Myth: Removing Names Is Enough to Stop AI Bias

Myth vs factOne graphicChatGPT

By Robert Breen · Published October 1, 2026 · From the free lesson Turn an Interview Debrief into a Scorecard and a Candidate Follow-Up (Recruiting & HR)

Myth vs fact: hiding names helps, but bias comes through other details. Job-related criteria and evidence for each score do more.

The guide in text

The myth

Removing names is enough to stop AI bias.

The fact

It helps, but bias can come through other details, like gaps in work history, schools or phrasing. Job-related criteria and evidence for each score do more than hiding a name.

From the Stepthrough AI glossary: AI bias

The full definition: What is AI bias? in the AI glossary, with an example from a free lesson, common confusions and tips.

Businesses and people in the examples are made up. The steps, screens and wording come from the free lesson and the Stepthrough glossary and prompt library.

Do it yourself, free

Turn an Interview Debrief into a Scorecard and a Candidate Follow-Up (Recruiting & HR). Turn the transcript of an interview panel's debrief into a scorecard against the role's must-haves, the decisions, action items with owners and dates, and a follow-up email to the candidate. You do every step yourself in a practice copy of ChatGPT, it checks your work as you go, and “Do it for me” finishes any step you get stuck on. Free, and nothing touches your real accounts.

Start the free lesson

Or read the full step-by-step guide

Plain-English definitions, each with an example from a free lesson.

AI bias Action items AI summarization Candidate experience Context window File upload (in an AI chat)Interview debrief Interview scorecard

The full AI glossary

Action items table prompt: Paste a meeting transcript or rough notes and get a table of every task, owner and due date, with "Not stated" wherever nobody…
Interview debrief agenda prompt: Plan a short interview debrief that goes must-have by must-have, keeps the talk on job evidence and ends with a decision, owners…
Interview scorecard prompt: Turn interview notes or a debrief transcript into a scorecard: each must-have rated with a quote as evidence, gaps marked Not…
Meeting agenda prompt: Turn a list of topics into a timed meeting agenda where every item has an owner, a question to settle and minutes that add up to…

All free prompt templates

From the blog

Interview Debrief Template: Run It Fair, Then Score It

An interview debrief template for small teams: a must-have-by-must-have agenda, how to park off-topic comments, and a ChatGPT prompt for the scorecard.

Oct 1, 2026 6 min read

How to Ask ChatGPT for a Table (Prompts That Work)

Ask ChatGPT for a table by naming the columns and saying what goes in an empty cell. Three work prompts: action items, a promise check and a scorecard.

Oct 1, 2026 6 min read

Is It Safe to Paste Client Emails into ChatGPT?

Is it safe to put client data in ChatGPT? A practical checklist: what to remove first, which plan settings to check, and the rules your industry points to.

Oct 1, 2026 6 min read