalization methods, validation, and quality checks that serves as the basis for implementing simulation model runs. Data and assumptions plan plans help modeling teams coordinate data acquisition and support transparency and replicability when developing simulation models and generating scenarios.

[2592]

F

Data and Assumptions Plan

designed by Olya Batiievska

(Ukraine,

2026)

Definition

An outline of required datasets, base parameter values, resolution scales, and scenario assumptions, including sources, normalization methods, validation, and quality checks that serves as the basis for implementing simulation model runs. Data and assumptions plan plans help modeling teams coordinate data acquisition and support transparency and replicability when developing simulation models and generating scenarios.

Project Phases

3. Implementation

Contextual Taxonomies

DATA & DATASETSFORESIGHT

Authors/Reviewers

Brian Belcher, Evelyne Okoth, Jim Hammond, Mansi Tripathi, Nicoleta Trifa, Nils Teufel, Timothy Sulser
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[2592]

Disease Model

F

Disease Model

Foresight models that simulate epidemiological variables, like severity and incidence, associated with crop-related pests and diseases.

[2780]

F

Disease Model

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Foresight models that simulate epidemiological variables, like severity and incidence, associated with crop-related pests and diseases.

Project Phases

2. Design3. Implementation

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Eleonora De Falcis, Jawoo Koo, Ricky Robertson
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[2780]

Driver of Change

F

Driver of Change

A parameter that strongly influences a system’s plausible future state, shaping how trends unfold and interact under high uncertainty. General drivers are seen as uni-directional and highly influential on systems. They are marked by contested, complex, or poorly understood impacts, making them central to exploring foresight scenarios.

[2692]

F

Driver of Change

designed by Ana Carolina Nicolau

(Brazil,

2026)

Definition

A parameter that strongly influences a system’s plausible future state, shaping how trends unfold and interact under high uncertainty. General drivers are seen as uni-directional and highly influential on systems. They are marked by contested, complex, or poorly understood impacts, making them central to exploring foresight scenarios.

Project Phases

2. Design

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Brian Belcher, Evelyne Okoth, Jim Hammond, Mansi Tripathi, Nicoleta Trifa, Nils Teufel, Timothy Sulser
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[2692]

Environmental and Biophysical Models

F

Environmental and Biophysical Models

Models that represent how natural systems behave and interact by simulating physical, chemical, and biological processes.

[2657]

F

Environmental and Biophysical Models

designed by Ana Carolina Nicolau

(Brazil,

2026)

Definition

Models that represent how natural systems behave and interact by simulating physical, chemical, and biological processes.

Project Phases

2. Design3. Implementation

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Eleonora De Falcis, Jawoo Koo, Ricky Robertson
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[2657]

Farm or Household Bio‑Economic Models

F

Farm or Household Bio‑Economic Models

Models that integrate integrate biophysical processes, farm or household-level economic decision‑making, and management processes to simulate responses to technologies and policies.

[2697]

F

Farm or Household Bio‑Economic Models

designed by Ana Carolina Nicolau

(Brazil,

2026)

Definition

Models that integrate integrate biophysical processes, farm or household-level economic decision‑making, and management processes to simulate responses to technologies and policies.

Project Phases

2. Design3. Implementation

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Eleonora De Falcis, Jawoo Koo, Ricky Robertson
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[2697]

Foresight & Futures Analysis

F

Foresight & Futures Analysis

Exploration of plausible medium or long-term futures to inform strategy, priority-setting, and risk-aware decision-making under uncertainty.

[2659]

F

Foresight & Futures Analysis

designed by Ana Carolina Nicolau

(Brazil,

2026)

Definition

Exploration of plausible medium or long-term futures to inform strategy, priority-setting, and risk-aware decision-making under uncertainty.

Project Phases

1. Proposal5. Sharing

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Berber Kramer, Bronagh Woods, Keith Weibe, Marc Schut, Nedumaran Swamikannu
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[2659]

Foresight Study

F

Foresight Study

A structured and explicit exploration of multiple futures in order to inform decision-making. Foresight studies use a range of methodologies, such as scanning the horizon for emerging changes, analyzing megatrends and developing multiple scenarios, to reveal and discuss useful ideas about the future.

[2436]

F

Foresight Study

designed by Olya Batiievska

(Ukraine,

2025)

Definition

A structured and explicit exploration of multiple futures in order to inform decision-making. Foresight studies use a range of methodologies, such as scanning the horizon for emerging changes, analyzing megatrends and developing multiple scenarios, to reveal and discuss useful ideas about the future.

Project Phases

0. Core Term

Contextual Taxonomies

CORE MELIA TERMSFORESIGHT

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2436]

Integrated Foresight Modeling

F

Integrated Foresight Modeling

The use of multiple, linked models and datasets to analyze how food, land, and water systems may co‑evolve under alternative futures and policy or investment options, and to quantify cross‑sector synergies and trade‑offs.

[2660]

F

Integrated Foresight Modeling

designed by Hendi Perkasa

(Indonesia,

2026)

Definition

The use of multiple, linked models and datasets to analyze how food, land, and water systems may co‑evolve under alternative futures and policy or investment options, and to quantify cross‑sector synergies and trade‑offs.

Project Phases

3. Implementation4. Analysis

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Eleonora De Falcis, Jawoo Koo, Ricky Robertson
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[2660]

Key Questions Worksheets

F

Key Questions Worksheets

Structured templates used to frame and prioritize the questions a foresight exercise should answer. They help participants in a scenario development workshop capture issues such as what futures to explore, which drivers and uncertainties matter most, whose perspectives to consider, what decisions the work should inform, and what indicators or evidence will be needed.

[2602]

F

Key Questions Worksheets

designed by Hendi Perkasa

(Indonesia,

2026)

Definition

Structured templates used to frame and prioritize the questions a foresight exercise should answer. They help participants in a scenario development workshop capture issues such as what futures to explore, which drivers and uncertainties matter most, whose perspectives to consider, what decisions the work should inform, and what indicators or evidence will be needed.

Project Phases

1. Proposal

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Brian Belcher, Evelyne Okoth, Jim Hammond, Mansi Tripathi, Nicoleta Trifa, Nils Teufel, Timothy Sulser
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[2602]

Land Use Models

F

Land Use Models

Quantitative tools that simulate land use and land cover change over time to monitor transitions between land uses, attribute these changes to key drivers, and produce metrics to be used as baselines, targets, and outcome/impact indicators.

[2662]

F

Land Use Models

designed by Hendi Perkasa

(Indonesia,

2026)

Definition

Quantitative tools that simulate land use and land cover change over time to monitor transitions between land uses, attribute these changes to key drivers, and produce metrics to be used as baselines, targets, and outcome/impact indicators.

Project Phases

2. Design3. Implementation

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Berber Kramer, Bronagh Woods, Keith Weibe, Marc Schut, Nedumaran Swamikannu
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[2662]

Middle of the Road Scenario Narrative

F

Middle of the Road Scenario Narrative

Scenario narrative consistent with “middle‑of‑the‑road” socio‑economic pathways, where trends continue without extreme challenges or breakthroughs. Foresight studies sometimes use such narratives to compare moderate futures against more optimistic or pessimistic ones. See also: baseline narrative.

[2664]

F

Middle of the Road Scenario Narrative

designed by Hendi Perkasa

(Indonesia,

2026)

Definition

Scenario narrative consistent with “middle‑of‑the‑road” socio‑economic pathways, where trends continue without extreme challenges or breakthroughs. Foresight studies sometimes use such narratives to compare moderate futures against more optimistic or pessimistic ones. See also: baseline narrative.

Project Phases

3. Implementation4. Analysis

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Brian Belcher, Evelyne Okoth, Jim Hammond, Mansi Tripathi, Nicoleta Trifa, Nils Teufel, Timothy Sulser
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[2664]

Model Refinement

F

Model Refinement

The iterative process of updating and improving foresight, ex‑ante impact assessment, and simulation models in response to new data, methods, parameters, and user needs. Refinement allows models and tools to remain decision‑relevant.

[2671]

F

Model Refinement

designed by Nilufer Sen

(Turkey,

2026)

Definition

The iterative process of updating and improving foresight, ex‑ante impact assessment, and simulation models in response to new data, methods, parameters, and user needs. Refinement allows models and tools to remain decision‑relevant.

Project Phases

3. Implementation4. Analysis

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Eleonora De Falcis, Jawoo Koo, Ricky Robertson
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[2671]

Model Selection

F

Model Selection

The process of choosing an appropriate model based on evaluation questions, theory of change, scale, and data. Good model selection should balance the complexity of parameters with predictive performance.

[2700]

F

Model Selection

designed by Hendi Perkasa

(Indonesia,

2026)

Definition

The process of choosing an appropriate model based on evaluation questions, theory of change, scale, and data. Good model selection should balance the complexity of parameters with predictive performance.

Project Phases

2. Design

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Eleonora De Falcis, Jawoo Koo, Ricky Robertson
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[2700]

Model Validation

F

Model Validation

The process of testing a calibrated model against independent data and alternative indicators to assess whether it reproduces observed patterns with acceptable accuracy for its intended purpose, thereby increasing confidence that its projections and scenario analyses are credible and fit for decision‑making. In order for validation to occur, there must be independent data with which to validate the model for geographies/periods.

[2685]

F

Model Validation

designed by Nilufer Sen

(Turkey,

2026)

Definition

The process of testing a calibrated model against independent data and alternative indicators to assess whether it reproduces observed patterns with acceptable accuracy for its intended purpose, thereby increasing confidence that its projections and scenario analyses are credible and fit for decision‑making. In order for validation to occur, there must be independent data with which to validate the model for geographies/periods.

Project Phases

3. Implementation4. Analysis

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Eleonora De Falcis, Jawoo Koo, Ricky Robertson
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[2685]

Multi‑Criteria Analysis

F

Multi‑Criteria Analysis

Method used to systematically compare future options or scenarios against several explicit criteria to support transparent, participatory choice among uncertain futures. Multi‑criteria analysis helps stakeholders assess and rank scenarios, strategies, or investments using weighted criteria, making value judgements and trade‑offs visible in long‑term decision‑making.

[2677]

F

Multi‑Criteria Analysis

designed by Hendi Perkasa

(Indonesia,

2026)

Definition

Method used to systematically compare future options or scenarios against several explicit criteria to support transparent, participatory choice among uncertain futures. Multi‑criteria analysis helps stakeholders assess and rank scenarios, strategies, or investments using weighted criteria, making value judgements and trade‑offs visible in long‑term decision‑making.

Project Phases

4. Analysis

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Angela Gimenez Barrera, Brian Belcher, Elizabeth Sweitzer, Enrico Bonaiuti, Julien Colomer, Karen Jay-Yina, Keith Child, Laura Reumann, Marc Schut, Porsha Stiger, Svetlana Negroustoueva, Tonya Schuetz
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[2677]

Optimistic Scenario

F

Optimistic Scenario

Scenario narrative consistent with best case shared socio‑economic pathways. Outcomes reflect minimal challenges, ideal policy change(s), beneficial conditions, or optimal intervention(s).

[2787]

F

Optimistic Scenario

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Scenario narrative consistent with best case shared socio‑economic pathways. Outcomes reflect minimal challenges, ideal policy change(s), beneficial conditions, or optimal intervention(s).

Project Phases

3. Implementation

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Brian Belcher, Evelyne Okoth, Jim Hammond, Mansi Tripathi, Nicoleta Trifa, Nils Teufel, Timothy Sulser
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[2787]

Parameterization

F

Parameterization

Translating qualitative assumptions, drivers, and system relationships into numerical values, rules, and ranges that a model can use. Parameterization specifies how drivers of change are represented as parameters with set ranges that can be simulated and compared, and assumptions are declared.

[2665]

F

Parameterization

designed by Hendi Perkasa

(Indonesia,

2026)

Definition

Translating qualitative assumptions, drivers, and system relationships into numerical values, rules, and ranges that a model can use. Parameterization specifies how drivers of change are represented as parameters with set ranges that can be simulated and compared, and assumptions are declared.

Project Phases

3. Implementation

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Eleonora De Falcis, Jawoo Koo, Ricky Robertson
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[2665]

Participatory Scenario Workshops

F

Participatory Scenario Workshops

Facilitated workshops where stakeholders co‑develop scenarios, discussing drivers, system dynamics, and implications. This ensures scenarios are co-created and grounded in stakeholder knowledge, and gives participants ownership of resulting strategies and research agendas.

[2666]

F

Participatory Scenario Workshops

designed by Hendi Perkasa

(Indonesia,

2026)

Definition

Facilitated workshops where stakeholders co‑develop scenarios, discussing drivers, system dynamics, and implications. This ensures scenarios are co-created and grounded in stakeholder knowledge, and gives participants ownership of resulting strategies and research agendas.

Project Phases

2. Design

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Berber Kramer, Bronagh Woods, Keith Weibe, Marc Schut, Nedumaran Swamikannu
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[2666]

Pessimistic Scenario

F

Pessimistic Scenario

Scenario narrative consistent with worst-case socio‑economic and/or environmental pathways. Outcomes reflect extreme challenges, adverse conditions, or negative intervention(s).

[2667]

F

Pessimistic Scenario

designed by Hendi Perkasa

(Indonesia,

2026)

Definition

Scenario narrative consistent with worst-case socio‑economic and/or environmental pathways. Outcomes reflect extreme challenges, adverse conditions, or negative intervention(s).

Project Phases

3. Implementation

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Brian Belcher, Evelyne Okoth, Jim Hammond, Mansi Tripathi, Nicoleta Trifa, Nils Teufel, Timothy Sulser
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[2667]

Problem Trees

F

Problem Trees

Graphical tool mapping a focal problem and the relationships between underlying causes and observable effects.

[2668]

F

Problem Trees

designed by Hendi Perkasa

(Indonesia,

2026)

Definition

Graphical tool mapping a focal problem and the relationships between underlying causes and observable effects.

Project Phases

1. Proposal2. Design

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Berber Kramer, Bronagh Woods, Keith Weibe, Marc Schut, Nedumaran Swamikannu
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[2668]

Problem‑Framing Tools

F

Problem‑Framing Tools

Structured approaches for clarifying underlying causes, pathways, and boundaries of issues. Problem‑framing tools can be used to align stakeholders and develop interventions.

[2669]

F

Problem‑Framing Tools

designed by Hendi Perkasa

(Indonesia,

2026)

Definition

Structured approaches for clarifying underlying causes, pathways, and boundaries of issues. Problem‑framing tools can be used to align stakeholders and develop interventions.

Project Phases

1. Proposal2. Design

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Berber Kramer, Bronagh Woods, Keith Weibe, Marc Schut, Nedumaran Swamikannu
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[2669]

Research Question

F

Research Question

A specific knowledge gap that a body of research seeks to answer, framed to address knowledge gaps and inform decisions. Research questions are often linked explicitly to theories of change and are the basis for more specific hypotheses.

[2703]

F

Research Question

designed by Nilufer Sen

(Turkey,

2026)

Definition

A specific knowledge gap that a body of research seeks to answer, framed to address knowledge gaps and inform decisions. Research questions are often linked explicitly to theories of change and are the basis for more specific hypotheses.

Project Phases

1. Proposal

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Brian Belcher, Evelyne Okoth, Jim Hammond, Mansi Tripathi, Nicoleta Trifa, Nils Teufel, Timothy Sulser
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[2703]

Scenario (Foresight)

F

Scenario (Foresight)

Structured descriptions of possible future outcomes, like the state of food, land, socioeconomic, water, and climate systems, based on specific assumptions about drivers and policies. In foresight, scenarios combine narratives and quantitative model outputs to explore risks and opportunities for research and scaling strategies. They also provide policy advice.

[2672]

F

Scenario (Foresight)

designed by Nilufer Sen

(Turkey,

2026)

Definition

Structured descriptions of possible future outcomes, like the state of food, land, socioeconomic, water, and climate systems, based on specific assumptions about drivers and policies. In foresight, scenarios combine narratives and quantitative model outputs to explore risks and opportunities for research and scaling strategies. They also provide policy advice.

Project Phases

3. Implementation4. Analysis

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Brian Belcher, Evelyne Okoth, Jim Hammond, Mansi Tripathi, Nicoleta Trifa, Nils Teufel, Timothy Sulser
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[2672]

Scenario Narrative

F

Scenario Narrative

A story-like description of a potential future, based on a systematic set of assumptions and projections about drivers of change that influence outcomes. Scenario narratives may describe optimistic, middle-of-the-road, or pessimistic futures.

[2673]

F

Scenario Narrative

designed by Nilufer Sen

(Turkey,

2026)

Definition

A story-like description of a potential future, based on a systematic set of assumptions and projections about drivers of change that influence outcomes. Scenario narratives may describe optimistic, middle-of-the-road, or pessimistic futures.

Project Phases

3. Implementation4. Analysis5. Sharing

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Eleonora De Falcis, Jawoo Koo, Ricky Robertson
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[2673]

Scenario Parameters

F

Scenario Parameters

Specific quantitative or qualitative values which define how a given scenario differs from others. They translate narratives about future change into concrete assumptions for model use. Scenario parameters include population growth rates, GDP growth, technology adoption rates, input and output prices, policy variables, land‑use change rates, and emissions trajectories.

[2674]

F

Scenario Parameters

designed by Nilufer Sen

(Turkey,

2026)

Definition

Specific quantitative or qualitative values which define how a given scenario differs from others. They translate narratives about future change into concrete assumptions for model use. Scenario parameters include population growth rates, GDP growth, technology adoption rates, input and output prices, policy variables, land‑use change rates, and emissions trajectories.

Project Phases

3. Implementation4. Analysis

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Eleonora De Falcis, Jawoo Koo, Ricky Robertson
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[2674]

Shared Socioeconomic Pathways

F

Shared Socioeconomic Pathways

Standardized narratives and quantitative pathways created by the IPCC for climate research which describe how global society, demographics, economies, technology, and policies might evolve over the 21st century. Shared socioeconomic pathways demonstrate how these factors may influence greenhouse gas emissions and the capacity to mitigate and adapt to climate change.

[2710]

F

Shared Socioeconomic Pathways

designed by Nilufer Sen

(Turkey,

2026)

Definition

Standardized narratives and quantitative pathways created by the IPCC for climate research which describe how global society, demographics, economies, technology, and policies might evolve over the 21st century. Shared socioeconomic pathways demonstrate how these factors may influence greenhouse gas emissions and the capacity to mitigate and adapt to climate change.

Project Phases

3. Implementation

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Brian Belcher, Evelyne Okoth, Jim Hammond, Mansi Tripathi, Nicoleta Trifa, Nils Teufel, Timothy Sulser
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[2710]

Water Models

F

Water Models

Biophysical models simulating hydrological balances and competing water usage. They are used to assess water productivity, drought, allocation, and heat stress risks.

[2656]

F

Water Models

designed by Olya Batiievska

(Ukraine,

2026)

Definition

Biophysical models simulating hydrological balances and competing water usage. They are used to assess water productivity, drought, allocation, and heat stress risks.

Project Phases

3. Implementation

Contextual Taxonomies

FORESIGHT

Authors/Reviewers

Eleonora De Falcis, Jawoo Koo, Ricky Robertson
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[2656]

License Agreement

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License Agreement

1. Grant of License

By downloading the [bundle name] package, you are granted a non-exclusive, non-transferable right to use these Lex Icons™ in all CGIAR and CG Center knowledge products (Websites, Reports, PPTs, Apps, and Manuals). This license is valid for the period of [validity period].

2. Integrity

Each icon in [bundle name] package is a scientific token. You agree to:

  • Semantic Integrity: Use icons only to represent the exact term and definition found in the Lex Icons™ Library Library.
  • Honest Reporting: Ensure icons represent verified data. Using icons to misrepresent results or “greenwash” claims will result in an immediate ban from the library.
  • Machine Readability: To preserve the machine-readable Identity String, always use the original downloaded file. Do not use screenshots or ‘Export as Image’ from non-compatible software.

3. Technical & Visual Standards

To maintain brand synchronization, you must adhere to following the Usage Guidelines described in the MELIAF HUB and Lex Icons™ Library.

4. Governance and Evolution

  • Third Parties: You may share these icons with contractors for CGIAR-contracted work only. You remain responsible for their compliance.
  • Assignment: New icons created for this taxonomy must follow the [Design Guidelines] and be assigned back to the Lexicon on a royalty-free basis.

5. Recognition

Correct usage qualifies your project for the MELIAF Compliant Badge. Consistent high-integrity use earns MELIAF Compliant status, providing priority visibility in the MELIAF HUB and competitive advantages in donors’ reporting.

6. Warranty Disclaimer

CGIAR provides these icons “as is.” The presence of a Lex Icons™does not constitute a financial audit or endorsement of your data by the Office of the Chief Scientist. The Licensee assumes all risk for the accuracy of claims made.