Exploring rates and timing of new agricultural practices with the ADOPT tool

Abstract As interest in the impact of climate‐smart agricultural practices grows, it is increasingly important to understand how much practice adoption to expect, how long it will take for certain practices to be adopted, and where adoption of these practices may be most likely. Many current mitigation potential estimates for climate‐smart agricultural practices assume instantaneous, 100% adoption of practices across all croplands, failing to reflect realistic conditions. However, tools like the Adoption Diffusion Outcome Prediction Tool (ADOPT) can help explain and clarify practice adoption dynamics and therefore right‐size mitigation potential estimates. Here, we reviewed and compiled papers that reported ADOPT‐derived predicted peak adoption rates (PPAR) and predicted time to peak (PTTP) adoption for various agricultural innovation types. We summarize PPAR and PTTP across innovations and farmer motivations, providing insights on practice adoption and highlighting the utility of understanding predicted adoption rates and timing of agricultural innovations.

Authors

Institutions

Publication Details

Journal
Agricultural & Environmental Letters
Published
2025-10-23
DOI
https://doi.org/10.1002/ael2.70038
Primary Topic
Agricultural Innovations and Practices
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Exploring rates and timing of new agricultural practices with the ADOPT tool

Alison J. Eagle, Emily E. Oldfield, Cyril Melikov, Doria R. Gordon et al.
Agricultural & Environmental Letters
Agricultural Innovations and Practices
article

Exploring rates and timing of new agricultural practices with the ADOPT tool

Alison J. Eagle, Emily E. Oldfield, Cyril Melikov, Doria R. Gordon, Anna M. Raffeld
article en

Abstract

Abstract As interest in the impact of climate‐smart agricultural practices grows, it is increasingly important to understand how much practice adoption to expect, how long it will take for certain practices to be adopted, and where adoption of these practices may be most likely. Many current mitigation potential estimates for climate‐smart agricultural practices assume instantaneous, 100% adoption of practices across all croplands, failing to reflect realistic conditions. However, tools like the Adoption Diffusion Outcome Prediction Tool (ADOPT) can help explain and clarify practice adoption dynamics and therefore right‐size mitigation potential estimates. Here, we reviewed and compiled papers that reported ADOPT‐derived predicted peak adoption rates (PPAR) and predicted time to peak (PTTP) adoption for various agricultural innovation types. We summarize PPAR and PTTP across innovations and farmer motivations, providing insights on practice adoption and highlighting the utility of understanding predicted adoption rates and timing of agricultural innovations.

Agricultural & Environmental LettersVol. 10(2)
Environmental Defense Fund (US), Yale University (US), University of Florida (US), Nano Carbon (Poland) (PL)
Openalex Percentile: Top 54%
Agricultural Innovations and Practices
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.