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1. I can plan a small interview study (about 8 people) and have a written summary within two weeks.
Strongly disagreeStrongly agree
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2. I'm comfortable watching someone use software and asking them to narrate what they're thinking.
Strongly disagreeStrongly agree
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3. I can write a one-page research plan with clear questions, methods, and the decisions it will inform.
Strongly disagreeStrongly agree
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4. I can analyze a mix of qualitative and quantitative data and resist over-interpreting small samples.
Strongly disagreeStrongly agree
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5. I'm comfortable acting on an 80%-confident finding when the decision can be reversed later.
Strongly disagreeStrongly agree
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6. I can change my study mid-way when the question I'm trying to answer shifts.
Strongly disagreeStrongly agree
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7. I'd rather deliver a useful answer in two weeks than a perfect one in two months.
Strongly disagreeStrongly agree
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8. I can explain how a research finding should change what gets built, measured, or shown on screen.
Strongly disagreeStrongly agree
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9. I can read software documents, design mockups, and usage dashboards without getting lost.
Strongly disagreeStrongly agree
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10. I can recognize when research isn't the right tool and suggest a cheaper way to get the answer.
Strongly disagreeStrongly agree
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11. I think about the specific person trying to get something done — not just populations and average effects.
Strongly disagreeStrongly agree
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12. I can write a one-page summary that a busy non-academic colleague will actually read.
Strongly disagreeStrongly agree
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13. I'm comfortable presenting findings to skeptical engineers or executives.
Strongly disagreeStrongly agree
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14. I can replace academic hedging with plain claims while still being honest about uncertainty.
Strongly disagreeStrongly agree
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15. I can disagree with a designer or product manager and still get invited to the next meeting.
Strongly disagreeStrongly agree
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16. I can turn down a research request and offer a useful alternative.
Strongly disagreeStrongly agree
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17. I can read the politics of a room and adjust how I deliver bad news.
Strongly disagreeStrongly agree
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18. I'm energized — not drained — by working with non-researchers every day.
Strongly disagreeStrongly agree