Equity Audit Pitfalls

Equity Audit Pitfalls

When an Equity Audit Turns into a Blame-Game: How to Stop It

You've seen it happen. A well-intentioned equity audit starts with surveys, focus groups, and data pulls. Then someone shares a preliminary finding—sa...

Equity Audit Pitfalls

What to Fix First When Your Equity Data Reveals Uncomfortable Truths

When the equity audit report lands in your inbox, your stomach drops. You see the numbers — a 23% pay gap for women in engineering, or promotion rates...

Equity Audit Pitfalls

Choosing the Wrong Benchmark Without Realizing It Derails Your Audit

You run the regression. You adjust for legitimate factors. The p-value sparkles. But the result is garbage—because you used the faulty benchmark. It i...

Equity Audit Pitfalls

When Your Equity Audit Unearths Data You Weren’t Ready to Defend

You commission an equity audit expecting pay gaps, maybe a few diversity blind spots. Instead, the data shows something worse. Something that could la...