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Really interesting post - I would actually take a step further and say that farmers themselves also need to be included in the entire data value chain, importantly from setting conceptual definition to interpretation of digital data which often requires knowledge from the ground.

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Fairfood and Verstegen Spices & Sauces started a collaboration in 2019 to contribute to a transparent and meaningful nutmeg spice supply chain from farmer to consumer in North

Sulawesi, Indonesia. The farmer centric data governance model piloted enabled farmers to increase income by 2% from data monetisation while having completely ownership and control of their data. You can read about the case study by USADI/DDI here; https://developmentgateway.org/wp-content/uploads/2023/02/Farmers_CaseStudy_Feb2023.pdf

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