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AI Tool Adoption Survey — Item Draft

Module title: AI Tool Use and Workload

Section A: Workload Impact

  1. How often do you use AI tools in your teaching or research? (1 = never, 5 = very often)

  2. How has your overall workload changed since your institution introduced AI tools? (1 = decreased substantially, 3 = no change, 5 = increased substantially)

  3. How adequate is the institutional support you receive for incorporating AI tools into your work? (1 = not at all adequate, 5 = very adequate)

Section B: Open Text

  1. Please describe your experiences with AI tools in your teaching or research. Include positive, negative, or neutral experiences.

Framing note: Item vocabulary excludes chapter argument terms (burden, tension, mismatch, challenge) per study_protocol.md neutral-phrasing requirement. Open-text item explicitly invites all valences.