Compare the work you would do
Job titles are inconsistent. Read the responsibilities and ask what artifact you would produce, how it is checked, and who owns the final decision.
- Evaluation: compare responses using a rubric and explain evidence for each rating.
- Data work: check quality, define fields, and document transformations.
- Engineering: implement, test, and maintain a system around a defined interface.
- Workflow design: define inputs, tools, review points, and failure handling.
Build a small evidence set
Choose one task you can finish with accessible, de-identified inputs. Keep the instructions, source material, output, checks, and limitations. A reproducible example shows more than listing an agent workflow's name as a credential.
Check the opportunity itself
Confirm the employer, application domain, country eligibility, contract terms, and payment arrangement. Thrive makes no job-demand or salary claim from its workflow catalog. An empty jobs collection means there are no published listings to inspect.
Choose a next action
Use the readiness scenarios to identify a practice topic, then complete a related portfolio task. Compare the evidence with a real role's requirements rather than treating an assessment score as a hiring decision.