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来源类型 | Working Paper |
规范类型 | 报告 |
DOI | 10.3386/w21447 |
来源ID | Working Paper 21447 |
Measuring the Measurement Error: A Method to Qualitatively Validate Survey Data | |
Christopher Blattman; Julian C. Jamison; Tricia Koroknay-Palicz; Katherine Rodrigues; Margaret Sheridan | |
发表日期 | 2015-08-17 |
出版年 | 2015 |
语种 | 英语 |
摘要 | Field experiments rely heavily on self-reported data, but subjects may misreport behaviors, especially sensitive ones such as crime. If treatment influences survey responses, it biases experimental estimates. We develop a validation technique that uses intensive qualitative work to assess survey measurement error. Subjects were assigned to receive cash, therapy, both, or neither. According to survey responses, receiving both treatments dramatically reduced crime and other sensitive behaviors. Local researchers spent several days with a random subsample of subjects following their endline surveys, building trust and seeking verbal confirmation of six behaviors: theft, drug use, homelessness, gambling, and two expenditures. This validation suggests that subjects in the control and cash only groups underreported sensitive behaviors and expenditures in the survey relative to the other treatment arms. We bound survey-based treatment effects estimates, and find the impacts of cash and therapy on crime may be larger than suggested by surveys alone. |
主题 | Econometrics ; Data Collection ; Experimental Design ; Health, Education, and Welfare ; Poverty and Wellbeing ; Other ; Law and Economics ; Development and Growth ; Development |
URL | https://www.nber.org/papers/w21447 |
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/579122 |
推荐引用方式 GB/T 7714 | Christopher Blattman,Julian C. Jamison,Tricia Koroknay-Palicz,et al. Measuring the Measurement Error: A Method to Qualitatively Validate Survey Data. 2015. |
条目包含的文件 | 条目无相关文件。 |
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