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Q1. When an AI system produces a recommendation that conflicts with my professional judgement, I pause to interrogate both the AI logic and my own assumptions before acting.
STRONGLY DISAGREE
DISAGREE
SOMEWHAT DISAGREE
SOMEWHAT AGREE
AGREE
STRONGLY AGREE
Q2. I feel personally accountable for outcomes that result from AI-assisted decisions, even when the AI initiates the recommendation.
STRONGLY DISAGREE
DISAGREE
SOMEWHAT DISAGREE
SOMEWHAT AGREE
AGREE
STRONGLY AGREE
Q3. I actively consider the downstream impact on people who are not in the room when I use AI tools to make or support decisions.
STRONGLY DISAGREE
DISAGREE
SOMEWHAT DISAGREE
SOMEWHAT AGREE
AGREE
STRONGLY AGREE
Q4. I can articulate a clear ethical boundary, a line I would not allow AI to cross, regardless of efficiency gains.
STRONGLY DISAGREE
DISAGREE
SOMEWHAT DISAGREE
SOMEWHAT AGREE
AGREE
STRONGLY AGREE
Q5. When everyone else on my team adopts an AI-driven process, I tend to go along with it rather than raise concerns about its fairness or accuracy.
STRONGLY DISAGREE
DISAGREE
SOMEWHAT DISAGREE
SOMEWHAT AGREE
AGREE
STRONGLY AGREE
Q6. I can explain, in plain language, how the AI tools I use were trained and what kinds of errors they are prone to making.
STRONGLY DISAGREE
DISAGREE
SOMEWHAT DISAGREE
SOMEWHAT AGREE
AGREE
STRONGLY AGREE
Q7. I actively seek to understand how data quality and dataset bias can affect the outputs of AI systems I rely on.
STRONGLY DISAGREE
DISAGREE
SOMEWHAT DISAGREE
SOMEWHAT AGREE
AGREE
STRONGLY AGREE
Q8. I regularly consider second- and third-order consequences when AI recommendations are implemented at scale in my organisation.
STRONGLY DISAGREE
DISAGREE
SOMEWHAT DISAGREE
SOMEWHAT AGREE
AGREE
STRONGLY AGREE
Q9. I can identify when an AI tool is operating outside the domain it was designed for, and I adjust my reliance on it accordingly.
STRONGLY DISAGREE
DISAGREE
SOMEWHAT DISAGREE
SOMEWHAT AGREE
AGREE
STRONGLY AGREE
Q10. I treat AI-generated outputs as essentially accurate unless something obviously looks wrong.
STRONGLY DISAGREE
DISAGREE
SOMEWHAT DISAGREE
SOMEWHAT AGREE
AGREE
STRONGLY AGREE
Q11. I structure my prompts and inputs to AI tools deliberately, knowing that how I frame a question shapes the quality of the response.
STRONGLY DISAGREE
DISAGREE
SOMEWHAT DISAGREE
SOMEWHAT AGREE
AGREE
STRONGLY AGREE
Q12. I regularly review and override AI outputs rather than accepting the first response I receive.
STRONGLY DISAGREE
DISAGREE
SOMEWHAT DISAGREE
SOMEWHAT AGREE
AGREE
STRONGLY AGREE
Q13. I use AI to expand the range of options I consider, while retaining full authority over the final decision.
STRONGLY DISAGREE
DISAGREE
SOMEWHAT DISAGREE
SOMEWHAT AGREE
AGREE
STRONGLY AGREE
Q14. I can describe a specific instance where I improved an outcome by critically challenging an AI recommendation.
STRONGLY DISAGREE
DISAGREE
SOMEWHAT DISAGREE
SOMEWHAT AGREE
AGREE
STRONGLY AGREE
Q15. I find it easier to implement what AI suggests than to invest the time in critically evaluating it.
STRONGLY DISAGREE
DISAGREE
SOMEWHAT DISAGREE
SOMEWHAT AGREE
AGREE
STRONGLY AGREE
Q16. I consciously preserve space for human conversation and relational connection in processes that could be fully automated.
STRONGLY DISAGREE
DISAGREE
SOMEWHAT DISAGREE
SOMEWHAT AGREE
AGREE
STRONGLY AGREE
Q17. I am attentive to how AI-mediated communication affects the emotional experience of the people receiving it.
STRONGLY DISAGREE
DISAGREE
SOMEWHAT DISAGREE
SOMEWHAT AGREE
AGREE
STRONGLY AGREE
Q18. I can identify when a situation calls for human presence and judgement that no AI tool could adequately substitute.
STRONGLY DISAGREE
DISAGREE
SOMEWHAT DISAGREE
SOMEWHAT AGREE
AGREE
STRONGLY AGREE
Q19. I actively consider the emotional and psychological impact of AI-driven changes on the people in my team or organisation.
STRONGLY DISAGREE
DISAGREE
SOMEWHAT DISAGREE
SOMEWHAT AGREE
AGREE
STRONGLY AGREE
Q20. I am comfortable allowing AI systems to manage communication with clients or colleagues without human review.
STRONGLY DISAGREE
DISAGREE
SOMEWHAT DISAGREE
SOMEWHAT AGREE
AGREE
STRONGLY AGREE

All 20 questions must be answered before submitting.

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