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.

Why Traditional Job Descriptions are Dying (And What Replaces Them)

The rigid, static job descriptions of the past are rapidly giving way …

Financial Scenario Planning: Stress-Testing Your Compensation Strategy

Why Most Compensation Strategies Break Down Under Pressure What would happen to …

Skill Gap Framework: The Structure Behind a System That Actually Works

A skill gap framework is the underlying structure that turns skill gap …

Most organizations know they have skill gaps. Far fewer know what those …

Types of Human Capital Risk: A Complete 2026 Guide for Organizations

Why Human Capital Risk Is the Threat Most Companies Underestimate What if …

AI Automation Bias: What It Means for Workforce Decisions

AI automation bias is the tendency to over-trust an AI system’s output …

Workforce Risk Management: How to Predict & Prevent Talent Failure

Most companies insure their servers, their buildings, and their supply chains, but …

Headcount Forecasting: Using Data to Predict Future Business Needs

Most organizations discover their headcount problems after they have already paid for …

Labor Cost Optimization: The Shift to Agile, Skills-First Operations

When budgets tighten and revenue targets slip, what’s the first lever most …

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