# A protocol for assessing smallholder farmers’ climate resilience: A guidance for researchers to construct a robust multidimensional domain

**Authors:** Imade Yoga Prasada, Jangkung Handoyo Mulyo, Hani Perwitasari, Agus Dwi Nugroho

PMC · DOI: 10.1016/j.mex.2025.103763 · 2025-12-13

## TL;DR

This paper provides a clear protocol for researchers to build a reliable framework for assessing smallholder farmers' climate resilience.

## Contribution

It introduces a statistically accountable protocol for constructing a multidimensional domain for climate resilience assessment.

## Key findings

- Inappropriate domains and indicators can lead to biased research outcomes.
- A robust protocol is essential for developing reliable climate resilience constructs.
- The protocol emphasizes a statistical approach for framework development.

## Abstract

In recent years, the theoretical frameworks on climate resilience of smallholder farmers have continued to develop. This has encouraged the emergence of a variety of domains, indicators, and items. Meanwhile, inappropriate construct domains, indicators, and items can lead to biased research findings. Therefore, developing a robust construct domain, indicators, and items requires a clear, easily understood, and statistically accountable protocol. This protocol emphasizes the formation of a framework for conducting a statistical approach to assess smallholder farmers’ climate resilience.

Image, graphical abstract

## Full-text entities

- **Species:** Homo sapiens (human, species) [taxon 9606], Oryza sativa (Asian cultivated rice, species) [taxon 4530]

## Figures

8 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12775857/full.md

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Source: https://tomesphere.com/paper/PMC12775857