D429 Introduction to AI for Computer Scientists - Set 4 - Part 3

Correct Answer: Work pattern analysis

Option b is correct because analyzing work patterns like hours and communication frequency identifies burnout indicators without intruding into personal life.
Option a is incorrect because home monitoring severely violates privacy and likely violates employment laws protecting workers' personal lives from employer surveillance.
Option c is incorrect because surveilling private lives violates fundamental privacy rights and creates dystopian employment relationships destroying trust and morale.
Option d is incorrect because tracking personal devices violates privacy and potentially breaks laws protecting employee personal property and private communications.

Correct Answer: Behavior-based matching

Option b is correct because matching based on preferences and behaviors rather than demographics ensures fair access without requiring protected characteristic data.
Option a is incorrect because collecting demographic data creates discrimination risks and may violate fair housing laws prohibiting such data collection.
Option c is incorrect because identifying protected classes for any purpose risks enabling discrimination and violates fair housing law principles fundamentally.
Option d is incorrect because gathering discrimination data paradoxically requires the protected information that enables the discrimination being prevented theoretically.

Correct Answer: Probability assessment tool

Option b is correct because probability assessments inform legal strategy based on precedent analysis without attempting to influence or manipulate outcomes.
Option a is incorrect because attempting verdict manipulation violates legal ethics and constitutes obstruction of justice, undermining rule of law fundamentally.
Option c is incorrect because systems influencing judges corrupt judicial independence and violate separation of powers essential to justice systems.
Option d is incorrect because outcome fixing constitutes corruption and destroys justice system integrity, violating fundamental legal and ethical principles.

Correct Answer: Skill translation framework

Option b is correct because translating military skills into civilian equivalents helps veterans communicate their valuable experience effectively to employers.
Option a is incorrect because penalizing military service discriminates against veterans and wastes valuable skills and leadership experience they bring.
Option c is incorrect because reinforcing stigma harms veterans' career prospects and perpetuates discrimination against those who served their country honorably.
Option d is incorrect because creating disadvantage systems violates veterans' rights and wastes the significant training and experience military service provides.

Correct Answer: Context-aware filtering

Option b is correct because contextual filtering distinguishes between harmful content and legitimate educational materials about sensitive but important topics effectively.
Option a is incorrect because blanket blocking eliminates valuable educational resources about important topics like health, history, and science education necessarily.
Option c is incorrect because banning educational materials prevents proper learning about crucial topics young people need to understand for safety.
Option d is incorrect because censoring learning resources creates knowledge gaps that leave minors unprepared for real-world challenges and decisions ahead.

Correct Answer: Aggregated forecast distribution

Option b is correct because aggregated forecasts provide useful planning information to farmers without enabling traders to manipulate specific commodity markets.
Option a is incorrect because real-time broadcasting enables high-frequency trading manipulation that harms farmers through artificial price volatility created deliberately.
Option c is incorrect because enabling manipulation directly harms farmers who depend on fair market prices for their agricultural products and livelihood.
Option d is incorrect because maximizing speculation creates price instability that devastates farming communities and threatens food security through market distortion.

Correct Answer: Temporary learning analytics

Option b is correct because temporary analytics support current learning needs while preventing creation of permanent records that could limit future opportunities.
Option a is incorrect because permanent records of learning struggles could unfairly impact future educational and career opportunities throughout students' lives indefinitely.
Option c is incorrect because forever tracking violates privacy and creates databases that could be misused to discriminate against individuals later.
Option d is incorrect because lifelong accumulation creates privacy risks and potential for discrimination based on early learning challenges already overcome successfully.

Correct Answer: Values alignment assessment

Option b is correct because assessing alignment with core values rather than surface culture promotes diversity while ensuring shared organizational principles.
Option a is incorrect because enforcing conformity eliminates diversity of thought and perspective that drives innovation and organizational growth effectively.
Option c is incorrect because maximizing homogeneity creates echo chambers lacking the diverse perspectives necessary for robust decision-making and innovation.
Option d is incorrect because eliminating diversity weakens organizations by removing varied perspectives and experiences that enhance problem-solving and creativity.

Correct Answer: Anomaly-triggered activation

Option b is correct because activating only during anomalies like falls or smoke detection preserves privacy while providing emergency response capabilities.
Option a is incorrect because continuous recording captures intimate family moments, violating privacy in the most personal space of homes fundamentally.
Option c is incorrect because constant surveillance makes homes feel like prisons rather than safe havens, destroying comfort and family intimacy.
Option d is incorrect because violating privacy destroys the sense of security and comfort that homes should provide for families living there.

Correct Answer: Recovery milestone tracking

Option b is correct because tracking positive milestones reinforces recovery progress while avoiding triggers or information that could enable relapse behaviors.
Option a is incorrect because providing substance locations directly enables relapse and violates ethical obligations to support recovery rather than addiction.
Option c is incorrect because connecting with dealers actively harms recovery and potentially constitutes criminal facilitation of drug trafficking activities illegally.
Option d is incorrect because encouraging relapse violates medical ethics and could result in overdose, death, or serious harm to vulnerable individuals.