Maintain databases of municipal information

Maintain databases of municipal information — real work, not an imagined feature: named inside 4 evidenced career tasks. Below are four ready AI prompts for it, one per height of help: do it, make it easier to accept, decide when you are stuck, and change the pattern for good.

4career tasks name it
4prompt heights

The four heights

The same task, four distances: today's deadline, the next reviewer, the stuck moment, the pattern.

Execute — do the immediate task

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I need to update the municipal database extract and send it to the court administrator and the…
I need to update the municipal database extract and send it to the court administrator and the records clerk for review by Tuesday. Ensure every property record has address, parcel ID, zoning code, and current status populated, and run the dedupe routine so there are no obvious duplicates before I circulate it.

Improve — make it easier to accept

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Before I publish the city data snapshot, make it easy for the records team to trust: surface the…
Before I publish the city data snapshot, make it easy for the records team to trust: surface the count of new, changed and removed records at the top, make zoning and status fields searchable on one sheet, flag any records lacking parcel IDs or with conflicting statuses, and attach the source log that shows when each row was last updated.

Decide — diagnose the stuck moment

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I sent the municipal extract and the court clerk called out duplicate parcel entries that could…

Clerk found duplicate parcels after I sent the extract.

I sent the municipal extract and the court clerk called out duplicate parcel entries that could affect case scheduling. I don’t know whether the duplicates came from a bad merge, an upstream database export, or manual edits. I’m worried this will hold up filings. What is the most likely source and the fastest triage steps to fix and reassure the clerk?

Become — change the pattern

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We keep wasting hours cleaning the municipal extract because duplicates and conflicting status…

Ongoing time spent cleaning duplicates and reconciling status fields

We keep wasting hours cleaning the municipal extract because duplicates and conflicting status values recur after every import. Across ten monthly cycles the root causes were inconsistent unique IDs, manual edits in the live sheet, and missing validation on status entries. What one process and one spreadsheet control should I adopt so the extract is reliable and I stop firefighting before meetings?

Where the evidence lives

Who was seen doing this, and what people really ask.

Software tasks in the LLOS Work Atlas come from evidence, never a feature list: careers attested to do the work, real job descriptions, and the questions people actually ask (with their view counts). Facets — feature, workflow, troubleshoot, administer, deploy, scale — are open metadata: the work decides, not a taxonomy.
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The rest of the map

Same library, five ways in.