The Role of Human Fallibility in Psychological Research: A Survey of Mistakes in Data Management

IF 15.6 1区 心理学 Q1 PSYCHOLOGY
Márton Kovács, Rink Hoekstra, B. Aczel
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引用次数: 3

Abstract

Errors are an inevitable consequence of human fallibility, and researchers are no exception. Most researchers can recall major frustrations or serious time delays due to human errors while collecting, analyzing, or reporting data. The present study is an exploration of mistakes made during the data-management process in psychological research. We surveyed 488 researchers regarding the type, frequency, seriousness, and outcome of mistakes that have occurred in their research team during the last 5 years. The majority of respondents suggested that mistakes occurred with very low or low frequency. Most respondents reported that the most frequent mistakes led to insignificant or minor consequences, such as time loss or frustration. The most serious mistakes caused insignificant or minor consequences for about a third of respondents, moderate consequences for almost half of respondents, and major or extreme consequences for about one fifth of respondents. The most frequently reported types of mistakes were ambiguous naming/defining of data, version control error, and wrong data processing/analysis. Most mistakes were reportedly due to poor project preparation or management and/or personal difficulties (physical or cognitive constraints). With these initial exploratory findings, we do not aim to provide a description representative for psychological scientists but, rather, to lay the groundwork for a systematic investigation of human fallibility in research data management and the development of solutions to reduce errors and mitigate their impact.
人的易错性在心理学研究中的作用:数据管理中的错误调查
错误是人类易犯错误的必然结果,研究人员也不例外。大多数研究人员都能回忆起在收集、分析或报告数据时由于人为错误而造成的重大挫折或严重的时间延迟。本研究是对心理学研究中数据管理过程中所犯错误的探索。我们调查了488名研究人员,了解他们的研究团队在过去5年中发生的错误的类型、频率、严重性和结果。大多数受访者表示,错误发生的频率很低或很低。大多数受访者表示,最频繁的错误会导致微不足道或轻微的后果,如时间损失或沮丧。最严重的错误对约三分之一的受访者造成微不足道或轻微的后果,对近一半的受访者造成中度后果,对约五分之一的人造成重大或极端后果。最常报告的错误类型是数据命名/定义不明确、版本控制错误和错误的数据处理/分析。据报道,大多数错误是由于项目准备或管理不善和/或个人困难(身体或认知限制)造成的。有了这些初步的探索性发现,我们的目的不是为心理科学家提供一个有代表性的描述,而是为系统调查研究数据管理中的人类易犯错误性以及开发减少错误并减轻其影响的解决方案奠定基础。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
21.20
自引率
0.70%
发文量
16
期刊介绍: In 2021, Advances in Methods and Practices in Psychological Science will undergo a transition to become an open access journal. This journal focuses on publishing innovative developments in research methods, practices, and conduct within the field of psychological science. It embraces a wide range of areas and topics and encourages the integration of methodological and analytical questions. The aim of AMPPS is to bring the latest methodological advances to researchers from various disciplines, even those who are not methodological experts. Therefore, the journal seeks submissions that are accessible to readers with different research interests and that represent the diverse research trends within the field of psychological science. The types of content that AMPPS welcomes include articles that communicate advancements in methods, practices, and metascience, as well as empirical scientific best practices. Additionally, tutorials, commentaries, and simulation studies on new techniques and research tools are encouraged. The journal also aims to publish papers that bring advances from specialized subfields to a broader audience. Lastly, AMPPS accepts Registered Replication Reports, which focus on replicating important findings from previously published studies. Overall, the transition of Advances in Methods and Practices in Psychological Science to an open access journal aims to increase accessibility and promote the dissemination of new developments in research methods and practices within the field of psychological science.
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