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调查问卷的主观性问题数据测量误差探讨

侯麟科 林士新 于瀚 李亚飞

统计与决策2025,Vol.41Issue(4):57-62,6.
统计与决策2025,Vol.41Issue(4):57-62,6.DOI:10.13546/j.cnki.tjyjc.2025.04.010

调查问卷的主观性问题数据测量误差探讨

Discussion on Measurement Error of Subjective Question Data From the Questionnaire

侯麟科 1林士新 1于瀚 2李亚飞3

作者信息

  • 1. 山东大学 经济研究院
  • 2. 国家开发银行山东省分行,济南 250000
  • 3. 中国农业大学 经济管理学院,北京 100083
  • 折叠

摘要

Abstract

Subjectivity problem is one of the priorities of social science research.Scholars mainly obtain data of subjective questions through questionnaire survey.However,due to cognitive errors,social effects errors and attitude errors,the data of sub-jective questions often have measurement errors.Through theoretical analysis,this paper finds that when subjective variables with small measurement errors are used as explanatory variables or control variables,they have strong explanatory power to empirical study.However,potential endogeneity problems arise when subjective variables with measurement errors are used as explained variables.Taking the CFPS database as an example,this paper introduces the method of judging whether there is measurement er-ror in data of subjective questions,and evaluates its influence on empirical results.The study finds that there exists dominant ob-jective information in data of subjective questions,which has a certain explanatory power to objective variables,but its measure-ment error also has a non-negligible impact.In addition,the paper also discusses the methods to reduce the measurement error of subjective question data:anchoring method and instrumental variable method.

关键词

主观变量/测量误差/内生性

Key words

subjective variable/measurement error/endogeneity

分类

管理科学

引用本文复制引用

侯麟科,林士新,于瀚,李亚飞..调查问卷的主观性问题数据测量误差探讨[J].统计与决策,2025,41(4):57-62,6.

基金项目

国家社会科学基金青年项目(23CJY022) (23CJY022)

统计与决策

OA北大核心

1002-6487

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