AI will reshape the work.
See exactly which work — task by task.
SkillsForge deconstructs Japan’s finance, technology and HR markets into 362 live job postings, 3,058 tasks and 1,752 skills.
Turn evidence into decisions: Buy, Build, Borrow, or Bot.
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Skills to build, by investment quality
live from today’s corpusSize = market demand (across roles) · color = investment type · number = quality score.
Refreshed twice a month from Japan’s live job market — finance · technology · HR.
Choose your seat. Act with confidence.
Your hardest hires, ranked
Which roles are genuinely scarce right now, who you're competing with for them — and when hiring is the wrong lever entirely.
Explore hiring insights →A build agenda worth funding
Skills ranked by investment quality: the durable ones worth building, the fast-decaying ones worth renting, and the commodities worth skipping.
Explore skills map →The whole portfolio, one view
Every role's Buy / Build / Borrow / Bot read side by side — and which single system investment unlocks the most AI value across the function.
Explore portfolio view →Evidence that drives better decisions
From hiring difficulty to skills investment and workforce planning — see the signals that matter.
Hiring difficulty
See which roles are hardest to hire and where competition is highest.
Skills investment
Focus on skills with high demand and high investment quality.
Workforce planning
Model readiness and exposure to plan skills and reskilling.
Methodology in the open
The analytical machinery follows published frameworks — Reinventing Jobs (Jesuthasan & Boudreau), The Skills-Powered Organization(Jesuthasan & Kapilashrami) and the SHRM BASK — applied to live Japanese market data. The full methodology, source attribution and data lineage sit one click away inside, because a recommendation you can't interrogate is just an opinion.
The market is already moving. See it.
362 live postings say more about AI's trajectory in Japan than any forecast. Sign in and read them the way your workforce plan needs.
