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: […]

Skills-Based Organization: The Framework, Benefits, and Tools to Build One

Categories
Corporate Sustainability, Skills

A skills-based organization plans work, development, pay, and mobility around what people can actually do, rather than around the job title on their offer letter. It’s a structural shift, not a rebrand: instead of a rigid ladder of fixed roles, work gets defined by the skills it requires, and people get matched to it based […]

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 […]

How to Create a Dynamic Skills Taxonomy (Without the Spreadsheet)

Categories
Skills

If you’ve ever tried to maintain a company-wide skills inventory in Excel, you know the frustration. You spend weeks mapping competencies, categorizing proficiencies, and organizing everything into neat columns, only to realize the moment you hit “save” that half your data is already outdated. Welcome to the “Spreadsheet of Doom,” where skills data goes to […]

Skill Gap Assessment: A Framework Built on Verified Data, Not Self-Report

Categories
Skills

A skill gap assessment measures the difference between the skills a role currently requires and the skills the people in that role can actually demonstrate. Most organizations run one every year. Far fewer can say the result reflects reality, because most assessment methods still lean on self-report and manager opinion, two sources research consistently shows […]

Future of Skills-Based Compensation: Dynamic Pay Models

Categories
Pay Transparency, Skills

The traditional salary structure—where your job title determines your paycheck—is quickly becoming outdated. As companies race to attract top talent in an increasingly competitive market, future pay models are emerging that reward what you can do, not just what your business card says. This shift toward skills-based compensation represents one of the most significant compensation […]