The ‘shades of grey’ in research integrity—Researchers admit to questionable research practices that they do not perceive to be serious

Research misconduct practices like fabrication, falsification and plagiarism (FFP) are serious deviations from good research conduct, which have attracted attention in the literature due to the damage they can bring to science and society. However, less is known about the grey zone of researchers' behaviours that deviate from responsible research conduct but do not fall under serious research misconduct practices. These are known as questionable research practices (QRPs), and they are believed to pose a no less serious threat to research integrity and science. Despite increasing research on the topic, the extent of the problem in different research fields and contexts is unknown. Using a sample of researchers working in Portuguese universities in six main fields of research (n = 1573), we report on QRPs that researchers admit to and how serious they perceive them to be, and on predictors of engagement in QRPs. We find that QRPs are widespread across all fields of research and seniority levels. Yet, younger, more prolific researchers, and those dismissing the seriousness of QRPs admitted to more QRPs. This suggests that some groups are at higher risk of misconduct and that there is a need for studying the motivations behind more susceptible groups to engage in QRPs.

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Publication Details

Journal
PLoS ONE
Published
2026-01-12
DOI
https://doi.org/10.1371/journal.pone.0339056
Citations
1
Primary Topic
Academic integrity and plagiarism
Type
article
Field-Weighted Citation Impact
25.65
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article

The ‘shades of grey’ in research integrity—Researchers admit to questionable research practices that they do not perceive to be serious

Inês C. Sousa, Marta Entradas, Yan Feng
1 citations
PLoS ONE
Academic integrity and plagiarism
25.65
article

The ‘shades of grey’ in research integrity—Researchers admit to questionable research practices that they do not perceive to be serious

Inês C. Sousa, Marta Entradas, Yan Feng
article en
1 citations

Abstract

Research misconduct practices like fabrication, falsification and plagiarism (FFP) are serious deviations from good research conduct, which have attracted attention in the literature due to the damage they can bring to science and society. However, less is known about the grey zone of researchers' behaviours that deviate from responsible research conduct but do not fall under serious research misconduct practices. These are known as questionable research practices (QRPs), and they are believed to pose a no less serious threat to research integrity and science. Despite increasing research on the topic, the extent of the problem in different research fields and contexts is unknown. Using a sample of researchers working in Portuguese universities in six main fields of research (n = 1573), we report on QRPs that researchers admit to and how serious they perceive them to be, and on predictors of engagement in QRPs. We find that QRPs are widespread across all fields of research and seniority levels. Yet, younger, more prolific researchers, and those dismissing the seriousness of QRPs admitted to more QRPs. This suggests that some groups are at higher risk of misconduct and that there is a need for studying the motivations behind more susceptible groups to engage in QRPs.

PLoS ONEVol. 21(1)
Iscte – Instituto Universitário de Lisboa (PT), London School of Economics and Political Science (GB)
Openalex Percentile: Top 2%
Academic integrity and plagiarism
25.65
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The ‘shades of grey’ in research integrity—Researchers admit to questionable research practices that they do not perceive to be serious — Inês C. Sousa, Marta Entradas, et al. · PLoS ONE (2026) | TGRS Research Map | TGRS