The Science of Expertise

Final Quiz

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Assessment

1. What is expertise best understood as? A. Confidence in a topic B. Reliable high-level performance in a specific domain C. Years spent near a topic D. A job title

2. Why is experience not the same as expertise? A. Experience only matters in sports B. Experience always makes people worse C. Time alone does not guarantee feedback, correction, improved judgment, or reliable performance D. Experience replaces practice

3. What is a mental model? A. An internal representation of how something works B. A password storage method C. A project budget D. A file compression format

4. Why do experts often notice patterns faster than novices? A. Experts memorize every possible detail B. Experts ignore context C. Experts are never wrong D. Experts have organized knowledge that helps them recognize meaningful cues

5. What is deliberate practice? A. Doing the same easy task indefinitely B. Repetition with focused goals, feedback, correction, and increasing challenge C. Watching someone else perform without practice D. Avoiding difficult feedback

6. Why is feedback essential for expertise? A. Feedback replaces practice B. Feedback guarantees instant mastery C. Feedback connects performance to correction and improvement D. Feedback only matters for beginners

7. What can happen in a weak feedback environment? A. People may develop confidence without accurate performance improvement B. Expertise becomes automatic and perfect C. Mistakes disappear D. Learning becomes effortless

8. What is automaticity? A. A guarantee that no errors will occur B. A type of team meeting C. A replacement for judgment D. The ability to perform practiced components with reduced conscious effort

9. Why can automaticity help expert performance? A. It eliminates the need for monitoring B. It frees attention for higher-level judgment and adaptation C. It prevents all bias D. It makes every task simple

10. Why should experts still use checklists in high-risk work? A. Checklists prove the expert lacks skill B. Checklists replace training completely C. Checklists are only for beginners D. Checklists reduce reliance on memory for important repeatable steps

11. What does domain specificity mean? A. Experts never need context B. Expertise transfers perfectly everywhere C. Expertise in one domain does not automatically transfer fully to every other domain D. Domain knowledge is irrelevant

12. What is brittle expertise? A. Expertise that requires no updating B. Expertise that works across every domain C. Expertise with perfect transfer D. Expertise that performs well only under familiar conditions but struggles when assumptions change

13. What is calibration in expert judgment? A. Matching confidence to actual likelihood, accuracy, or performance B. Speaking with more certainty C. Ignoring uncertainty D. Using credentials instead of evidence

14. Why should expertise be evaluated with evidence? A. Evidence makes expertise impossible B. Confident explanations and status do not always prove reliable performance C. Evidence only matters in school D. Evidence replaces practice

15. Which statement best summarizes the science of expertise? A. Expertise is mainly natural talent and confidence B. Expertise comes automatically from time served C. Expertise is built through organized knowledge, deliberate practice, feedback, correction, calibration, and domain-specific performance D. Expertise means never needing tools, teams, or review