Survey Instrument Structure and Variable Documentation for the AI Ethics and Governance Student Survey

DOI

This appendix documents the condensed survey structure used to examine students’ perceptions of AI, autonomy, bias, fairness, trust, governance, societal impact, regulation, and AI ethics education. It provides a structured overview of the survey variables, response options, and thematic question blocks, including background and demographics, AI and autonomy, AI bias and fairness, trust and governance, societal impact and regulation, AI ethics learning, and open-ended reflections.

The appendix also specifies the analytic use of the survey items. Closed-ended items, including single-select, multi-select, and ordinal response formats, were used for descriptive context and orientation profiling. Open-text responses, particularly examples of personal AI use, future concerns or hopes, and substantive “Other” responses, were used for qualitative analysis. The instrument map included in the appendix links survey blocks, catalogue codes, item formats, number of items, and their role in the analysis.

Identifier
DOI https://doi.org/10.25592/uhhfdm.18807
Related Identifier IsPartOf https://doi.org/10.25592/uhhfdm.18806
Metadata Access https://www.fdr.uni-hamburg.de/oai2d?verb=GetRecord&metadataPrefix=oai_datacite&identifier=oai:fdr.uni-hamburg.de:18807
Provenance
Creator Tas, Eylem ORCID logo
Publisher Universität Hamburg
Publication Year 2026
Rights Creative Commons Attribution 4.0 International; Open Access; https://creativecommons.org/licenses/by/4.0/legalcode; info:eu-repo/semantics/openAccess
OpenAccess true
Representation
Language English
Resource Type Dataset
Version Version 1
Discipline Other