Fictional survey workbook cleanup (AI-assisted) by Hiroyuki WatanabeFictional survey workbook cleanup (AI-assisted) by Hiroyuki Watanabe

Fictional survey workbook cleanup (AI-assisted)

Hiroyuki Watanabe

Hiroyuki Watanabe

Fictional survey workbook cleanup (AI-assisted)
An independent spreadsheet demonstration using 40 fictional survey records. This is not client work, production data or evidence of business results.
The editable workbook preserves the source sheet and creates a separate cleaned view. It normalizes 39 nonblank dates and category spacing, converts numeric scores, leaves three missing values blank, and flags two exact duplicate rows without deleting records.
A QA and change-log sheet reconciles 40 raw rows against 40 cleaned rows and records transformation rules and missing-field locations. The exported workbook passed an archive-integrity check and a formula-error scan.
Created with JavaScript, AI assistance and the Artifact Tool spreadsheet runtime. No client information or external assets were used. The image shows part of the cleaned sheet; editable XLSX and three sheet previews are prepared. Paid work starts only after agreement on scope, AI permission, data handling, delivery time and platform funding.
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Posted Sep 5, 2026

An editable workbook with preserved raw data, a cleaned view and QA checks. Fictional, AI-assisted sample; not client work or business results.

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