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人类情感分析:稳健性检验的实用建议

The Analysis of Human Feelings: A Practical Suggestion for a Robustness Test

Review of Income and Wealth · 2021
被引 19
人大 BABS 3

中文导读

针对人类情感数据非客观基数测量的难题,提出一种仅利用排序方向信息的中位数二分法(DAM)检验,用于验证和复制先前研究的关键结论,如收入对幸福感的影响。

Abstract

Governments, multinational companies, and researchers today collect unprecedented amounts of data on human feelings. These data provide information on citizens’ happiness, levels of customer satisfaction, employees’ satisfaction, mental stress, societal trust, and other important variables. Yet a key scientific difficulty tends to be downplayed, or even ignored, by many users of such information. Human feelings are not measured in objective cardinal units. This article aims to address some of the ensuing empirical challenges. It suggests an analytical way to approach the scientific complications of ordinal data. The article describes a dichotomous‐around‐the‐median (DAM) test, which, crucially, uses information only on direction within an ordering and deliberately discards the potentially unreliable statistical information in ordered data. Applying the proposed DAM approach, this article shows that it is possible to check and replicate some of the key conclusions of previous research—including earlier work on the effects upon human well‐being of higher income.

情感数据序数数据稳健性检验幸福感研究