Bias occurs when an AI system produces unfair or unequal results for certain people or groups.
Incorrect! Try again.
2What can cause bias in an AI system?
Ethical concerns: bias
Easy
A.A shorter program name
B.A strong internet connection
C.Unbalanced training data
D.A larger computer screen
Correct Answer: Unbalanced training data
Explanation:
If training data does not represent different groups fairly, the AI may learn and repeat those biases.
Incorrect! Try again.
3What does AI surveillance usually involve?
Surveillance
Easy
A.Repairing computer hardware
B.Designing new video games
C.Translating computer programs
D.Monitoring people or activities
Correct Answer: Monitoring people or activities
Explanation:
AI surveillance uses technology to observe, identify, or track people and their activities.
Incorrect! Try again.
4Why can AI surveillance raise ethical concerns?
Surveillance
Easy
A.It may increase keyboard size
B.It may affect personal privacy
C.It may slow down typing speed
D.It may reduce screen brightness
Correct Answer: It may affect personal privacy
Explanation:
Surveillance can collect personal information or monitor people without proper knowledge or consent.
Incorrect! Try again.
5Which principle is important when using AI to monitor people?
Surveillance
Easy
A.Secret decision-making
B.Unlimited data collection
C.Privacy protection
D.Permanent public access
Correct Answer: Privacy protection
Explanation:
Privacy protection helps ensure that personal information is collected and used responsibly.
Incorrect! Try again.
6How can AI contribute to job loss?
Job loss
Easy
A.By improving lunch schedules
B.By increasing office lighting
C.By changing document colors
D.By automating some tasks
Correct Answer: By automating some tasks
Explanation:
AI can perform certain tasks that were previously completed by human workers, which may reduce the need for some jobs.
Incorrect! Try again.
7Which action can help workers affected by AI automation?
Job loss
Easy
A.Learning new skills
B.Reducing access to education
C.Removing workplace training
D.Avoiding all new technology
Correct Answer: Learning new skills
Explanation:
Training and learning new skills can help workers adapt to changing job requirements.
Incorrect! Try again.
8What is automation?
Job loss
Easy
A.Using machines to perform tasks
B.Using guesses to replace data
C.Using paper to record tasks
D.Using people to avoid tasks
Correct Answer: Using machines to perform tasks
Explanation:
Automation means using technology to complete tasks with little or no direct human effort.
Incorrect! Try again.
9What is misinformation?
Misinformation
Easy
A.Private information kept safely
B.Accurate information from research
C.Information stored in a database
D.False or inaccurate information
Correct Answer: False or inaccurate information
Explanation:
Misinformation is information that is incorrect or misleading, whether shared intentionally or accidentally.
Incorrect! Try again.
10How can AI spread misinformation?
Misinformation
Easy
A.By organizing books alphabetically
B.By repairing damaged computers
C.By creating convincing false content
D.By reducing the size of files
Correct Answer: By creating convincing false content
Explanation:
AI can generate realistic text, images, audio, or videos that present false information as if it were real.
Incorrect! Try again.
11What should a person do before sharing AI-generated information?
Misinformation
Easy
A.Share it without reading
B.Trust it because it looks professional
C.Check it with reliable sources
D.Remove all supporting evidence
Correct Answer: Check it with reliable sources
Explanation:
Verifying information with trustworthy sources helps prevent the spread of false or misleading content.
Incorrect! Try again.
12What is a deepfake?
Misinformation
Easy
A.A realistic but altered media file
B.A backup copy of original software
C.A computer used for deep learning
D.A secure password protection tool
Correct Answer: A realistic but altered media file
Explanation:
A deepfake is an AI-generated or altered image, video, or audio recording that can appear genuine.
Incorrect! Try again.
13Which human right can be affected by unfair AI decisions?
AI and human rights
Easy
A.The right to faster computers
B.The right to equal treatment
C.The right to free software updates
D.The right to larger screens
Correct Answer: The right to equal treatment
Explanation:
Unfair AI decisions can discriminate against people and violate the principle of equal treatment.
Incorrect! Try again.
14Why should AI systems respect human rights?
AI and human rights
Easy
A.To make programs more colorful
B.To remove human responsibility
C.To increase device weight
D.To protect people from harm
Correct Answer: To protect people from harm
Explanation:
Respecting human rights helps ensure that AI is used safely, fairly, and with respect for human dignity.
Incorrect! Try again.
15Which right is closely connected to the use of personal data by AI?
AI and human rights
Easy
A.The right to faster charging
B.The right to automatic upgrades
C.The right to larger storage
D.The right to privacy
Correct Answer: The right to privacy
Explanation:
The right to privacy protects people from improper collection or use of their personal information.
Incorrect! Try again.
16What does responsible AI use mean?
Importance of responsible AI use
Easy
A.Replacing every human decision
B.Using AI safely and fairly
C.Allowing AI to hide all errors
D.Using AI without any rules
Correct Answer: Using AI safely and fairly
Explanation:
Responsible AI use considers safety, fairness, privacy, transparency, and human well-being.
Incorrect! Try again.
17Why is human oversight important in AI systems?
Importance of responsible AI use
Easy
A.People can eliminate all data
B.People can make computers work without power
C.People can review important decisions
D.People can prevent every software update
Correct Answer: People can review important decisions
Explanation:
Human oversight helps identify errors, unfair outcomes, and harmful decisions made by AI systems.
Incorrect! Try again.
18Which practice supports responsible AI?
Importance of responsible AI use
Easy
A.Hiding all system limitations
B.Ignoring complaints from users
C.Explaining how decisions are made
D.Using personal data without permission
Correct Answer: Explaining how decisions are made
Explanation:
Clear explanations improve transparency and help people understand and evaluate AI decisions.
Incorrect! Try again.
19What could happen if a biased AI is used for hiring?
Real-life problems caused by unethical AI
Easy
A.Every application may become handwritten
B.The workplace may need fewer computers
C.Qualified applicants may be rejected unfairly
D.All applicants may receive identical jobs
Correct Answer: Qualified applicants may be rejected unfairly
Explanation:
A biased hiring system may disadvantage qualified people because of characteristics unrelated to their ability.
Incorrect! Try again.
20What is one possible harm from incorrect AI medical advice?
Real-life problems caused by unethical AI
Easy
A.A patient may get a larger screen
B.A doctor may receive more stationery
C.A hospital may use fewer notebooks
D.A person may receive unsafe treatment
Correct Answer: A person may receive unsafe treatment
Explanation:
Incorrect medical advice can lead to harmful choices, delayed care, or unsafe treatment.
Incorrect! Try again.
21A university uses an AI system to shortlist scholarship applicants. The system consistently selects fewer students from one demographic group, even though their academic qualifications are similar to those of selected students. What is the most appropriate first step?
Ethical concerns: bias
Medium
A.Give every applicant the same scholarship amount
B.Audit the training data and selection criteria for unfair patterns
C.Remove all demographic information from the application forms
D.Accept the results because the system is statistically consistent
Correct Answer: Audit the training data and selection criteria for unfair patterns
Explanation:
An audit can reveal whether biased data, proxy variables, or inappropriate criteria are causing unequal outcomes.
Incorrect! Try again.
22A facial-recognition system performs accurately for most users but has a much higher error rate for people with darker skin tones. Which response best addresses the ethical concern?
Ethical concerns: bias
Medium
A.Allow users to correct the system after identification
B.Deploy the system only during daylight hours
C.Increase the camera resolution for every user
D.Test and retrain the system using more representative data
Correct Answer: Test and retrain the system using more representative data
Explanation:
Representative testing and training data can reduce unequal error rates and improve fairness across demographic groups.
Incorrect! Try again.
23An AI hiring tool uses an applicant's previous job title as a feature. Historical hiring practices favored men for senior roles, so the tool ranks male applicants higher. Why is the job title a problematic feature in this situation?
Ethical concerns: bias
Medium
A.It guarantees that all applicants receive identical scores
B.It always provides too little information about applicants
C.It may act as a proxy for historical gender discrimination
D.It prevents the system from comparing education records
Correct Answer: It may act as a proxy for historical gender discrimination
Explanation:
A feature can reproduce past discrimination when it reflects unequal opportunities rather than genuine job-related ability.
Incorrect! Try again.
24A city plans to use AI cameras to identify people attending public protests. Which safeguard is most important before deployment?
Surveillance
Medium
A.Define a lawful purpose, retention limit, and oversight process
B.Use cameras with brighter night lighting
C.Increase the number of cameras near every public building
D.Store all recordings permanently for possible future use
Correct Answer: Define a lawful purpose, retention limit, and oversight process
Explanation:
Clear purpose limits, limited retention, and independent oversight help protect privacy and prevent misuse of surveillance systems.
Incorrect! Try again.
25An employer uses AI to analyze workers' keystrokes and webcam images throughout the day. Which practice would make this monitoring more responsible?
Surveillance
Medium
A.Inform workers and collect only necessary data
B.Collect every available signal for better predictions
C.Keep the monitoring secret to avoid altered behavior
D.Use the data for unrelated advertising purposes
Correct Answer: Inform workers and collect only necessary data
Explanation:
Transparency and data minimization reduce unnecessary intrusion and give workers a clearer understanding of how monitoring affects them.
Incorrect! Try again.
26A school wants to use an AI system to detect possible violence by analyzing students' social media posts. What is the greatest ethical risk?
Surveillance
Medium
A.The system may produce results too quickly
B.The system may require more computer storage
C.The system may misinterpret lawful expression and invade privacy
D.The system may reduce the number of school computers
Correct Answer: The system may misinterpret lawful expression and invade privacy
Explanation:
Automated interpretation of personal expression can create false accusations and interfere with privacy and freedom of expression.
Incorrect! Try again.
27A bank introduces AI chatbots that handle routine customer questions. Which policy best manages the effect on employees?
Job loss
Medium
A.Provide retraining for higher-value customer-support roles
B.Require employees to compete with the chatbot without assistance
C.Prevent employees from learning how the system works
D.Dismiss all customer-service workers immediately
Correct Answer: Provide retraining for higher-value customer-support roles
Explanation:
Retraining can help workers transition to roles involving complex problem-solving, empathy, and judgment that automation may not handle well.
Incorrect! Try again.
28A factory adopts robots that reduce the need for manual inspection. Which conclusion is most accurate?
Job loss
Medium
A.Automation has no effect on employment conditions
B.Automation always benefits every worker equally
C.Automation eliminates the need for human supervision
D.Automation can remove some tasks while creating new skill demands
Correct Answer: Automation can remove some tasks while creating new skill demands
Explanation:
AI may replace particular tasks while increasing demand for maintenance, oversight, data analysis, and other skills.
Incorrect! Try again.
29A delivery company uses an AI scheduling system that increases efficiency but gives drivers unpredictable working hours. What should the company evaluate besides productivity?
Job loss
Medium
A.The age of the company's delivery vehicles
B.The system's effects on income stability and worker well-being
C.The color scheme of the scheduling interface
D.The number of advertisements shown to drivers
Correct Answer: The system's effects on income stability and worker well-being
Explanation:
Responsible automation considers social and economic effects on workers, not only operational efficiency.
Incorrect! Try again.
30An AI-generated video falsely shows a public official announcing a dangerous policy. What is the most reliable response for someone who receives the video?
Misinformation
Medium
A.Check official sources and independent credible reports
B.Trust it because the video quality is high
C.Judge its truth only from the speaker's facial expression
D.Share it quickly before it is removed
Correct Answer: Check official sources and independent credible reports
Explanation:
Verification through reliable sources is essential because realistic audio and video can be artificially generated or manipulated.
Incorrect! Try again.
31A recommendation algorithm repeatedly shows a user posts that support one political viewpoint. What risk does this create?
Misinformation
Medium
A.It prevents all users from seeing political content
B.It may create an echo chamber that reinforces one-sided claims
C.It guarantees that the user's beliefs become accurate
D.It ensures that false information is immediately corrected
Correct Answer: It may create an echo chamber that reinforces one-sided claims
Explanation:
Personalized recommendations can limit exposure to differing evidence and make repeated claims seem more trustworthy than they are.
Incorrect! Try again.
32A language model produces a convincing but incorrect citation in a student report. Which practice best reduces this problem?
Misinformation
Medium
A.Verify each important source using reliable databases
B.Use citations without checking them
C.Assume longer answers contain fewer errors
D.Avoid using any sources published online
Correct Answer: Verify each important source using reliable databases
Explanation:
AI systems can generate fabricated or inaccurate references, so important citations must be independently verified.
Incorrect! Try again.
33A government uses an AI system to decide which citizens receive access to essential healthcare services. Which principle requires a person to review disputed decisions?
AI and human rights
Medium
A.The right to human oversight and meaningful appeal
B.The rule that all decisions must remain confidential
C.The principle of maximizing automated processing speed
D.The preference for using the cheapest available software
Correct Answer: The right to human oversight and meaningful appeal
Explanation:
Decisions affecting essential rights and services should be explainable, reviewable, and open to meaningful appeal.
Incorrect! Try again.
34A company uses an AI system to infer employees' emotional states from facial expressions and uses the results for promotions. Which human-rights concern is most relevant?
AI and human rights
Medium
A.Possible increase in the size of office buildings
B.Possible reduction in computer processing speed
C.Possible improvement in employee attendance records
D.Possible intrusion into privacy and unfair treatment
Correct Answer: Possible intrusion into privacy and unfair treatment
Explanation:
Inferring emotions can be unreliable and intrusive, and using such inferences for employment decisions may unfairly affect workers.
Incorrect! Try again.
35An AI translation service performs poorly for a minority language, limiting speakers' access to public information. Which action best supports equal rights?
AI and human rights
Medium
A.Restrict public information to widely spoken languages
B.Offer accurate human or improved automated translation support
C.Require minority-language speakers to use another language
D.Remove the information so no group receives it
Correct Answer: Offer accurate human or improved automated translation support
Explanation:
Accessible and accurate communication helps prevent language-based exclusion from public services and information.
Incorrect! Try again.
36Before deploying an AI system that approves insurance claims, a company conducts impact assessments, tests for bias, and creates an appeal process. What does this demonstrate?
Importance of responsible AI use
Medium
A.A decision to prioritize speed over fairness
B.Responsible AI planning and accountability
C.Complete removal of human responsibility
D.A guarantee that the system cannot make errors
Correct Answer: Responsible AI planning and accountability
Explanation:
Impact assessments, fairness testing, and appeals are practical safeguards for identifying and addressing harms.
Incorrect! Try again.
37A hospital wants to use an AI diagnostic tool. Which implementation plan is most responsible?
Importance of responsible AI use
Medium
A.Deploy it immediately without testing on local patient data
B.Hide the tool's limitations from patients and staff
C.Allow the tool to make final decisions without review
D.Use the tool as support while clinicians verify important results
Correct Answer: Use the tool as support while clinicians verify important results
Explanation:
Human expertise and review are important in high-stakes settings, especially when AI results may be uncertain or biased.
Incorrect! Try again.
38A lender's AI denies loans to applicants from a particular neighborhood because the system learned from historically unequal approval data. What harm has most directly occurred?
Real-life problems caused by unethical AI
Medium
A.Neutral treatment based only on current income
B.Improved access to financial services
C.Reduced need for financial documentation
D.Discriminatory denial of economic opportunity
Correct Answer: Discriminatory denial of economic opportunity
Explanation:
Using biased historical patterns can unfairly restrict access to loans and reinforce existing social inequality.
Incorrect! Try again.
39A social media platform uses AI to maximize engagement by promoting sensational false stories. What is a likely real-life consequence?
Real-life problems caused by unethical AI
Medium
A.False information spreads rapidly and influences decisions
B.Public discussions become automatically balanced
C.Users become better at identifying every false claim
D.Content creators lose all ability to reach audiences
Correct Answer: False information spreads rapidly and influences decisions
Explanation:
Algorithms optimized for engagement may amplify sensational misinformation, affecting public opinion, health choices, or civic decisions.
Incorrect! Try again.
40A police department relies heavily on an AI risk score that incorrectly labels people from one community as more likely to offend. What is the most serious consequence?
Real-life problems caused by unethical AI
Medium
A.Improved trust among all community members
B.Unequal policing and reinforcement of discrimination
C.Reduced importance of historical crime records
D.Faster processing of routine administrative forms
Correct Answer: Unequal policing and reinforcement of discrimination
Explanation:
Biased risk scores can lead to disproportionate surveillance or enforcement and strengthen the very patterns used to train the system.
Incorrect! Try again.
41A hiring model selects 40% of applicants from Group A and 20% from Group B. Among qualified applicants, the selection rates are 60% for Group A and 30% for Group B. Which conclusion is most defensible?
Ethical concerns: bias
Hard
A.The model is unbiased because qualification rates differ
B.The model satisfies demographic parity
C.The model is individually fair to every applicant
D.The model shows selection-rate disparity but not its cause
Correct Answer: The model shows selection-rate disparity but not its cause
Explanation:
The overall selection rates differ, but aggregate rates alone cannot establish whether the disparity results from biased features, qualification differences, or another factor.
Incorrect! Try again.
42A facial-recognition system has equal accuracy across demographic groups in laboratory testing but performs substantially worse for one group in public deployment. Which intervention most directly addresses the likely ethical risk?
Ethical concerns: bias
Hard
A.Publish only the overall accuracy score
B.Increase the system's average accuracy
C.Audit deployment data and subgroup conditions
D.Remove all human review from decisions
Correct Answer: Audit deployment data and subgroup conditions
Explanation:
The gap may arise from differences between laboratory and real-world data, lighting, cameras, or population composition, so subgroup and context-specific auditing is necessary.
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43An admissions model uses postal codes because they improve predictive accuracy. However, the codes strongly correlate with historical segregation. What is the strongest ethical objection?
Ethical concerns: bias
Hard
A.Accuracy improvements are never ethically acceptable
B.The feature may reproduce structural disadvantage indirectly
C.Postal codes are always statistically irrelevant
D.Historical data cannot be used in any model
Correct Answer: The feature may reproduce structural disadvantage indirectly
Explanation:
A seemingly neutral proxy can encode protected characteristics and historical inequality, causing discriminatory outcomes without explicitly using sensitive attributes.
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44A medical model has identical false-positive rates across two groups but a much higher false-negative rate for one group. Which statement is correct?
Ethical concerns: bias
Hard
A.The model is unbiased if race is excluded
B.The model is fair because one error rate matches
C.The model is fair if its accuracy is above 90%
D.The model has an unequal error burden
Correct Answer: The model has an unequal error burden
Explanation:
Equal false-positive rates do not imply equal false-negative rates. The group with more missed cases bears a greater risk of delayed or absent treatment.
Incorrect! Try again.
45A city deploys predictive policing software trained on historical arrest records. Arrests are concentrated in neighborhoods that were previously over-policed. What is the most serious feedback-loop concern?
Surveillance
Hard
A.Police officers will stop collecting any evidence
B.The system will require fewer computers
C.Historical records will become impossible to store
D.Predicted risk may justify further monitoring of the same areas
Correct Answer: Predicted risk may justify further monitoring of the same areas
Explanation:
Biased historical data can produce concentrated predictions, which lead to increased surveillance and generate more records that appear to confirm the original bias.
Incorrect! Try again.
46A workplace uses continuous AI monitoring and retains identifiable productivity data indefinitely. Which safeguard most directly applies the principle of data minimization?
Surveillance
Hard
A.Collect only necessary data for a defined purpose
B.Retain identifiable data for future experiments
C.Collect every available behavioral signal
D.Allow managers unrestricted access to all records
Correct Answer: Collect only necessary data for a defined purpose
Explanation:
Data minimization requires limiting collection and retention to information that is necessary and proportionate to a specific legitimate purpose.
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47A school installs emotion-recognition cameras to identify students who may be disengaged. Which evaluation is most ethically appropriate before deployment?
Surveillance
Hard
A.Assume detection accuracy proves legitimacy
B.Compare only the system's processing speed
C.Deploy first and evaluate complaints afterward
D.Assess validity, consent, proportionality, and alternatives
Correct Answer: Assess validity, consent, proportionality, and alternatives
Explanation:
High-risk surveillance requires evidence that the inference is valid, participation is lawful and meaningful, the intrusion is proportionate, and less intrusive alternatives are inadequate.
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48An automated system replaces routine tasks but creates new technical roles requiring advanced training. Which conclusion best captures the labor impact?
Job loss
Hard
A.Automation causes only permanent unemployment
B.Automation affects tasks, skills, wages, and job distribution
C.Automation has no ethical relevance if output increases
D.Automation benefits every worker equally
Correct Answer: Automation affects tasks, skills, wages, and job distribution
Explanation:
AI can eliminate some tasks while transforming others, shifting skill requirements and distributing benefits and costs unevenly across workers.
Incorrect! Try again.
49A company introduces an AI scheduling system that increases efficiency but gives unpredictable shifts to low-wage workers. Which policy best addresses the ethical problem?
Job loss
Hard
A.Measure efficiency without consulting workers
B.Use transparent rules and protect schedule stability
C.Replace workers who challenge the schedules
D.Allow the system to optimize only for revenue
Correct Answer: Use transparent rules and protect schedule stability
Explanation:
Responsible deployment must account for worker welfare, explain scheduling decisions, and prevent efficiency gains from imposing disproportionate insecurity.
Incorrect! Try again.
50A firm claims that AI-related layoffs are ethically neutral because affected employees receive the legally required notice. Which critique is strongest?
Job loss
Hard
A.Legal compliance always proves ethical adequacy
B.Layoffs become fair whenever software is involved
C.Ethical responsibility may exceed minimum legal duties
D.Notice eliminates all economic and social harm
Correct Answer: Ethical responsibility may exceed minimum legal duties
Explanation:
Legal notice may be necessary but insufficient. Fair transition planning can include retraining, redeployment, severance, consultation, and impact assessment.
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51A generative model produces a plausible but false citation in a policy report. Which control most directly reduces this failure before publication?
Misinformation
Hard
A.Require source verification by an accountable reviewer
B.Remove all uncertainty statements
C.Use a more confident writing style
D.Increase the model's response length
Correct Answer: Require source verification by an accountable reviewer
Explanation:
Fabricated citations can appear credible, so independently checking sources and assigning responsibility for approval are essential safeguards.
Incorrect! Try again.
52A political deepfake is released shortly before an election and is disproven after voting begins. Which feature makes the harm especially difficult to reverse?
Misinformation
Hard
A.The content may be stored on multiple devices
B.The file can be compressed efficiently
C.Digital media can be copied without quality loss
D.Corrections often spread more slowly than initial claims
Correct Answer: Corrections often spread more slowly than initial claims
Explanation:
False content can shape beliefs and behavior before verification occurs, while later corrections may reach fewer people or fail to undo the initial impression.
Incorrect! Try again.
53A recommendation algorithm maximizes engagement and repeatedly promotes sensational false claims. Which redesign best addresses the underlying incentive problem?
Misinformation
Hard
A.Add verified sources and quality-sensitive objectives
B.Hide all politically controversial material
C.Optimize only for longer viewing sessions
D.Increase the volume of recommended content
Correct Answer: Add verified sources and quality-sensitive objectives
Explanation:
Changing the objective from engagement alone toward reliability, provenance, and user safety reduces incentives to amplify sensational misinformation.
Incorrect! Try again.
54A government uses an AI system to rank citizens for access to public benefits, but affected people cannot learn the reasons for adverse decisions. Which right-related concern is most direct?
AI and human rights
Hard
A.The system uses too much electricity
B.The system cannot classify every person equally
C.The government must use only manual processes
D.The decisions may undermine due process and remedy
Correct Answer: The decisions may undermine due process and remedy
Explanation:
People need meaningful notice, reasons, review, and opportunities to challenge decisions that affect their rights or access to essential services.
Incorrect! Try again.
55A content moderation model removes posts written in a minority language because its training data are limited. Which human-rights risk is most salient?
AI and human rights
Hard
A.Unavoidable elimination of online disagreement
B.Violation of a requirement for perfect translation
C.Excessive protection of commercial trade secrets
D.Unequal interference with freedom of expression
Correct Answer: Unequal interference with freedom of expression
Explanation:
Language-specific performance gaps can silence some communities disproportionately, restricting expression and access to public discourse.
Incorrect! Try again.
56A humanitarian agency wants to use biometric identification to distribute aid, but refusal could prevent access to food. Which principle should guide the decision most strongly?
AI and human rights
Hard
A.Consent must be meaningful and alternatives considered
B.Emergency settings remove all privacy obligations
C.The most accurate identification method is automatically justified
D.Biometrics are acceptable whenever distribution is faster
Correct Answer: Consent must be meaningful and alternatives considered
Explanation:
Consent is not meaningful when refusal threatens essential aid. The agency should assess necessity, proportionality, security, and non-biometric alternatives.
Incorrect! Try again.
57A hospital plans to deploy an AI triage tool whose training data exclude rural patients. What is the most responsible next step?
Importance of responsible AI use
Hard
A.Report only the overall accuracy after deployment
B.Deploy immediately because hospitals need efficiency
C.Replace clinicians with the model during testing
D.Validate performance across relevant patient populations
Correct Answer: Validate performance across relevant patient populations
Explanation:
Deployment should follow representative validation, subgroup testing, clinical oversight, and safeguards against harmful performance gaps.
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58Which governance arrangement best preserves accountability when an AI tool assists in high-stakes loan decisions?
Importance of responsible AI use
Hard
A.No party accepts responsibility if the model is accurate
B.A designated human reviews, explains, and can override outcomes
C.The applicant alone verifies the prediction
D.The vendor alone accepts responsibility
Correct Answer: A designated human reviews, explains, and can override outcomes
Explanation:
Accountability requires an identifiable decision process, meaningful human oversight, explanations, and a practical route to correct harmful errors.
Incorrect! Try again.
59A credit model rejects applicants because it learned from historical approvals that favored homeowners, even when income and repayment indicators are comparable. What caused the harm?
Real-life problems caused by unethical AI
Hard
A.The model learned patterns that encoded historical exclusion
B.The model was evaluated on a sufficiently large dataset
C.The model used numerical variables instead of text
D.The applicants provided too much personal information
Correct Answer: The model learned patterns that encoded historical exclusion
Explanation:
Historical decisions can reflect unequal access and discriminatory practices, allowing a model to reproduce those patterns as if they were legitimate risk signals.
Incorrect! Try again.
60An autonomous vehicle's vision system performs poorly in heavy rain, but the manufacturer markets it as fully autonomous without warning users. Which failure is most central?
Real-life problems caused by unethical AI
Hard
A.The system has a higher manufacturing cost
B.The vehicle uses a digital rather than mechanical controller
C.The training data contain more images than videos
Correct Answer: The manufacturer concealed meaningful operational limitations
Explanation:
Failing to communicate known limitations prevents informed use and can cause foreseeable harm when users rely on the system outside validated conditions.
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