South Asia agricultural advisory fairness audit sample

Synthetic evaluation of language coverage and plot-size bias in crop-advice replies.

About this dataset

Researchers can open this sample to see the proposed dataset landing page: coverage, years, source, method notes, licence and a download link.

Method notes

Prompts were held constant while language and plot size varied. Scores are invented. The file is useful for demonstrating method notes, not for meta-analysis.

Coverage and licence

Coverage: Illustrative evaluation set spanning India, Bangladesh, Nepal and Sri Lanka
Years: 2024–2025
Source: Deccan Agri Observatory (illustrative)
Licence: CC BY-NC 4.0 (sample)

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Use case
Multilingual crop advisory with documented language gaps
An illustrative Indian advisory service publishes coverage maps so farmers can see which languages and plot sizes the model was tested on.
Publication
Mapping study: Agricultural advisory enablers in South Asia
Illustrative map of data, connectivity and language coverage that shape crop-advice systems.