Using heterogeneous sources of data and interpretability of prediction models to explain the characteristics of careless respondents in survey data.

ABSTRACT: Prior to further processing, completed questionnaires must be screened for the presence of careless respondents. Different people will respond to surveys in different ways. Some take the easy path and fill out the survey carelessly. The proportion of careless respondents determines the survey's quality. As a result, identifying careless respondents is critical for the quality of obtained results. This study aims to explore the characteristics of careless respondents in survey data and evaluate the predictive power and interpretability of different types of data and indices of careless responding. The research question focuses on understanding the behavior of careless respondents and determining the effectiveness of various data sources in predicting their responses. Data from a three-month

SUBMITTER: Kopitar L 

PROVIDER: S-EPMC10435557 | biostudies-literature | 2023 Aug

REPOSITORIES: biostudies-literature