Kyrovo Research
Career resilience, backed by data.
Cited research on AI displacement, worker burnout, and financial runway — with the gaps existing tools leave open, and what we are building instead.
July 13, 2026 · 7 min read
The AI Layoff Paradox: Why 1.2M Job Cuts in 2025 Came Without a Warning
US employers announced 1,206,374 job cuts in 2025 — up 58% year over year and the highest total since 2020. Here is what the data actually says, and what an early warning would look like.
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July 13, 2026 · 6 min read
The AI Burnout Paradox: Why Using AI at Work Is Making You More Exhausted, Not Less
A 2025 Fiverr study found heavy AI users report higher burnout despite productivity gains. 33% of workers feel overwhelmed by AI, and only 36% say their employer trained them on it. Here is what nobody is measuring.
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July 13, 2026 · 6 min read
The Myth of the AI-Proof Skill (and What Actually Moves Your Risk Score)
47% of workers say they need new skills because of AI, but only 7% think any skill is fully safe. Here is why listicles of 'AI-proof jobs' do not work — and what does.
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July 13, 2026 · 6 min read
1 in 4 Americans Have Zero Emergency Savings. Here Is What That Means If AI Takes Your Job Tomorrow.
24% of Americans have zero emergency savings and 46% could not cover three months of expenses. Layoffs jumped 58% in 2025. Here is how to think about runway before, not after.
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July 13, 2026 · 7 min read
The Career Resilience Score: Why 'Am I Safe From AI?' Is the Wrong Question
74% of early-career workers say AI is already changing their job. Sentiment flipped net-negative in 2026. Here is why career health needs a single number the way credit does — and how the CRS 300-850 works.
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July 13, 2026 · 8 min read
What Jobs Are at Risk of Being Replaced by AI in 2026? A Task-Level Guide
Forget 'AI-proof jobs' lists. Displacement happens at the task level, not the job title. Here is which occupations show the highest AI exposure in 2026 — and how to measure your own.
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July 15, 2026 · 7 min read
Wearables Can Predict Burnout 14 Days Before You Feel It. Almost No Consumer App Uses This.
Peer-reviewed research shows heart-rate variability, sleep and cortisol patterns predict burnout 2-3 weeks in advance. Here is the science — and why generic wellness apps still cannot act on it.
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July 15, 2026 · 6 min read
Sector Stress: How an Anonymized Layoff Radar Can Detect an Industry Under Pressure Before It Hits the News
Layoffs.fyi and WARN filings are lagging indicators. Aggregated, anonymized self-reports can flag a sector under pressure weeks earlier — if the math is right. Here is how Kyrovo's Sector Stress signal is built and why the k-anonymity floor matters.
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July 15, 2026 · 8 min read
The Future of Jobs 2030: What Actually Changes in the Next Five Years (and What Does Not)
The WEF's Future of Jobs 2025 report projects 22% of jobs will be structurally disrupted by 2030 — 170M created, 92M displaced, net +78M. Here is what the numbers mean for your five-year plan.
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July 15, 2026 · 7 min read
Why One Score Isn't Enough: The Case for Tracking Your AI-Risk Trend
Every free calculator gives you one AI-risk number, once — then forgets you. Anthropic's Economic Index shows task-level AI exposure shifted materially in a single year. A snapshot cannot tell you which way you are headed. A trend can.
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July 22, 2026 · 8 min read
The Silent Layoff Epidemic of 2026: 108,435 January Cuts, and Why Layoffs.fyi Will Never Warn You
January 2026 hit 108,435 announced US job cuts — the worst January since 2009 and up 118% year over year. The bigger story is what the trackers cannot see: stealth PIPs, RTO-as-severance, and quiet no-backfills. Here is the 5-signal early-warning playbook.
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July 28, 2026 · 6 min read
He Knew Before HR Did. Here's What He Noticed.
Five quiet signals that show up weeks before the layoff email — and three moves to make this week if you are seeing them.
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August 30, 2026 · 8 min read
Burnout Is Not a Willpower Problem: What to Check First, and the Real Way Out
Most burnout advice is a downloadable checklist that tells you to sleep more. Here is what actually drives overwork burnout in 2026, the four things to check first, and a 30-day sequence that works for nurses, drivers, teachers, trades, retail and office workers alike.
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