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Company

Revelio Labs

Workforce analytics company that turns data from over 500 million LinkedIn profiles into structured datasets on hiring, headcount, and employment trends.

Current stories

scienceOne report1 publisher

Audit offices with more partners and managers per employee had fewer misstatements

University at Buffalo researchers found that audit offices with a higher share of partners and managers had fewer misstatements across more than 41,000 audits. The association bears on how offices staff teams and on the PCAOB's proposed disclosure of partner and manager involvement.

Publishers:phys.org

Reality

Evidence55
Adoption
Insufficient
Hype gap+15
Incentives
Insufficient
Confidence60
leadershipOne report1 publisher

Oversight costs are sending AI-justified layoffs into reverse

A Harvard Business Review study finds early AI-driven cuts often missed their expected returns and exposed knowledge gaps, while a University of Pittsburgh analysis puts the average market reaction to those announcements close to zero.

Publishers:forbes.com

Reality

Evidence32
Adoption24
Hype gap+34
Incentives55
Confidence37