# Job-ad enrichment — staged batch plan (JSearch basic: 200 requests/month)

Budget math: 1 request ≈ 10 ads; target ≥ 50 ads per occupation ≈ 5-7 requests
(incl. duplicates, us+gb). → ~30 occupations per month in good quality.
All responses are cached in `data/raw/jobs/` — re-runs cost 0 requests.

## Month 1 (started 2026-07): recruiter + batch 1 — HR & IT (25)

recruitment-consultant (done first, per MVP mandate), then:
broadcast-technician, computer-scientist, computer-vision-engineer,
corporate-training-manager, data-analyst, database-administrator,
data-scientist, data-warehouse-designer, equality-and-inclusion-manager,
human-resources-manager, ict-help-desk-agent, ict-network-administrator,
ict-network-engineer, ict-research-consultant, ict-resilience-manager,
ict-security-technician, ict-system-administrator, ict-system-analyst,
ict-system-architect, ict-technician, projectionist,
telecommunications-engineering-technician, video-technician, webmaster

## Month 2: batch 2 — finance, marketing/sales, support (40; ggf. auf 2 Monate splitten)

accountant, administrative-assistant, advertising-specialist, asset-manager,
budget-analyst, call-centre-supervisor, commercial-sales-representative,
corporate-treasurer, cost-analyst, costume-buyer, court-reporter,
customer-contact-centre-information-clerk, data-entry-supervisor,
ebusiness-manager, financial-auditor, financial-broker, financial-controller,
financial-fraud-examiner, financial-manager, financial-trader,
foreign-exchange-broker, hospitality-revenue-manager, host-hostess,
insurance-broker, insurance-risk-consultant, insurance-underwriter,
legal-administrative-assistant, marketing-assistant, marketing-consultant,
market-research-analyst, mutual-fund-broker, network-marketer, office-manager,
public-finance-accountant, purchase-planner, securities-broker,
ticket-sales-agent, tour-organiser, travel-agent, travel-consultant

## Month 3: batch 3 — management, legal, public sector (35)

aquaculture-harvesting-manager, aquaculture-husbandry-manager,
business-analyst, business-intelligence-manager, chemical-production-manager,
chief-executive-officer, civil-service-administrative-officer,
construction-general-contractor, coroner, customs-and-excise-officer,
environmental-policy-officer, event-assistant, event-manager,
fire-commissioner, fiscal-affairs-policy-officer, forester,
forwarding-manager, government-minister, import-export-specialist,
industrial-production-manager, intelligence-officer, judge, lawyer,
legal-consultant, logistics-analyst, police-commissioner,
procurement-department-manager, programme-manager,
public-administration-manager, regulatory-affairs-manager, secretary-general,
secretary-of-state, supreme-court-judge, venue-director,
waste-management-officer

## Scaling options

- **Adzuna** (free, ADZUNA_APP_ID/KEY in .env) as breadth channel: up to 50
  hits per call, but truncated description snippets → good for tool/title
  counting, weak for methods/responsibilities. Mark lower evidence quality in
  the manifest when used.
- **openwebninja paid tier** once the monthly full refresh across 100+
  occupations becomes production reality.
