SHRM26 Debrief · Talent Management & Acquisition · #2956

The Art and Science of the Interview - Navigating Pay Transparency, AI Bias, and other Hiring Landmines

with Lauraine Bifulco

▶ Watch on the SHRM portal ~78 min, distilled

Protected characteristicsInterview compliancePay transparency

"It is a lot easier from a legal perspective and a liability perspective to rescind a job offer to someone than to have to terminate someone who you've already hired."

What it was about

Compliance has seeped into every part of hiring: protected categories, pay transparency, Ban the Box, and now AI hiring tools each carry a growing patchwork of state and local laws. HR must train frontline managers and supervisors, not just HR staff, on these landmines, because they're usually the ones actually conducting interviews.

By the numbers

upwards of two and a half times somebody's salary

total cost of a bad hire including soft costs (morale, productivity, customer dissatisfaction)

37 states and over 150 cities and counties

jurisdictions with various forms of Ban the Box laws

over 20-something years

length of prison sentence served by a security-guard hire whose past conviction fell outside the legal background-check look-back period

Key notes

Go back to work and train your frontline supervisors and managers on interview compliance, since they usually have final hiring authority and the least HR/legal training.
Never ask questions that directly or indirectly elicit protected-category information (marital status, birthplace, religion, age, disability, sexual orientation) — use compliant alternatives, e.g. ask about ability to perform essential job functions rather than asking about disabilities directly.
Do not write down protected-category information a candidate voluntarily discloses; redirect the conversation and, if recording, verbally state that the disclosed information won't be considered so it's captured on the record.

The contrarian takeThe speaker argues that despite mounting legal complexity, AI will never fully replace HR professionals — the job is becoming 'permanent employment' because compliance demands specialized human judgment that keeps growing rather than shrinking.

Take this back Monday

Do this for your team

Send frontline supervisors a one-pager on banned interview questions (marital status, age, disability) before their next candidate interview.

Say this in your next leadership meeting

Our biggest hiring compliance risk isn't HR — it's frontline managers running interviews without training on pay and disability laws.

Watch out for

Asking interview questions that elicit protected characteristics (e.g., 'Are you married?', 'Where are you from?', asking about religion, disability, or graduation year).
Assuming using a recruiting agency, headhunter, or third-party AI tool shields the employer from discrimination liability — it does not, since they act as the employer's agent.
Writing down or retaining notes on protected-category information a candidate voluntarily discloses during an interview.

Fun fact · Lauraine Bifulco

She sits on the California Small Business Administration board, co-chairing its Labor Issues committee.

If this landed, see these

↳ Go deeperAn Employment Lawyer’s Top 10 Reasons Why Employers Get Sued by Employees (And How To Prevent Them All)!Interview landmines are one item on a longer top-10 list of how sloppy hiring turns into a lawsuit.⇄ The counterpointHR + Cybersecurity: Partnering to Protect Hiring Integrity and Workforce TrustUntrained interviewers are a real risk, but this session says deepfake candidates are the bigger threat nobody's training for.✦ The unexpected oneThe Brain-Healthy Workplace: A New Imperative for HR LeadersSame fix, different topic: cheap manager training beats compliance risk here and brain-health risk there.