AI Bias & Fairness
What is bias in AI?
1. Unfair outcomes learned from data
2. Intentional harming
3. Random error
4. System crash
Unfair outcomes learned from data
Best first step before trusting AI output?
1. Forward it
2. Verify
3. Ignore
4. Delete
Verify
Presence does not equal what?
1. Comfort
2. Attendance
3. Agreement
4. Inclusion
Inclusion
Ally response to interruption?
1. Stay silent
2. Let them finish
3. DM later
4. Change topic
Let them finish
Replace 'sanity check' with?
1. Mental check
2. Functional check
3. Logic test
4. Baseline
Functional check
Bias often comes from what source?
1. UI design
2. Training data
3. Hardware
4. User intent
Training data
Ally action when AI misses a teammate’s idea?
1. Ignore
2. Credit manager
3. Amplify contributor
4. Rewrite notes
Amplify contributor
Fair is not the same as what?
1. Equal
2. Fast
3. Loud
4. Visible
Equal
Correct response to credit theft?
1. Complain privately
2. Give public credit
3. Ignore
4. Escalate
Give public credit
Wrong pronouns should be corrected when?
1. Later
2. Never
3. Immediately
4. Privately
Immediately
How can teams check if an AI system is unfair to certain people?
1. By trusting the overall score
2. By comparing outcomes for different groups
3. By removing humans from the process
4. By using larger models
By comparing outcomes for different groups
Using AI to rank employees without review is risky because of?
1. Speed
2. Lack of compute
3.Bias & opacity
4. Cost
Bias & opacity
Empathy without action is just?
1. Kindness
2. Observation
3. Leadership
4. Support
Observation
'Fast-paced culture' rejection should prompt?
1. Agreement
2. Silence
3. Specific criteria
4. Speed
Specific criteria
Remote workers excluded in jokes—ally action?
1. Ignore
2. Explain later
3. Bring into loop
4. Apologize
Bring into loop
Allyship in AI decisions primarily requires what?
1. Automation
2.Silence
3. Oversight and accountability
4. Efficiency
Oversight and accountability
Best safeguard when using AI in hiring decisions?
1. Automation
2. Blind trust
3. Human review
4. Speed
Human review
In allyship, which action best matches the value “COURAGE”?
1. Stay alert
2. Speak up
3. Step back
4. Make space
Speak up
Best response after an outage blame game?
1. Find culprit
2. Post-mortem
3. Ignore
4. Escalate
Post-mortem
Accessible events require?
1. Budget
2. Ramps & access
3. Attendance
4. Approval
Ramps & access
What is an important responsibility of an ally when using AI tools at work?
1. Assume AI outputs are always objective
2. Use AI results without explaining the reasoning
3. Question results and watch for potential bias or harm
4. Let AI make final decisions
Question results and watch for potential bias or harm
Replacing 'culture fit' with evidence focuses on?
1. Personality
2. Objectivity
3. Speed
4. Convenience
Objectivity
Daily small acts define what?
1. Policy
2. Allyship
3. Compliance
4. Culture deck
Allyship
Allyship during workplace collections means..
1. Equal payment
2. Public tracking
3. Voluntary participation
4. Mandatory contribution
Voluntary participation
Feedback term 'difficult' should be replaced with?
1. Friendlier
2. Examples
3. Silence
4. Coaching
Examples