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来源类型 | Working Paper |
规范类型 | 报告 |
DOI | 10.3386/w26066 |
来源ID | Working Paper 26066 |
Measurement Error Mechanisms Matter: Agricultural Intensification with Farmer Misperceptions and Misreporting | |
Kibrom A. Abay; Leah Bevis; Christopher B. Barrett | |
发表日期 | 2019-07-15 |
出版年 | 2019 |
语种 | 英语 |
摘要 | The mechanism(s) that generate measurement error matter to inference. Survey measurement error is typically thought to represent simple misreporting correctable through improved measurement. But errors might also or alternatively reflect respondent misperceptions that materially affect the respondent decisions under study. We show analytically that these alternate data generating processes imply different appropriate regression specifications and have distinct effects on the bias in parameter estimates. We introduce a simple empirical technique to generate unbiased estimates under more general conditions and to apportion measurement error between misreporting and misperceptions in measurement error when one has both self-reported and objectively-measured observations of the same explanatory variable. We then apply these techniques to the longstanding question of agricultural intensification: do farmers increase input application rates per unit area as the size of the plots they cultivate decreases? Using nationally representative data from four sub-Saharan African countries, we find strong evidence that measurement error in plot size reflects a mixture of farmer misreporting and misperceptions. The results matter to inference around the intensification hypothesis and call into question whether more objective, precise measures are always preferable when estimating behavioral parameters. |
主题 | Econometrics ; Estimation Methods ; Development and Growth ; Development ; Country Studies |
URL | https://www.nber.org/papers/w26066 |
来源智库 | National Bureau of Economic Research (United States) |
引用统计 | |
资源类型 | 智库出版物 |
条目标识符 | http://119.78.100.153/handle/2XGU8XDN/583740 |
推荐引用方式 GB/T 7714 | Kibrom A. Abay,Leah Bevis,Christopher B. Barrett. Measurement Error Mechanisms Matter: Agricultural Intensification with Farmer Misperceptions and Misreporting. 2019. |
条目包含的文件 | ||||||
文件名称/大小 | 资源类型 | 版本类型 | 开放类型 | 使用许可 | ||
w26066.pdf(597KB) | 智库出版物 | 限制开放 | CC BY-NC-SA | 浏览 |
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