{"title":"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","doi":"10.1016/j.mex.2025.103763","DOIUrl":null,"url":null,"abstract":"<div><div>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.</div></div>","PeriodicalId":18446,"journal":{"name":"MethodsX","volume":"16 ","pages":"Article 103763"},"PeriodicalIF":2.9000,"publicationDate":"2026-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"MethodsX","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2215016125006077","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/12/13 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"MULTIDISCIPLINARY SCIENCES","Score":null,"Total":0}
引用次数: 0
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.