Sector Stress: How an Anonymized Layoff Radar Can Detect an Industry Under Pressure Before It Hits the News

The federal WARN Act requires employers with 100+ employees to give 60 days notice before a mass layoff of 50 or more workers at a single site. That is the strongest legal signal in the US labor market — and it is a lagging one. By the time a WARN filing hits the state labor board, the decision is made, the paperwork is drafted, and internal morale has already collapsed.

Layoffs.fyi, TrueUp, and the YC-portfolio tracker are similarly retrospective. They aggregate announcements. A worker who wanted three weeks to line up a referral got no help from any of them.

When thousands of workers across an industry independently take a five-minute career-resilience scan and mark themselves as 'high AI exposure', 'hiring frozen', or 'runway under 3 months', the aggregate moves before the WARN filings. That is not a novel observation — it is how consumer confidence indexes, PMI surveys, and Google Trends job-search queries have worked for decades. The novel part is applying it at the sector level in a way an individual can use.

Kyrovo's Sector Stress signal takes a 90-day window of self-reported resilience scores by industry and country, compares it to the prior 180 days, and surfaces the sectors with the sharpest deltas. Fintech, SaaS, media, healthcare admin, and legal are the buckets we watch most closely — they consistently show the earliest movement in the data.

Any aggregate is only as private as its smallest bucket. If we shipped 'construction workers in Estonia — 4 respondents, average CRS 512', we would be leaking identifiable information about four specific people. That is why Sector Stress enforces a k-anonymity floor of 25 respondents per industry-country bucket, in line with common privacy engineering practice and consistent with GDPR Recital 26's requirement that anonymized data be 'not reasonably identifiable'.

Below 25 respondents, the bucket does not appear. It is not blurred or noised — it is simply not shown. That rule holds even when we would love to see the number ourselves.

Sector Stress is a leading indicator, not a prophecy. A rising delta in fintech tells you the workers inside fintech are anxious, hiring is cooling, and personal runways are compressing. It does not tell you that your specific employer will lay you off next quarter. Paired with the Layoff Radar (which pulls WARN filings and news) and your personal Career Resilience Score, it becomes a decision aid — reduce your burn, take a referral you have been sitting on, add a skill outside the exposure cluster.