Concerns about research waste have fueled debate about incentivizing individual researchers and research institutions to conduct responsible research. We showed stakeholders a proof-of-principle dashboard with quantitative metrics of responsible research practices at University Medical Centers (UMCs). Our research question was: What are stakeholders' views on a dashboard that displays the adoption of responsible research practices on a UMC-level? We recruited stakeholders (UMC leadership, support staff, funders, and experts in responsible research) to participate in online interviews. We applied content analysis to understand what stakeholders considered the strengths, weaknesses, opportunities, and threats of the dashboard and its metrics. Twenty-eight international stakeholders participated in online interviews. Stakeholders considered the dashboard helpful in providing a baseline before designing interventions and appreciated the focus on concrete behaviors. Main weaknesses concerned the lack of an overall narrative justifying the choice of metrics. Stakeholders hoped the dashboard would be supplemented with other metrics in the future but feared that making the dashboard public might put UMCs in a bad light. Our findings furthermore suggest a need for discussion with stakeholders to develop an overarching framework for responsible research evaluation and to get research institutions on board.