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 data governance policies and frameworks
+Draft a concise data governance policy that covers data ownership, classification, retention, access…
Define data governance policies and frameworks
+Draft a concise data governance policy that covers data ownership, classification, retention, access controls, and breach reporting for the whole organisation, attach the governance framework diagram, and circulate to the CDO and legal counsel for review by next Wednesday.
The tools that do the workMicrosoft FabricMicrosoft Copilotweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Collaborate with IT teams to ensure policy adherence
+Schedule a working session with IT Security lead, Data Platform manager and the cloud ops team to align on…
Collaborate with IT teams to ensure policy adherence
+Schedule a working session with IT Security lead, Data Platform manager and the cloud ops team to align on access controls, logging standards and enforcement steps, produce an agreed checklist of technical controls and assign remediation owners with two-week targets.
The tools that do the workMicrosoft CopilotPower BIweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Conduct data audits to assess quality and compliance
+Run a data quality and compliance audit for customer master records across sales and billing, flag records…
Conduct data audits to assess quality and compliance
+Run a data quality and compliance audit for customer master records across sales and billing, flag records missing PII consent or with conflicting identifiers, produce a ranked remediation list and send it to the data stewards and head of compliance by Friday.
The tools that do the workPower BIMicrosoft Fabricweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Develop and implement data management strategies
+Produce a pragmatic data management strategy tying data product ownership, lifecycle processes and…
Develop and implement data management strategies
+Produce a pragmatic data management strategy tying data product ownership, lifecycle processes and stewardship roles to current business objectives, include success metrics and a 90-day rollout plan, then present it to the executive sponsor and head of analytics next Tuesday.
The tools that do the workMicrosoft FabricMicrosoft Copilotweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Create and communicate data handling procedures
+Write clear step-by-step procedures for handling customer PII: data capture, classification, storage…
Create and communicate data handling procedures
+Write clear step-by-step procedures for handling customer PII: data capture, classification, storage location, access request process and deletion, then emit a one-page quick reference and send both to customer service, marketing and legal for sign-off within seven days.
The tools that do the workMicrosoft Copilotweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Train employees on data governance best practices
+Prepare a 60-minute training for 50 business users covering data classification, access requests and incident…
Train employees on data governance best practices
+Prepare a 60-minute training for 50 business users covering data classification, access requests and incident reporting, include slides, two scenario exercises and a short quiz, then book the training with HR and send pre-reading to participants by Monday.
The tools that do the workMicrosoft Copilotweb
Pasted it? Good. When the reply comes back, push once: ask it to sharpen the weakest part. — Did this prompt help?
Says who?
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Activities this job lives in
The human activities behind the tasks — each with its honest AI ceiling.
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