Data labeling and cleanup
Human review for AI data cleanup.
Hire a human to label ambiguous rows, deduplicate messy spreadsheets, normalize categories, and flag edge cases after an AI cleanup pass, with clean data and uncertainty notes returned.
- Suggested budget
- $15–$75 per sample
- Deliverable
- Corrected rows plus notes on anything ambiguous
- Best for
- One spreadsheet or a sample of rows
Example tasks you can request
Keep each task to one bounded input so the reviewer can return clear evidence.
- Label ambiguous rows or examples the model was unsure about.
- Deduplicate a messy spreadsheet and note the merge rules used.
- Normalize categories and tags to one list.
- Flag edge cases for the next automation pass.
- Return clean data plus uncertainty notes.
What the reviewer returns
Ask for evidence, not an opinion. Accept the work when the report has these parts.
- Corrected rows in the original format
- A list of ambiguous records and the rule applied to each
- Duplicates found and how they were merged
- Category changes with the mapping used
- Reviewer confidence and what could not be resolved
Suggested payout ranges
Starting points only. Final budgets should match length, source complexity, turnaround, and reviewer experience.
| Scope | Suggested payout |
|---|---|
| Sample of up to 100 rows, one or two columns | $15–$35 |
| 100 to 500 rows or several columns | $35–$75 |
| Large file or a recurring sample | $75+ |
How to scope it
Four steps from AI output to an accepted review.
Send the file and the rules
Include the category list, the dedupe rule, and an example of a correct row.
Name the columns that matter
A reviewer works faster when the scope is two columns, not the whole sheet.
Ask for notes on ambiguity
Rows the reviewer could not resolve should be listed, not guessed.
Approve the quote
The operator confirms scope, reviewer, and price before the review starts.
Scope note. Human review reduces risk and creates a review record, but it does not promise perfect accuracy, legal compliance, or a business outcome, and it does not replace professional legal, medical, financial, or compliance advice. GoHireHumans is a listing and payment connector; the reviewer is an independent worker.
Related pages
Neighbouring pages in the AI QA cluster, each with a different scope.
Clean one sample before you trust the whole file.
Email the sample and the rules. An operator scopes the review and you approve the quote before anyone starts.