AI Ethics and Responsible AI

AIE · 32 questions

• A housing model scores applications higher for zip codes that historically received more awards, risking bias amplification. What ethical concern is raised?
• Residents cannot learn why a benefits chatbot denied a suggestion, and staff raise transparency concerns. What ethical issue is illustrated?
• Departments argue whether vendor, IT, or the inspector owns an erroneous AI-drafted code-violation notice. What ethical concern is central?
• Communications GenAI pastes a copyrighted park photo style into a flyer and intellectual property concerns arise. What issue should the city recognize?
• A clinic chatbot retains chat logs in ways that raise surveillance and privacy concerns for vulnerable residents. What ethical issue is highlighted?
• Deepfake audio of the mayor circulates online, creating security and trust concerns for the city. What societal AI risk is illustrated?
• Automation of simple clerk tasks sparks staff fear of job displacement, and leaders plan reskilling messaging. What societal concern is in focus?
• Youth counselors worry that always-on AI companions in a city teen program could deepen mental-health isolation. What societal concern is illustrated?
• An open-data AI release accidentally enables re-identification of sparse rural clinic visits. What privacy risk is illustrated?
• Opaque vendor models leave a small city unable to audit a policing-adjacent risk tool it rejects on ethical grounds. What concern is illustrated?
• A prompt injection attempt on a public 311 bot tries to exfiltrate internal knowledge-base text to an attacker. What security concern is in focus?
• The city adopts a human-in-the-loop rule: no automated final denial of housing benefits without caseworker review. What responsible AI practice is illustrated?
• Transit publishes a model card summarizing training data sources and known limits of an ETA predictor. What responsible practice is illustrated?
• A public-health AI pilot runs a bias assessment across demographic groups before go-live. What responsible practice is illustrated?
• IT requires logging of prompts and outputs for an internal policy assistant to support auditability. What responsible practice is illustrated?
• Communications bans using GenAI for emergency alerts unless a PIO signs off every message. What responsible practice is illustrated?
• Procurement adds contractual clauses for data deletion, breach notice, and no secondary training on city data. What responsible practice is illustrated?
• A library chatbot discloses “AI-assisted answer—verify with staff” on every reply. What responsible practice is illustrated?
• The privacy office runs a DPIA-style review before facial analytics in a non-law-enforcement facilities pilot and may cancel the project. What responsible practice is illustrated?
• Training mandates that staff verify factual claims from AI against authoritative city sources. What responsible practice is illustrated?
• An accessibility review ensures AI-generated web content meets civic digital accessibility standards before release. What responsible practice is illustrated?
• An incident playbook covers rollback when a live triage model starts mis-routing emergency-adjacent 311 calls. What responsible practice is illustrated?
• City council adopts an AI use policy defining approved, restricted, and prohibited municipal use cases. What governance practice is illustrated?
• The CIO maps city AI principles to widely referenced themes such as fairness, accountability, and transparency. What governance alignment is illustrated?
• Privacy counsel checks whether a resident chatbot’s data flows comply with applicable privacy law regimes the city follows. What governance activity is illustrated?
• A risk committee inventories all departmental GenAI tools to end shadow-AI sprawl. What governance practice is illustrated?
• An auditor references AI management-system ideas such as roles, risk tiers, and controls for city programs at a literacy level. What governance awareness is illustrated?
• An international sister-city exchange compares EU-style risk-tier thinking with the city’s own AI risk classes. What global-standards literacy is illustrated?
• An ethics board requires documentation of purpose, data sources, and recourse for any automated civic scoring tool. What governance standard is illustrated?
• A vendor RFP demands conformity evidence for security and responsible-AI attestations rather than marketing slogans. What governance practice is illustrated?
• Records retention updates so AI prompts and outputs that become official decisions are preserved as public records where required. What governance link is illustrated?
• An annual AI governance report to council tracks incidents, bias findings, and training completion across departments. What accountability practice is illustrated?