Artificial intelligence enables systems to perform tasks such as learning, recognizing patterns, and making predictions.
Incorrect! Try again.
5What is machine learning?
Artificial Intelligence and Digital Transformation in Social Sciences
Easy
A.Printing data on paper
B.Learning patterns from data
C.Repairing machines by hand
D.Storing files without analysis
Correct Answer: Learning patterns from data
Explanation:
Machine learning is a form of artificial intelligence in which systems learn patterns from data.
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6In social sciences, digital transformation refers to the use of digital tools to improve what?
Artificial Intelligence and Digital Transformation in Social Sciences
Easy
A.Research and professional practice
B.Only traditional lectures
C.Only paper-based filing
D.Only physical transportation
Correct Answer: Research and professional practice
Explanation:
Digital transformation integrates digital technologies into research, teaching, services, and professional activities.
Incorrect! Try again.
7Which AI application can help identify common themes in interview transcripts?
Artificial Intelligence and Digital Transformation in Social Sciences
Easy
A.Text analysis
B.Image printing
C.File compression
D.Battery charging
Correct Answer: Text analysis
Explanation:
AI-based text analysis can identify words, patterns, and themes in large amounts of written data.
Incorrect! Try again.
8Which method collects responses through an online questionnaire?
Digital Research Methods
Easy
A.Archival restoration
B.Online survey
C.Field excavation
D.Laboratory testing
Correct Answer: Online survey
Explanation:
An online survey uses a digital questionnaire to collect responses from participants.
Incorrect! Try again.
9What is social media analysis?
Digital Research Methods
Easy
A.Measuring rainfall in rural areas
B.Studying content and interactions on social platforms
C.Repairing computers in offices
D.Designing buildings for public use
Correct Answer: Studying content and interactions on social platforms
Explanation:
Social media analysis examines posts, comments, connections, and other online interactions.
Incorrect! Try again.
10Which tool is commonly used to organize and analyze numerical research data?
Digital Research Methods
Easy
A.Music software
B.Video game software
C.Drawing software
D.Statistical software
Correct Answer: Statistical software
Explanation:
Statistical software helps researchers organize data and perform quantitative analysis.
Incorrect! Try again.
11What is digital ethnography?
Digital Research Methods
Easy
A.Studying culture through online spaces
B.Measuring distances with rulers
C.Studying rocks through microscopes
D.Recording weather with sensors
Correct Answer: Studying culture through online spaces
Explanation:
Digital ethnography examines people's cultures, practices, and interactions in digital environments.
Incorrect! Try again.
12What is social innovation?
Social Innovation and Sustainable Development
Easy
A.A method for increasing personal luxury
B.A new type of computer screen
C.A new solution to a social problem
D.A change in office decoration
Correct Answer: A new solution to a social problem
Explanation:
Social innovation involves developing new ideas or approaches that address social needs.
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13Sustainable development aims to meet present needs while protecting what?
Social Innovation and Sustainable Development
Easy
A.Only private businesses
B.Only historical buildings
C.Future generations
D.Only short-term profits
Correct Answer: Future generations
Explanation:
Sustainable development balances present needs with the ability of future generations to meet their needs.
Incorrect! Try again.
14Which example best represents a sustainable social innovation?
Social Innovation and Sustainable Development
Easy
A.Community solar energy
B.Unplanned urban expansion
C.Single-use plastic promotion
D.Wasteful water consumption
Correct Answer: Community solar energy
Explanation:
Community solar energy can provide shared benefits while supporting cleaner and more sustainable energy use.
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15Which area is included in sustainable development?
Social Innovation and Sustainable Development
Easy
A.Only fashion design
B.Only personal branding
C.Social well-being
D.Only entertainment
Correct Answer: Social well-being
Explanation:
Sustainable development includes social well-being along with economic and environmental concerns.
Incorrect! Try again.
16Which skill is important for professionals working with emerging technologies?
Future Directions and Professional Competencies
Easy
A.Digital literacy
B.Ignoring new information
C.Avoiding all technology
D.Using only handwritten records
Correct Answer: Digital literacy
Explanation:
Digital literacy helps professionals understand and use digital tools effectively and responsibly.
Incorrect! Try again.
17Why is lifelong learning important in the future of the social sciences?
Future Directions and Professional Competencies
Easy
A.Research tools are becoming unnecessary
B.Professional knowledge never changes
C.Education is useful only at school
D.Technologies and methods keep changing
Correct Answer: Technologies and methods keep changing
Explanation:
Lifelong learning helps professionals update their knowledge as technologies, methods, and social needs develop.
Incorrect! Try again.
18Which competency helps a researcher work effectively with people from different fields?
Future Directions and Professional Competencies
Easy
A.Technical isolation
B.Unplanned decision-making
C.Independent guessing
D.Interdisciplinary collaboration
Correct Answer: Interdisciplinary collaboration
Explanation:
Interdisciplinary collaboration involves working with people who have knowledge from different academic or professional areas.
Incorrect! Try again.
19What does data privacy protect?
Ethical issues in AI and responsible use of emerging technologies
Easy
A.Office furniture
B.People's personal information
C.Computer screen brightness
D.Internet connection speed
Correct Answer: People's personal information
Explanation:
Data privacy concerns the proper collection, use, storage, and protection of personal information.
Incorrect! Try again.
20What is algorithmic bias?
Ethical issues in AI and responsible use of emerging technologies
Easy
A.A faster internet connection
B.Unfair patterns in automated decisions
C.A method of charging devices
D.A secure password system
Correct Answer: Unfair patterns in automated decisions
Explanation:
Algorithmic bias occurs when an automated system produces unfair results for certain people or groups.
Incorrect! Try again.
21A social researcher wants to understand how residents use a newly developed digital platform to report neighborhood problems. Which emerging technology would be most useful for identifying patterns in the locations and frequency of reports?
Emerging Technologies in Social Sciences
Medium
A.Three-dimensional printing
B.Geographic information systems
C.Virtual reality simulations
D.Biometric attendance systems
Correct Answer: Geographic information systems
Explanation:
Geographic information systems can map and analyze location-based data, helping researchers identify spatial patterns in reported neighborhood problems.
Incorrect! Try again.
22A university uses virtual reality to help students experience how inaccessible a public building may be for a wheelchair user. What is the primary research or educational value of this application?
Virtual reality can create immersive simulations that support experiential learning and help users understand perspectives different from their own.
Incorrect! Try again.
23Researchers analyze public posts, online discussions, and digital interactions to examine how a social movement develops. Which feature of emerging technologies most directly supports this study?
Emerging Technologies in Social Sciences
Medium
A.Complete anonymity of every participant
B.Removal of all researcher interpretation
C.Guaranteed representativeness of online users
D.Access to digitally generated behavioral traces
Correct Answer: Access to digitally generated behavioral traces
Explanation:
Digital platforms produce behavioral traces that researchers can analyze to study communication patterns, participation, and the development of social movements.
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24A researcher uses a natural language processing tool to classify thousands of interview transcripts by major themes. What is the most appropriate way to use the tool?
Artificial Intelligence and Digital Transformation in Social Sciences
Medium
A.Remove ambiguous transcripts from the dataset
B.Use it to support coding and human review
C.Assume frequently used words represent key themes
D.Treat its classifications as final findings
Correct Answer: Use it to support coding and human review
Explanation:
Natural language processing can increase efficiency, but researchers should review classifications because automated systems may miss context, irony, or culturally specific meanings.
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25An automated system recommends social assistance eligibility using historical administrative data. If past decisions disadvantaged a particular group, what is the most likely risk?
Artificial Intelligence and Digital Transformation in Social Sciences
Medium
A.The system will prevent all data errors
B.The system will automatically improve fairness
C.The system may reproduce historical bias
D.The system will eliminate policy disagreement
Correct Answer: The system may reproduce historical bias
Explanation:
AI systems learn from available data. If the data reflect unequal past decisions, the system may reproduce or amplify those patterns.
Incorrect! Try again.
26A public policy organization introduces an AI chatbot to answer citizens' questions. Which practice best reflects responsible digital transformation?
Artificial Intelligence and Digital Transformation in Social Sciences
Medium
A.Providing human escalation for complex cases
B.Collecting unlimited personal information
C.Hiding the chatbot's limitations from users
D.Allowing the chatbot to make all final decisions
Correct Answer: Providing human escalation for complex cases
Explanation:
Human escalation ensures that complicated, sensitive, or disputed cases receive appropriate judgment and support beyond the chatbot's capabilities.
Incorrect! Try again.
27A researcher studies online harassment using social media posts collected through a public application programming interface. Which issue should be addressed before analysis?
Digital Research Methods
Medium
A.Whether public access permits unrestricted ethical use
Correct Answer: Whether public access permits unrestricted ethical use
Explanation:
Public availability does not automatically remove ethical responsibilities. Researchers should consider privacy, consent expectations, platform rules, and potential harm.
Incorrect! Try again.
28A survey is distributed through a popular social media platform, and most respondents are young adults with regular internet access. Which limitation is most important?
Digital Research Methods
Medium
A.The sample must represent the entire population
B.The sample may have coverage and selection bias
C.The platform guarantees random participant selection
D.The responses cannot contain useful information
Correct Answer: The sample may have coverage and selection bias
Explanation:
People without access to the platform or those less likely to respond may be underrepresented, limiting the generalizability of the findings.
Incorrect! Try again.
29A researcher combines online survey responses with interview data and platform activity logs to examine digital learning. What is this approach called?
Digital Research Methods
Medium
A.Unstructured archival sampling
B.Experimental randomization
C.Single-source content analysis
D.Triangulation using mixed digital data
Correct Answer: Triangulation using mixed digital data
Explanation:
Combining different types of data allows the researcher to compare perspectives and strengthen interpretation through methodological triangulation.
Incorrect! Try again.
30A study of online communities removes usernames but retains detailed quotations that could be searched to identify users. What additional protection is needed?
Digital Research Methods
Medium
A.Increasing the number of direct quotations
B.Assessing and reducing re-identification risks
C.Assuming pseudonyms guarantee anonymity
D.Publishing the original account links
Correct Answer: Assessing and reducing re-identification risks
Explanation:
Removing usernames may not be sufficient because searchable quotations or contextual details can reveal participants' identities.
Incorrect! Try again.
31A community creates a low-cost solar cooling system managed by local cooperatives to preserve agricultural products. Why is this an example of social innovation?
Social Innovation and Sustainable Development
Medium
A.It replaces sustainability with short-term consumption
B.It focuses only on maximizing private profit
C.It avoids participation from affected communities
D.It applies a new solution to a social need
Correct Answer: It applies a new solution to a social need
Explanation:
Social innovation involves developing or applying new approaches that address social problems and improve community well-being.
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32A city plans a smart waste-management project that uses sensors to optimize collection routes. Which evaluation measure best reflects sustainable development?
Social Innovation and Sustainable Development
Medium
A.Increased data collection without public benefit
B.Reduced fuel use with equitable service access
C.Faster collection only in wealthy neighborhoods
D.Higher equipment costs without environmental gains
Correct Answer: Reduced fuel use with equitable service access
Explanation:
Sustainable development balances environmental improvement with social inclusion and fair access to benefits.
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33A nonprofit pilots a digital platform connecting surplus food from restaurants with local shelters. Which action would best strengthen the initiative's sustainability?
Social Innovation and Sustainable Development
Medium
A.Involving users in design and evaluation
B.Ignoring local food safety regulations
C.Depending permanently on one volunteer
D.Measuring success only by downloads
Correct Answer: Involving users in design and evaluation
Explanation:
User participation helps ensure that the solution addresses real needs, remains practical, and can be adapted over time.
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34A development project installs internet centers in rural communities but does not provide training or affordable access. What major problem is most likely to result?
Social Innovation and Sustainable Development
Medium
A.A persistent digital divide
B.An automatic improvement in local governance
C.A complete reduction in social inequality
D.An immediate increase in digital inclusion
Correct Answer: A persistent digital divide
Explanation:
Digital inclusion requires more than infrastructure; affordability, skills, accessibility, and meaningful use are also necessary.
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35A social science graduate is asked to evaluate an algorithm used by a public agency. Which combination of competencies would be most useful?
Future Directions and Professional Competencies
Medium
A.Memorization, speed, and independent guessing
B.Graphic design, sales, and informal networking
C.Data literacy, ethics, and domain knowledge
D.Public speaking, advertising, and equipment repair
Correct Answer: Data literacy, ethics, and domain knowledge
Explanation:
Evaluating an algorithm requires understanding data and methods, recognizing ethical consequences, and applying knowledge of the social context.
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36A research team includes sociologists, software developers, and community representatives. Why can this interdisciplinary structure improve a technology-based project?
Future Directions and Professional Competencies
Medium
A.It combines technical, social, and lived expertise
B.It ensures that technical goals always dominate
C.It guarantees that disagreements will disappear
D.It makes ethical review unnecessary
Correct Answer: It combines technical, social, and lived expertise
Explanation:
Interdisciplinary teams can identify practical, technical, and social issues that a single professional perspective might overlook.
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37A researcher regularly updates skills in data visualization, privacy protection, and AI assessment. Which professional quality does this behavior demonstrate?
Future Directions and Professional Competencies
Medium
A.Commitment to continuous professional learning
B.Avoidance of collaboration with specialists
C.Preference for technology without evaluation
D.Dependence on outdated disciplinary routines
Correct Answer: Commitment to continuous professional learning
Explanation:
Emerging technologies change rapidly, so professionals need continuing learning to maintain relevant and responsible practice.
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38A university uses an AI system to flag students who may need academic support. Which action most directly supports transparency?
Ethical issues in AI and responsible use of emerging technologies
Medium
A.Publishing students' individual risk scores
B.Using the score without any appeal process
C.Keeping the system's existence unknown to students
D.Explaining the system's purpose and major limitations
Correct Answer: Explaining the system's purpose and major limitations
Explanation:
Transparency requires communicating how and why a system is used, including relevant limitations that may affect decisions.
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39Before using facial-recognition software to identify participants in a public demonstration, what is the most important initial consideration?
Ethical issues in AI and responsible use of emerging technologies
Medium
A.Whether the images are available online
B.Whether the software produces results quickly
C.Whether the system has an attractive interface
D.Whether the use is lawful, necessary, and proportionate
Correct Answer: Whether the use is lawful, necessary, and proportionate
Explanation:
Biometric identification can create serious privacy and civil-liberty risks, so its justification, legality, necessity, and proportionality must be examined.
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40An AI model performs less accurately for speakers of a minority language. Which responsible response is most appropriate?
Ethical issues in AI and responsible use of emerging technologies
Medium
A.Exclude the minority-language speakers from services
B.Report only the average accuracy score
C.Deploy the model unchanged for all users
D.Audit performance across groups and improve the data
Correct Answer: Audit performance across groups and improve the data
Explanation:
Group-specific evaluation can reveal unequal performance, while improved and more representative data can help reduce discriminatory outcomes.
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41A research team uses virtual reality to study how bystanders respond to public harassment. Which design choice most directly strengthens the study's ecological validity without eliminating experimental control?
Emerging Technologies in Social Sciences
Hard
A.Allow participants to create entirely unstructured virtual encounters
B.Use a fully scripted laboratory interaction with fixed responses
C.Use immersive scenarios based on field observations with controlled variation
D.Replace participants with behavioral data from an online platform
Correct Answer: Use immersive scenarios based on field observations with controlled variation
Explanation:
Field-informed immersive scenarios approximate real social contexts, while controlled variation preserves the ability to compare causal conditions.
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42A municipality proposes using digital twins to model housing displacement after a transit expansion. Which limitation should researchers treat as most consequential when interpreting the model?
Emerging Technologies in Social Sciences
Hard
A.The model may represent residents as stable rather than adaptive actors
B.The model may display results through maps instead of tables
C.The model may require more computing power than a spreadsheet
D.The model may include more variables than a traditional survey
Correct Answer: The model may represent residents as stable rather than adaptive actors
Explanation:
Displacement changes behavior, expectations, and social networks; treating people as static units can produce misleading forecasts even when the model is technically sophisticated.
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43An institution introduces an AI system to prioritize students for academic advising. Historical data reflect unequal access to advising. Which intervention best addresses the resulting risk of reproducing disadvantage?
Artificial Intelligence and Digital Transformation in Social Sciences
Hard
A.Audit outcomes against protected and access-related groups
B.Use only the students with complete records
C.Increase the model's prediction speed
D.Remove socioeconomic variables from the dataset
Correct Answer: Audit outcomes against protected and access-related groups
Explanation:
Removing explicit demographic variables does not remove their proxies. Outcome audits can reveal disparate error rates and unequal prioritization caused by historical access patterns.
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44A language model classifies interview excerpts by political ideology, but its accuracy is lower for multilingual participants. Which response is methodologically strongest?
Artificial Intelligence and Digital Transformation in Social Sciences
Hard
A.Translate all excerpts automatically and retain the same threshold
B.Exclude multilingual participants to protect classification reliability
C.Report aggregate accuracy because language is only a technical issue
D.Validate performance separately across languages and revise the training data
Correct Answer: Validate performance separately across languages and revise the training data
Explanation:
Disaggregated validation identifies group-specific error, while better training data and language-sensitive evaluation address the underlying validity problem.
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45Researchers use an AI-generated summary of policy consultations to advise legislators. Which governance arrangement best preserves accountability?
Artificial Intelligence and Digital Transformation in Social Sciences
Hard
A.Replace public consultation with repeated model-generated prompts
B.Publish the summary without the source responses
C.Have analysts verify claims against a documented audit trail
D.Allow the model to select which communities require follow-up
Correct Answer: Have analysts verify claims against a documented audit trail
Explanation:
Human verification linked to source material makes omissions and distortions traceable and keeps responsibility with identifiable decision-makers.
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46A study estimates public opinion from social media posts collected through an API. Which combination most directly addresses coverage error?
Digital Research Methods
Hard
A.Restrict the sample to verified accounts with visible profiles
B.Increase the number of posts and remove duplicate text
C.Use sentiment analysis and report the most frequent emotion
D.Weight observations using known population benchmarks and document exclusions
Correct Answer: Weight observations using known population benchmarks and document exclusions
Explanation:
Platform users are not a representative population. Benchmark weighting and transparent documentation can reduce and disclose undercoverage, although they cannot eliminate it entirely.
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47A researcher studies online discussions about suicide. Posts are publicly visible, but users may not expect academic reuse. Which approach best reflects contextual privacy?
Digital Research Methods
Hard
A.Minimize traceability and assess consent expectations before reuse
B.Treat public visibility as blanket research consent
C.Copy the entire discussion to preserve its original context
D.Quote identifiable posts because usernames are technically public
Correct Answer: Minimize traceability and assess consent expectations before reuse
Explanation:
Ethical use depends on users' reasonable expectations and potential harm, not merely on technical accessibility. De-identification and contextual assessment are therefore essential.
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48A digital ethnographer changes the wording of community posts to protect participants while preserving their meaning. What is the main methodological trade-off?
Digital Research Methods
Hard
A.Greater confidentiality always increases the sample's external validity
B.Paraphrasing converts qualitative evidence into experimental evidence
C.Altered wording eliminates the need for participant consultation
D.Greater confidentiality may reduce searchability and evidentiary transparency
Correct Answer: Greater confidentiality may reduce searchability and evidentiary transparency
Explanation:
Paraphrasing can protect identities, but readers may be unable to verify quotations or locate the original interaction, reducing transparency.
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49A platform changes its recommendation algorithm midway through a longitudinal study. Which design best supports causal interpretation of changes in users' political exposure?
Digital Research Methods
Hard
A.Discard the post-change observations to preserve baseline consistency
B.Compare all observations before and after the change without adjustment
C.Treat the algorithm change as random for every observed user
D.Use a difference-in-differences design with an appropriate comparison group
Correct Answer: Use a difference-in-differences design with an appropriate comparison group
Explanation:
A comparison group and pre-trend assessment help distinguish algorithm effects from broader time-related changes, subject to the design's assumptions.
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50A network study finds that highly connected users spread misinformation more rapidly. Which inference is least justified without additional evidence?
Digital Research Methods
Hard
A.Diffusion patterns may differ across network structures
B.Network position may help explain exposure pathways
C.Highly connected users are the primary cause of misinformation
D.Connectivity is associated with faster observed diffusion
Correct Answer: Highly connected users are the primary cause of misinformation
Explanation:
Observed network association does not establish causation; activity, selection, platform design, and message characteristics may also explain the pattern.
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51A social enterprise distributes low-cost solar devices but increases household debt through mandatory financing. Which evaluation conclusion is most defensible?
Social Innovation and Sustainable Development
Hard
A.The intervention is innovative because it uses a market mechanism
B.Environmental gains must be assessed alongside distributional and financial effects
C.The intervention failed because all financing creates dependency
D.The intervention is sustainable because emissions declined
Correct Answer: Environmental gains must be assessed alongside distributional and financial effects
Explanation:
Sustainable development requires examining environmental, social, and economic consequences, including who benefits and who bears costs.
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52A community-led water project succeeds in one village but fails after replication elsewhere. Which explanation most appropriately challenges simplistic scaling assumptions?
Social Innovation and Sustainable Development
Hard
A.The original project probably used insufficient technology
B.Community participation is generally unsuitable for larger programs
C.Replication may have transferred the model without its institutional conditions
D.Successful innovations should avoid adaptation during expansion
Correct Answer: Replication may have transferred the model without its institutional conditions
Explanation:
Social innovations often depend on local trust, governance, capabilities, and norms. Scaling may require adapting underlying principles rather than copying visible activities.
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53A city evaluates a circular-economy initiative only by counting tons of material diverted from landfills. Which criticism is strongest?
Social Innovation and Sustainable Development
Hard
A.A single output measure may conceal rebound effects and unequal benefits
B.Material diversion is unrelated to sustainability
C.Landfill data are always less reliable than interview data
D.Circular initiatives should be evaluated only through financial returns
Correct Answer: A single output measure may conceal rebound effects and unequal benefits
Explanation:
Diversion measures capture one outcome but may miss increased consumption, labor conditions, emissions elsewhere, or unequal distribution of benefits.
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54A participatory climate-adaptation project gives every stakeholder an equal vote, but technical infrastructure decisions affect low-income residents most. Which improvement best advances procedural justice?
Social Innovation and Sustainable Development
Hard
A.Provide targeted capacity support and assess unequal decision impacts
B.Use identical information materials for every participant
C.Transfer all decisions to technical experts for efficiency
D.Keep equal voting but shorten the consultation period
Correct Answer: Provide targeted capacity support and assess unequal decision impacts
Explanation:
Formal equality may not produce substantive fairness. Capacity support and impact assessment address unequal ability to participate and unequal consequences.
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55A social science professional must decide whether to deploy a predictive model for child-welfare referrals. Which competency combination is most appropriate?
Future Directions and Professional Competencies
Hard
A.Policy familiarity, automated reporting, and confidence in historical data
B.Statistical literacy, domain knowledge, ethical judgment, and stakeholder communication
C.Programming skill, rapid deployment, and persuasive presentation
D.Visualization skill, model complexity, and institutional authority
Correct Answer: Statistical literacy, domain knowledge, ethical judgment, and stakeholder communication
Explanation:
High-stakes deployment requires technical evaluation, contextual interpretation, ethical risk assessment, and clear communication with affected stakeholders.
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56An employer values applicants who can use generative AI for literature reviews. Which portfolio evidence most convincingly demonstrates responsible competence?
Future Directions and Professional Competencies
Hard
A.A polished review with no disclosure of tool use
B.A transparent workflow showing verification, source checking, and limits
C.A collection of model outputs ranked by stylistic quality
D.A long bibliography generated from a single prompt
Correct Answer: A transparent workflow showing verification, source checking, and limits
Explanation:
Responsible competence involves evaluating accuracy, identifying fabricated or weak sources, documenting tool use, and recognizing where human judgment remains necessary.
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57A research organization adopts open science practices, but community partners fear that raw data publication could expose them. What is the most appropriate professional response?
Future Directions and Professional Competencies
Hard
A.Publish all data because openness overrides local concerns
B.Abandon transparency because community data cannot be shared
C.Transfer ownership to the organization to simplify publication
D.Use proportionate access controls with documented reasons and alternatives
Correct Answer: Use proportionate access controls with documented reasons and alternatives
Explanation:
Open science should be balanced with privacy, sovereignty, and harm prevention. Controlled access, metadata, and synthetic or aggregated alternatives can preserve accountability.
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58A facial-recognition system has equal overall accuracy across two demographic groups, but false-positive rates are much higher for one group. Which ethical conclusion is most accurate?
Ethical issues in AI and responsible use of emerging technologies
Hard
A.The system is fair because overall accuracy is equal
B.The system is unbiased if its training images were publicly available
C.The system may impose unequal burdens despite similar aggregate accuracy
D.The disparity is irrelevant when the system assists human reviewers
Correct Answer: The system may impose unequal burdens despite similar aggregate accuracy
Explanation:
Aggregate accuracy can conceal unequal error types. Higher false-positive rates may expose one group to disproportionate surveillance or adverse intervention.
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59A university uses an opaque vendor model to detect student distress and automatically alerts administrators. Which safeguard is most essential before deployment?
Ethical issues in AI and responsible use of emerging technologies
Hard
A.Increase the number of automated alerts per student
B.Require a more attractive interface for administrators
C.Limit access to the model's output to senior administrators
D.Establish notice, appeal, human review, and independent impact testing
Correct Answer: Establish notice, appeal, human review, and independent impact testing
Explanation:
Students need transparency and recourse, while independent testing and meaningful human review reduce harms from errors, opacity, and inappropriate intervention.
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60A generative AI tool produces a persuasive but fabricated citation in a policy report. Which control most directly prevents this failure from reaching publication?
Ethical issues in AI and responsible use of emerging technologies
Hard
A.Require manual verification of every cited source before submission
B.Ask the tool to use a more academic writing style
C.Use only citations that appear frequently in model outputs
D.Increase the model's temperature to generate alternatives
Correct Answer: Require manual verification of every cited source before submission
Explanation:
Generative systems can invent plausible references. Direct source verification checks whether each citation exists and actually supports the associated claim.
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