Neal Zuckerman on what a résumé can’t prove

At a University of Chicago campus tour years ago, a parent asked the head of admissions a question. Their daughter was deciding between an AP class where she might get a B, or a regular class where she would get an A. Which should she take?

The admissions head had an answer ready: “She should take the AP class and get an A.”

Neal Zuckerman was in the room that day with his own daughter. He’s been telling that story to candidates ever since, because it captures what he thinks hiring at places like Boston Consulting Group, McKinsey, and Bain actually rewards. Do the hard thing and do it well, and then prove you did both.

That last part is the problem in 2026. The third Provn Talent Scout webinar spent the hour on it.

“You can’t see working hard in a résumé. You can create the patina of it. But it’s a piece of two-dimensional paper with a bunch of words on it. It’s hard to prove it.”

The five traits that actually matter

Twenty years at BCG, with McKinsey before that. A few thousand conversations with candidates over the past two decades, including clients’ kids and friends’ kids who wrote in asking for advice. The list doesn’t really change year over year.

Work hard. Professional services is grueling, and consulting firms don’t apologize for that.

Accuracy. The work has to be right, and inaccuracies don’t survive long at BCG.

Teams. Consulting is done in groups, which means individual-contributor habits don’t translate cleanly.

Curiosity. Sometimes you’ll work on a media company and sometimes on a mining company in Perth, Australia. If you can’t engage with the problem in front of you, this is not the right career.

Flexibility. Clients will ask for one thing on Monday and a different thing on Thursday, and rigidity punishes you.

“If you don’t have those traits, I don’t care how good you are at solving a problem. You may collapse under the weight of doing this in the real world.”

Why a résumé can’t show them

This is the honest part of the hour. Those five traits predict on-the-job success. A résumé can’t prove any of them.

A résumé lists schools and awards. It doesn’t actually prove you worked hard at the school or that you were a real teammate on a real project. The case study interview, which BCG helped invent four or five decades ago, is a better test, but it’s also not a perfect one.

“I’ve seen many people flame out who worked at BCG because the case study is but one way of showing some things. Someone who bombs a case may be a very talented consultant. Someone who does incredibly well, especially with lots of prep, may not do well in the real world.”

A challenge that requires you to actually do the work, paired with a video walkthrough of how you thought about it, is harder to fake than a résumé bullet or a coached case answer. It gets closer to proving the traits that actually matter.

AI changed the speed, not the traits

The skills are the same, though the tools and the pace are not.

Basic data-gathering work that used to take two to three weeks at the start of a project now takes two to three days, and clients no longer pay for or wait on the slower version. A 12-week strategy engagement is now expected to run in four. The habit of hiding behind a stack of PowerPoint slides is also winding down, replaced by interactive, AI-generated tools that explain themselves.

For candidates, AI fluency has moved from a premium to a basic expectation.

“It is a migration of the same expectation that was put on our parents to know how to use a computer, on our generation to learn the internet, and on this generation to learn AI.”

One caution worth pulling out separately: the tools still make mistakes. They’re not a substitute for judgment. There was a recent Super Bowl ad for an AI research tool that framed the workflow as “run the prompt, go home.” The response to that framing was exact.

“The hammer, it is not the hammer’s fault it didn’t hit the nail. It is your fault it didn’t hit the nail.”

On getting hired when you’re not the obvious pick

The question of what to say to a candidate from a non-traditional background, or someone who didn’t come up through the expected recruiting channel, came up near the end of the hour. The answer started with Jerry Seinfeld.

Alec Baldwin once asked Seinfeld in an interview: who makes it in comedy? Seinfeld answered without hesitating. “It’s the guy who wants it the most.”

The same is true in business. Hiring at top firms is structurally hard, and there are only so many seats. Most of the rejections you’ll receive are form letters. But the dynamic is the same one that governs professional baseball. A batting average of .350 is considered excellent, and that means failing 65% of the time.

“Perseverance is the ultimate enabler for one’s success.”

One thing candidates needed to hear directly: most hiring rejections aren’t personal. They’re the outcome of a process that has to fill a finite number of slots, usually run by people whose primary job isn’t recruiting.

“They can’t take it personally. That’s how they can persevere, knowing it wasn’t vindictive that they weren’t hired.”

The rapid-fire answers

The hour ended with four fill-in-the-blanks.