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Polling Analysis

Estimate how different demographic groups voted in the recent election by producing a table of vote share and turnout …

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2tasks
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The same job, four heights

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AExecute — “help me do it”Estimate how different demographic groups voted in the recent election by producing a table of…+
Estimate how different demographic groups voted in the recent election by producing a table of vote share and turnout rate by gender, age group, race, and education using the survey_responses sheet; filter bad cases, build a PivotTable, and include row percentages by group.
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed.
BImprove — “do it better”Before handing this to analysts, make the demographic voting breakdown easy to explain: surface…+
Before handing this to analysts, make the demographic voting breakdown easy to explain: surface absolute counts and vote share side-by-side, show turnout denominator per cell, flag cells under 50 respondents, and add a one-line note describing any post-stratification or weight applied for the polling sample.
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed.

The real tasks

1 of them
Estimate how different demographic groups voted so analysts can explain turnout gaps after an election.

Who does this

1 roles
Political Scientist

Questions people ask

honest answers

Because you rarely think 'I want the redaction tool'. You think 'I have to share this without leaking the client's details'. Start from the need, and the feature finds you.

Real. Every job here was drawn from what people in real roles were actually seen doing in Excel — not a feature checklist.

No. Each page gives you a ready prompt you can paste into an AI assistant, plus the plain steps to do it yourself. Start with either — the goal is the finished job, not the tool.