‘I Prefer Not to Respond’ Survey Responses: Red Flag or Red Herring?

One increasing trend in demographic survey items is to include a “prefer not to respond” (PNR) option, particularly for items that might be considered sensitive information. This mixed-methods study uses data from the 2023 administration of the National Survey of Student Engagement (NSSE) to explore whether the frequency of selecting this option is related to substantive survey content, in this case other aspects of the student experience. Quantitative results suggest small but statistically significant negative relationships between PNR frequency and all Engagement Indicators. There are also negative relationships for belonging, satisfaction, self-reported grades, and intent to return, as well as a positive relationship for age. To explore potential motivation for PNR response, qualitative thematic analysis of final open-ended responses for students with high PNR was conducted. This revealed several themes, including: disapproval of demographic items themselves; hostility toward Diversity, Equity, and Inclusion (DEI); institutional distrust; and conversely also some praise for professors and certain institutional experiences. Potential reasons for these patterns, along with implications for institutional and survey research professionals, are also discussed.

Authors

Publication Details

Journal
Survey Practice
Published
2025-09-18
DOI
https://doi.org/10.29115/sp-2025-0011
Primary Topic
Survey Methodology and Nonresponse
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

‘I Prefer Not to Respond’ Survey Responses: Red Flag or Red Herring?

Angie L. Miller, Antonia Bacigalupa Albaum
Survey Practice
Survey Methodology and Nonresponse
article

‘I Prefer Not to Respond’ Survey Responses: Red Flag or Red Herring?

Angie L. Miller, Antonia Bacigalupa Albaum
article en

Abstract

One increasing trend in demographic survey items is to include a “prefer not to respond” (PNR) option, particularly for items that might be considered sensitive information. This mixed-methods study uses data from the 2023 administration of the National Survey of Student Engagement (NSSE) to explore whether the frequency of selecting this option is related to substantive survey content, in this case other aspects of the student experience. Quantitative results suggest small but statistically significant negative relationships between PNR frequency and all Engagement Indicators. There are also negative relationships for belonging, satisfaction, self-reported grades, and intent to return, as well as a positive relationship for age. To explore potential motivation for PNR response, qualitative thematic analysis of final open-ended responses for students with high PNR was conducted. This revealed several themes, including: disapproval of demographic items themselves; hostility toward Diversity, Equity, and Inclusion (DEI); institutional distrust; and conversely also some praise for professors and certain institutional experiences. Potential reasons for these patterns, along with implications for institutional and survey research professionals, are also discussed.

Survey Practice
Openalex Percentile: Top 66%
Survey Methodology and Nonresponse
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.