Workforce Planning Competencies: The Skills Your Team Needs and the Gaps Technology Should Fill

Categories
Skills

Workforce planning competencies are the specific skills a workforce planning function needs to do the job well: forecasting, financial modeling, data analysis, stakeholder influence, and increasingly, AI fluency. This is a different question from what skills the broader workforce needs. It is about whether the people responsible for planning that workforce actually have the capability […]

4 Real-World Case Studies of Skills-Based Workforce Planning Success and Outcomes

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Skills, Sustainable Workforce

What if your organization could predict skill gaps before they become critical bottlenecks? What if you could redeploy talent faster than hiring externally, saving millions while boosting employee satisfaction? These aren’t hypothetical scenarios, they’re real outcomes from companies that have successfully implemented workforce planning case studies centered on skills-based strategies. In today’s rapidly evolving business […]

AI for Internal Mobility: A Guide to Retention, Equity, and ROI

Categories
Enterprise-level Information, Matching, Skills

AI for internal mobility uses skills data and machine matching to surface employees for internal roles, projects, and career paths they’d otherwise never see, before those employees start looking outside the company instead. It’s the layer that turns internal mobility from a program that depends on who knows whom into one that runs on evidence: […]

AI Workforce Impact Measurement: Closing the Gap Between Perceived and Real Impact

Categories
Skills

AI workforce impact measurement is the practice of tracking what AI adoption actually does to workforce output, capability, and risk, using verified data rather than confidence surveys. Most organizations can already tell you how their employees feel about AI. Far fewer can tell you, with evidence, what AI has actually changed about how those employees […]

Skills Assessment Tools: The 2026 Buyer’s Guide for Hiring, Reskilling, and Internal Mobility

Categories
AI and HR, Business, Skills

A skills assessment tool used to mean one thing: a test candidates took before you decided whether to hire them. That definition is now too narrow to be useful. In 2026, the most valuable use of a skills assessment tool is not screening people at the door, it is understanding what your existing workforce can […]