Collect data through surveys

Collect data through surveys — real work, not an imagined feature: named inside 21 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.

21career 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 have 1,200 survey responses from field officers on crop yields and pesticide use; collate them…
I have 1,200 survey responses from field officers on crop yields and pesticide use; collate them into one clean table and mark any duplicates or impossible values before I analyze season trends.

Improve — make it easier to accept

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Before I hand this to the agronomists, make the dataset easy to trust: show response rate and…
Before I hand this to the agronomists, make the dataset easy to trust: show response rate and missingness at the top, flag records with out-of-range pesticide doses, and create a small pivot that groups responses by district and farm size so they can spot odd clusters quickly.

Decide — diagnose the stuck moment

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I combined the three regional CSVs and the grand totals are 18% higher than last week’s audit; I…

We just imported disparate CSVs and totals jump by 18%

I combined the three regional CSVs and the grand totals are 18% higher than last week’s audit; I fear overlapping respondent IDs or double-entry from mobile and paper forms. I don’t know where duplicates live or whether the extra counts are concentrated in one region. What’s the fastest check to locate and resolve duplicate respondents and reconcile the totals with minimal risk of deleting valid data?

Become — change the pattern

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Every month I reconsolidate survey exports from county officers and spend hours hunting missing…

Rebuilding the same survey merge every month takes half a day

Every month I reconsolidate survey exports from county officers and spend hours hunting missing fields and duplicates. Where am I wasting time and what one habit should I change so future imports are clean and reconciliation takes minutes, not half a day?

Where the evidence lives

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

Data Analyst EconomicsData AnalystData Operations AnalystData Reporting AnalystEpidemiology Data AnalystField Enumerator Surveysalso: Collect information through interviewsalso: Collect data for researchalso: Gather data through surveys and empirical research
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.
Copyright © LLOS.ai · 2026 — original pedagogy, voice, and design — all rights reserved.

The rest of the map

Same library, five ways in.