◆ Excel · clean

Survey Data

Clean raw_survey_responses so every question column uses consistent numeric codes: trim extra spaces, convert numeric-…

2heights
2tasks
1roles do it
See the prompt↓More clean workflows

The same job, four heights

do it · improve it · decide · become
AExecute — “help me do it”Clean raw_survey_responses so every question column uses consistent numeric codes: trim extra…+
Clean raw_survey_responses so every question column uses consistent numeric codes: trim extra spaces, convert numeric-looking text to numbers, and run a bulk find-and-replace to standardize Yes/No and missing-value codes across all question columns.
when the reply comes backPush once: ask it to sharpen the weakest part, and to say what it assumed.
BImprove — “do it better”Make the cleaned survey file harder to misinterpret: create a data-cleaning log sheet listing…+
Make the cleaned survey file harder to misinterpret: create a data-cleaning log sheet listing each find-and-replace rule applied, convert all response columns to the intended data type, wrap inconsistent cells in a flag column for manual review, and note assumptions about missing vs. refused answers.
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
Clean raw survey responses so every question column has consistent codes before I start analysis.

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.