Insights

Research, thinking, and intelligence from INOP.

Workforce decision intelligence. AI and automation. Compensation analytics. Strategic planning. Written for leaders who need to act, not just read.

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Research

Original research from INOP.

Two reports that establish INOP's thought leadership position, and give leaders the evidence base to make the workforce governance conversation at board level.

Research Report

The Workforce Disclosure Gap

Analysis of 800+ shareholder proposals and Russell 3000 companies. The pattern investors are seeing, and boards are not prepared for.

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Research Report

The Automation Accountability Gap

Co-authored with Edna Elbazar. What AI is actually doing to workforce composition, and why most organisations are measuring it wrong.

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Articles

Latest thinking from INOP.

AI Driven Upskilling: How to Target Investment at the Skills That Actually Matter

AI driven upskilling is the practice of using verified skill data and …

Start With What Matters Critical Role Intelligence as the Entry Point for Strategy Execution

By Hein Knaapen and Aniel Mahabier Years ago at ING, CEO Ralph …

Moving from "System of Record" to "System of Intelligence"

Payroll and records are solved. What's missing is intelligence. Here's why HR …

Predicting AI Automation Risk: How to Audit Your Workforce Skills

Which roles in your organization are already facing automation pressure, and what …

Beyond Generic Labor Market Insights: What They Tell You, What They Miss, and How to Close the Gap

Labour market insights are one of the most powerful inputs available to …

How to Build an HR Analytics Dashboard the C-Suite Actually Uses

Most HR analytics dashboards never get opened twice. They are built by …

Skills Mapping: Benchmarking Your Internal Talent Against External Competitors

You know your org has skill gaps. Skills mapping tells you exactly …

Predictive HR Analytics vs. Prescriptive Analytics: Which Drives Better Decisions?

Your analytics platform flags that 11 employees in a critical delivery function …

What is Pay Parity Meaning? Guide to Achieve Fair Pay & Pay Equity

Ensuring equal pay for equal work goes beyond basic compliance; it is …

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