Data Research and Analysis

AITECH · 30 questions

• A language-access office asks an LLM to suggest patterns in anonymized 311 category trends before analysts dig deeper. What role is the model playing?
• A resilience office wants AI to propose chart types for seasonal water-usage spikes during early exploration. Which use best matches AI’s role in EDA?
• An economic-development analyst chats with a notebook assistant to summarize outlier inspection times in a civic dataset. What capability is this mainly demonstrating?
• A city clerk uses AI to generate hypotheses about why permit lag differs by district during an exploratory review. What is the appropriate expectation?
• A county public-health team asks AI which fields look correlated in open crash data and forbids causal language in the reply. What EDA discipline is being enforced?
• A municipal permitting office uses AI to narrate a first-pass profile of missingness in resident survey fields. What EDA outcome is this targeting?
• A 311 resident-services lead rejects an AI message that ‘confirms’ a budget cut solely from a chat summary of ticket volumes. What limit of AI-assisted EDA does this illustrate?
• A transit authority prompts AI to list unusual ZIP codes in response-time distributions for human follow-up. What EDA contribution is intended?
• A water utility uses AI to flag missing parcel IDs before merging zoning layers. Which automated data-preparation step is this?
• An emergency-management office uses AI assist to standardize mixed date formats across legacy permit CSVs before analysis. What preparation task is primary?
• A housing authority cleans free-text address fields with AI assistance before geocoding work orders. What data-preparation goal does this serve?
• A public library system uses AI to suggest near-duplicate resident tickets before merging records. What preparation quality task is this?
• A parks department asks AI to transform mixed unit strings such as “ft” and “feet” into one canonical unit before trail analysis. What prep capability is this?
• Municipal courts validate categorical case-status codes against an allowed list with AI-assisted checks before loading a warehouse. What preparation control is this?
• Fire department IT uses AI to rewrite messy inspector notes into structured severity fields for later analysis. What preparation pattern is this?
• A police records bureau refuses to auto-impute sensitive health-related fields with AI without policy approval. What preparation boundary is being applied?
• A city open-data team strips direct identifiers before sending a dataset to a cloud EDA assistant. What control against data exposure is this?
• School-district IT forbids uploading juvenile case extracts to consumer AI tools for analysis. What privacy boundary is this enforcing?
• An airport authority demos an analytics dashboard to an external vendor using synthetic aggregates instead of live traveler details. What privacy-preserving practice is this?
• A port authority reviews AI prompts and outputs that might echo rare facility addresses from an analysis extract. What risk are they primarily mitigating?
• A county assessor limits AI-assisted analysis of parcel extracts to the stated grant-evaluation purpose only. Which ethical constraint is this?
• Public works keeps raw PII on-premises while an AI analysis job receives only hashed cohort features. What technical exposure control is this?
• An election office logs who exported AI analysis artifacts that still contain quasi-identifiers. What control does this primarily provide?
• Animal control brainstorms outreach slogan options for a pet-licensing campaign with generative AI, then staff pick and fact-check the final lines. What Domain 4 use is this?
• A solid-waste utility drafts a first-pass literature scan summary on heat-resilience tactics with AI, requiring analysts to verify primary sources before planning use. What practice is this?
• A stormwater bureau wants help drafting FAQ content for a new composting ordinance before publishing it on the city site. How should staff use AI for this task?
• A building inspection division asks an LLM to brainstorm workshop agenda ideas for community budget nights. What is the most appropriate use of AI here?
• A planning commission staffer has bullet research notes and needs a readable briefing for council. What AI-assisted drafting approach fits best?
• A city CIO office wants denser RFP language rewritten in plain language for small vendors. How should AI support that content drafting goal?
• A municipal broadband team uses AI to summarize external research on fiber grant programs. What practice should they require afterward?