What it pays
Government survey numbers — not estimates, not ads.
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.
Configure hardware and software
+Configure the lab rack for the demo environment: verify firmware on the routers, apply the standard VLAN and…
Configure hardware and software
+Implement software solutions
+Deliver the integration package that connects the new feature to our deployment pipeline, run the acceptance…
Implement software solutions
+Design system architecture
+Produce the system architecture diagram for the recommendation service showing data flows, component…
Design system architecture
+Monitor network activity
+Collect and summarise the last 48 hours of network activity, flag anomalous spikes against baseline…
Monitor network activity
+Provide technical support
+Resolve the ticket from Marketing about the broken prompt pipeline: reproduce the error, attach the failing…
Provide technical support
+Analyze system performance
+Run the performance benchmarks for the inference cluster, compare latency and throughput against the SLA,…
Analyze system performance
+Collaborate with cross-functional teams
+Prepare the cross-functional kickoff packet for the prompt optimisation project including goals, success…
Collaborate with cross-functional teams
+Hardware testing methods
+Draft and send a concise hardware testing plan to QA lead Hannah that lists the measurement instruments, test…
Hardware testing methods
+Manage database systems
+Review the production database health reports, run the integrity checks on the customer and billing schemas,…
Manage database systems
+Test new software applications
+Execute the planned application test cases against the payment gateway build, record pass/fail with…
Test new software applications
+Update system software
+Apply the scheduled security patches to the staging servers, verify boot and service status, run a smoke test…
Update system software
+Document technical procedures
+Draft the step-by-step runbook for onboarding a new NLP model: input data prep, deployment commands,…
Document technical procedures
+Evaluate new technologies
+Compare three vendor whitepapers and the lab bench results for the inference accelerator, summarise…
Evaluate new technologies
+Coordinate with vendors
+Prepare the quarterly vendor packet: include compliance checks, recent test reports, outstanding issues, and…
Coordinate with vendors
+Test the hardware reliability and conformance to specifications
+Run the hardware reliability campaign on the new inference racks: execute the burn-in sequence, log voltages,…
Test the hardware reliability and conformance to specifications
+Quality standards
+Review the quality acceptance criteria for the model deployment pipeline, compare current test metrics to the…
Quality standards
+Communicate test results to other departments
+Compile this week’s test results from the inference cluster, summarise failure modes, affected builds, and…
Communicate test results to other departments
+Use measurement instruments
+Carry out the calibrated measurements on the new accelerator board: record power draw, clock stability, and…
Use measurement instruments
+Read standard blueprints
+Inspect the standard blueprint for the server chassis installation, confirm mounting hole pattern,…
Read standard blueprints
+Read assembly drawings
+Walk the assembly drawing for the new pod, verify component orientation, torque specs, and connector pinouts…
Read assembly drawings
+Says who?
These are the pages we read to build this. Open any of them and check us.
Activities this job lives in
The human activities behind the tasks — each with its honest AI ceiling.
The logs, files & records this job keeps
Shared with other careers — the same record means something different in each.
Related careers
Same family of work — each with its own tasks and prompts.
The rest of the map
Same library, five ways in.
Built on public evidence: O*NET®, ESCO, Wikipedia, U.S. Bureau of Labor Statistics, ILOSTAT. All sources & licenses