---
title: "Index insurance for farmers, a decade of pilots later"
description: "Agricultural and index insurance appear on 20 recent papers, split between the finance and economics journals. Weather index insurance was meant to protect smallholders cheaply, but take-up stayed low and basis risk high. With satellite data and mobile payments, is it finally working, and where?"
url: https://scholar4ai.com/ideas/index-insurance-for-farmers
markdown_url: https://scholar4ai.com/ideas/index-insurance-for-farmers.md
license: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/)
share_text: "Index insurance for farmers, a decade of pilots later: Agricultural and index insurance appear on 20 recent papers, split between the finance and economics journals."
date: "2026-10-23"
updated: "2026-10-23"
status: "seed"
tags: ["economics", "finance", "agriculture"]
keywords: ["agricultural insurance", "index insurance"]
---

# Index insurance for farmers, a decade of pilots later

Agricultural and index insurance appear on 20 recent papers, split between the finance and economics journals. Weather index insurance was meant to protect smallholders cheaply, but take-up stayed low and basis risk high. With satellite data and mobile payments, is it finally working, and where?

## What prompted this

Since October 2025, 20 papers carry an index-insurance, crop-insurance, agricultural-insurance or weather-insurance keyword (9 in finance journals, 7 in economics): "agricultural insurance" on 16, "index insurance" on 3, "crop insurance" on 2. Climate shocks, by contrast, are one of the fastest-growing keywords in the economics journals.

## Questions

- Do satellite-based indices (vegetation, soil moisture) track farm losses better than rainfall at a weather station, and does better tracking raise take-up?
- Do bundled products (insurance with credit, seed or mobile money) reach farmers who would not buy insurance alone?
- When insured farmers are paid after a drought, do they invest more in the next season than uninsured neighbours?

## Data that could help

Insurance programme enrolment and payout records, satellite indices, farm surveys with yields and investment, and mobile money data.

## Next step

Compare the correlation of farm-level losses with rainfall-based and satellite-based indices in one programme that switched from one to the other.

## Related research activity

*The keywords this note follows, in the tracked finance, accounting, economics, management, operations research and AI journals as of 2026-10-26*

| Keyword | Papers, last 30 days | Rank | Papers per month, Oct 23 – Oct 26* | Papers, last 36 months |
|---|---:|---:|---|---:|
| agricultural insurance | 1 | #2881 | 1, 0, 1, 1, 0, 0, 0, 2, 0, 0, 0, 0, 0, 1, 1, 0, 0, 2, 2, 2, 1, 2, 0, 0, 1, 1, 1, 3, 1, 1, 0, 1, 3, 0, 1, 2, 1 | 31 |
| index insurance | 0 | – | 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0 | 5 |

## Cite this page

Scholar4AI. (2026). Index insurance for farmers, a decade of pilots later. Journal Research Rankings. Retrieved October 23, 2026, from https://scholar4ai.com/ideas/index-insurance-for-farmers

```bibtex
@misc{scholar4ai-ideas-index-insurance-for-farmers,
  author = {{Scholar4AI}},
  title = {Index insurance for farmers, a decade of pilots later},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/ideas/index-insurance-for-farmers}},
  urldate = {2026-10-23},
  note = {Journal Research Rankings; data from OpenAlex (CC0); licensed CC BY-NC 4.0}
}
```

License: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/).