As undergraduate research becomes increasingly data-intensive, students are often expected to plan, manage, document, and share data responsibly. Prior IUSE project work introduced a Data Stewardship Framework that integrates engineering design reasoning, data life cycle management, and ethical decision-making. This paper extends that work by examining how the framework has been translated into scalable instructional and mentoring practices across undergraduate engineering research contexts. Drawing on two years of implementation, we describe the development of a practical toolkit, the integration of stewardship into courses and research programs, and the use of a rubric to reinforce ethical data practices. Preliminary outcomes suggest that coupling conceptual frameworks with concrete tools and real-world examples can enhance undergraduate researchers’ capacity for ethical data stewardship.
http://orcid.org/https://0000-0002-7805-6675
Purdue University – West Lafayette (College of Engineering)
[biography]
http://orcid.org/0009-0003-1391-6800
Purdue University – West Lafayette (College of Engineering)
[biography]
http://orcid.org/0000-0003-0784-6079
Purdue University – West Lafayette (College of Engineering)
[biography]
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