---
title: "Precision agriculture and the farmers who adopt it"
description: "Precision and smart agriculture, plant disease detection and agricultural technology adoption appear on 148 recent papers, split between AI and economics; 47 of them carry an adoption, farmer, cost or income keyword. AI papers detect disease on leaves; economics papers study adoption of older technologies. Do the new tools reach farms, and do they raise income?"
url: https://scholar4ai.com/ideas/precision-agriculture-adoption
markdown_url: https://scholar4ai.com/ideas/precision-agriculture-adoption.md
license: CC BY-NC 4.0 (https://creativecommons.org/licenses/by-nc/4.0/)
share_text: "Precision and smart agriculture, plant disease detection and agricultural technology adoption appear on 148 recent papers, split between AI and economics; 47 of them carry an adoption, farmer, cost or income keyword."
date: "2026-10-23"
updated: "2026-10-23"
status: "seed"
tags: ["ai", "agriculture", "development"]
keywords: ["precision agriculture", "smart agriculture", "plant disease detection", "agricultural technology adoption"]
---

# Precision agriculture and the farmers who adopt it

Precision and smart agriculture, plant disease detection and agricultural technology adoption appear on 148 recent papers, split between AI and economics; 47 of them carry an adoption, farmer, cost or income keyword. AI papers detect disease on leaves; economics papers study adoption of older technologies. Do the new tools reach farms, and do they raise income?

## What prompted this

Since October 2025, 148 papers carry a precision-agriculture, smart-agriculture, plant-disease, crop-yield, agricultural-technology or digital-agriculture keyword (90 in AI journals, 45 in economics): "precision agriculture" on 28, "smart agriculture" on 26, "plant disease detection" on 18, "agricultural technology adoption" on 11, "crop yield prediction" on 3. Forty-seven of them also carry an adoption, farmer, smallholder, economics, cost, profit, income, deployment, welfare or policy keyword, almost all in the economics journals.

## Questions

- Of the plant disease and yield models published in AI journals, which have been deployed in apps that farmers use, and does their field accuracy match the published accuracy?
- For smallholders, do app-based diagnoses change input use and yields, and does the benefit cover a smartphone and data?
- Do large farms' gains from precision application widen the gap with small farms, and do subsidies narrow it?

## Data that could help

Usage data from agricultural advisory apps, farm surveys with technology use and yields, and field validation studies of published models.

## Next step

Validate three published plant disease models on images collected by farmers in the field through an advisory app, and compare accuracy with the published figures.

## 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 |
|---|---:|---:|---|---:|
| precision agriculture | 1 | #2881 | 3, 0, 3, 0, 1, 3, 0, 1, 0, 2, 1, 0, 1, 0, 5, 3, 1, 4, 5, 4, 2, 3, 1, 3, 2, 6, 1, 5, 2, 1, 0, 2, 4, 2, 3, 0, 1 | 74 |
| smart agriculture | 1 | #2881 | 1, 0, 1, 1, 4, 0, 0, 0, 2, 1, 1, 1, 0, 1, 3, 1, 3, 2, 1, 2, 0, 5, 2, 2, 3, 3, 4, 5, 2, 2, 4, 1, 1, 1, 1, 0, 1 | 61 |
| plant disease detection | 2 | #1303 | 2, 1, 0, 2, 3, 0, 1, 1, 1, 0, 0, 3, 0, 0, 3, 2, 1, 2, 5, 2, 2, 1, 2, 1, 2, 1, 0, 3, 2, 0, 0, 1, 3, 3, 2, 1, 1 | 53 |
| agricultural technology adoption | 1 | #2881 | 0, 0, 1, 1, 1, 0, 2, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2, 1, 0, 3, 3, 1, 1, 2, 0, 1, 1, 1, 0, 2, 0, 2, 0, 1, 0, 1 | 27 |

## Cite this page

Scholar4AI. (2026). Precision agriculture and the farmers who adopt it. Journal Research Rankings. Retrieved October 23, 2026, from https://scholar4ai.com/ideas/precision-agriculture-adoption

```bibtex
@misc{scholar4ai-ideas-precision-agriculture-adoption,
  author = {{Scholar4AI}},
  title = {Precision agriculture and the farmers who adopt it},
  year = {2026},
  howpublished = {\url{https://scholar4ai.com/ideas/precision-agriculture-adoption}},
  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/).