Aggregators scrape listings from career sites, boards, and ATS feeds, often double-counting or lagging edits. Measure deduplication rates, posting refresh patterns, and cancellation timestamps. Blend JOLTS vacancies, local postings, and recruiter outreach to triangulate demand, and maintain a rolling baseline for holiday distortions, weather shocks, and policy announcements that whipsaw service operations.
Track not only clicks but completed applications, qualified screens, interviews per requisition, and offers accepted. Rising traffic with sinking completion suggests friction in mobile forms or pay transparency gaps. Map funnel leaks by shift type and location, then experiment with text-first outreach, shorter assessments, and scheduling links to reclaim momentum without sacrificing candidate quality.
Audit requisitions for duplicates, tighten titles, and publish pay ranges. Reduce application friction, open text-to-apply, and pre-schedule interview blocks. Normalize weekly hour bands, flag overtime spikes, and protect rest windows. Close the loop by reporting back in team meetings, then share what changed with readers here to benchmark and refine together.
Scan postings trends, not just single ads. Look for roles with stable hour ranges, transparent schedules, and training pathways. Ask about interview-to-offer timelines and peak periods. Track your applications like a pipeline and follow up respectfully. Comment with tactics that earned you faster callbacks, helping others convert insights into rewarding starts.
Blend deduped postings with apply completion, time-to-first-interview, and hour distributions. Weight by role scarcity and local transit. Visualize cohort retention and manager-level variance. Publish a simple weekly dashboard and annotate anomalies. Invite readers to propose metrics they wish existed, so we can co-create better indicators and reduce surprises before they bite budgets.