How we know this
This job isn’t in the U.S. government’s occupational survey yet, so this page carries no official pay figures. Everything below is drawn from published job descriptions and industry guides, each one linked at the foot of the page. The work described is real and sourced. What’s missing is the survey’s rating of which parts of the job matter most — so read this as a picture of the work, not a ranked list.
Think you get this job?Six quick questions on how it really works — with a hint and the reason behind every answer.
Test yourself →The work, task by task
These are the real jobs-to-be-done, not a wish list. Each task shows where we found it, and the prompt underneath is written for that exact task.
Define and document data standards and business rules
+Write the organisation’s canonical data standards and business rules for customer records, including…
Define and document data standards and business rules
+Write the organisation’s canonical data standards and business rules for customer records, including field-level definitions, allowed formats, mandatory values, transformation logic for ingestion, and a versioned approval trail; publish the document to the data dictionary and notify the product and compliance leads for sign-off by next Wednesday.
The tools that do the workData catalogsMetadata management toolsweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Monitor data quality and resolve issues
+Run the daily data quality checks for sales and customer tables, triage any failing rules to identify root…
Monitor data quality and resolve issues
+Run the daily data quality checks for sales and customer tables, triage any failing rules to identify root cause, create tickets for data owners with sample rows and timestamps, and confirm fixes before closing the tickets and updating the quality dashboard.
The tools that do the workData quality monitoring platformsweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Manage metadata and data definitions
+Curate and approve metadata entries for the customer, product, and transaction domains: standardise column…
Manage metadata and data definitions
+Curate and approve metadata entries for the customer, product, and transaction domains: standardise column descriptions, map synonyms to preferred business terms, record data lineage for critical pipelines, and publish the updated definitions to the shared catalog for analyst use.
The tools that do the workMetadata management toolsData catalogsweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Ensure data compliance with regulations like GDPR
+Assess the customer and marketing data sets for GDPR exposure: inventory personal data elements, document…
Ensure data compliance with regulations like GDPR
+Assess the customer and marketing data sets for GDPR exposure: inventory personal data elements, document lawful bases for processing, add retention and access restrictions to the data register, and send the compliance report with remediation steps to the DPO by Friday.
The tools that do the workMetadata management toolsweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Implement and enforce data governance policies
+Roll out the updated data governance policy across the organisation: publish the policy with role-based…
Implement and enforce data governance policies
+Roll out the updated data governance policy across the organisation: publish the policy with role-based responsibilities, enforce mandatory data stewardship sign-up, configure approval gates for new datasets, and report adoption metrics to the governance board in two weeks.
The tools that do the workData catalogsData quality monitoring platformsweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Collaborate with IT and business teams on data management
+Coordinate a cross-functional workshop with IT, product, and analytics to agree data ownership and SLAs for…
Collaborate with IT and business teams on data management
+Coordinate a cross-functional workshop with IT, product, and analytics to agree data ownership and SLAs for the sales pipeline, capture action items into the shared data register, assign remediation owners, and circulate the minutes and next steps within 48 hours.
The tools that do the workData catalogsweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Says who?
These are the pages we read to build this. Open any of them and check us.
Related careers
Same family of work — each with its own tasks and prompts.
The LLOS Work Atlas is the world's largest evidenced task library — a map of human work, with a ready prompt behind every task. 1,774 careers · every task named by the sources that witnessed it — O*NET, ESCO, real job descriptions, Wikipedia — and the deepest tasks by several at once. And it is honest about limits: where AI cannot help, the map says so.
The rest of the map
Same library, five ways in.
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Built on public evidence: O*NET®, ESCO, Wikipedia, U.S. Bureau of Labor Statistics, ILOSTAT. All sources & licenses
Built on public evidence: O*NET®, ESCO, Wikipedia, U.S. Bureau of Labor Statistics, ILOSTAT. All sources & licenses