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Enhancing careless responding detection: A norm group-based calculation approach

  • Escher, Y. A. (Speaker)
  • Philippe Goldammer (Coauthor)
  • Peter L. Stöckli (Coauthor)
  • Hubert Annen (Coauthor)
  • Anna Luca Heimann (Coauthor)

Activity: Talk or presentationConference PresentationsResearch

Description

Undetected careless responding in survey data poses a significant threat to the validity of psychological research and questionnaire-based decisions. Even small portions of careless responses can bias reliability estimates, factor loadings, or item means, ultimately distorting findings from widely used Likert scale-based questionnaires. Across two pre-registered studies, this research investigates if and under what conditions a new set of norm group-based indices outperforms promising conventional methods in detecting careless respondents (i.e., Mahalanobis Distance and person-total/personal-biserial correlation coefficient). In Study 1, we will simulate n = 500 observations across k = 100 replications and m = 72 conditions, resulting in a total of 7,200 samples. Additionally, in Study 2, we will conduct a re-analysis of real incentivized data (N = 481), using our proposed implicit norm group-based indices. Data collection for both studies is ongoing, and results will be presented at AOWI 2025. We will discuss potential limitations, such as parameter constraints in Study 1 (e.g., careless patterns, norm group sizes) or confounding factors in Study 2 (e.g., survey length, the presence of genuinely careless respondents). The present study will provide practical guidance for improving the detection of careless responding in survey-based research and offers a novel approach for calculating implicit careless responding indices. This work will contribute to more reliable survey-based assessments in organizational psychology and hopefully enhance the credibility of psychological findings derived from questionnaires and surveys.
Period12.09.2025
Event title14. Fachgruppentagung der Arbeits-, Organisations- und Wirtschaftspsychologie und Ingenieurspsychologie - AOWI 2025: Arbeitswelten im Wandel: Kooperation zwischen Mensch und Technik
Event typeConference
Conference number14
OrganisersLeuphana Universität Lüneburg, Deutsche Gesellschaft für Psychologie e.V., University of Lübeck
LocationLüneburg, Germany, Lower SaxonyShow on map
Degree of RecognitionInternational

Research areas and keywords

  • Business psychology
  • Management studies