测量未测量的:结合技术和行为洞察力来改进业务结果的测量

Stephen J. Anderson, Christy Lazicky, B. Zia
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引用次数: 8

摘要

微型和小型企业的商业调查结果是出了名的嘈杂,有多种来源的测量和召回错误。本文介绍了一种新的调查方法,该方法将电子数据收集的自动一致性检查与三角测量和动态调整相结合,以更精确地估计业务绩效。该方法利用行为科学的见解来降低最初回忆的认知成本,并建立显著和相关的锚点,以允许动态三角测量和调整最终估计。通过对加纳、卢旺达和乌干达三个新兴市场的传统绩效指标和行政数据进行实地测试,验证了该方法的有效性。结果显示,与传统的销售和利润指标相比,显著向上调整,横截面的变异系数较低,面板数据的自相关性较高。与行政数据的比较进一步证实,与传统测量方法相比,相关性更高,幅度更近。这项研究调和了增加对调查设计的关注的建议,采用了一种超越一致性检查的方法来利用电子调查技术。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Measuring the Unmeasured: Combining Technology and Behavioral Insights to Improve Measurement of Business Outcomes
Business survey outcomes for micro and small firms are notoriously noisy, with multiple sources of measurement and recall error. This paper introduces a new survey methodology that combines automatic consistency checks of electronic data collection with triangulation and dynamic adjustment to arrive at more precise estimates of business performance. The methodology uses insights from behavioral science to lower the cognitive cost of initial recall and establishes salient and relevant anchors to allow for dynamic triangulation and adjustment toward a final estimate. The validity of this method is field tested against traditional performance measures as well as administrative data across three emerging markets: Ghana, Rwanda, and Uganda. The results show significant upward adjustment from traditional measures for both sales and profits, a lower coefficient of variation in the cross-section, and higher autocorrelation in panel data. Comparisons with administrative data further confirm a higher correlation and closer magnitude relative to traditional measures. This research reconciles recommendations for increased attention to survey design with a method to leverage electronic survey technology beyond consistency checks.
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