The Learning Velocity Filter for Hiring and Self-Assessment
- Difficulty
- Moderate
- Time to result
- ~weeks to results
- Steps
- 6
- Confidence
- —
Ek's single biggest indicator of a high-quality entrepreneur or executive is not skill or knowledge but the ability to learn — specifically, how much someone can learn in a short period of time. His reasoning is structural: if you're solving real problems, you will inevitably face things you know nothing about, and the bar keeps rising. He had to learn copyright law; he had to hire a CFO for a public company having never seen one. Nobody can have experience in all of it. So instead of interviewing for expertise, he observes how people learn: their curiosity, the novel paths by which they accumulate information, and their ability to extract knowledge from people who don't normally share it.
Origin
Extracted from Deep Dive with Ali Abdaal
How to run it
- 1
Reframe the role around decision quality
Ek holds that how successful you are as an entrepreneur comes down to your ability to make high-quality decisions. Define the role by the decisions the person will have to make, not the tools or domains listed on a CV.
Watch out Domain expertise helps you avoid known problems — it does nothing for the unknown ones.
- 2
Observe how they learn, not what they know
Ek says what he often tries to do is observe how people learn and their innate ability to learn. Ask for a recent example of something they had to master fast, and probe the process rather than the outcome.
Pro tip Ask what they'd do on day one if handed a domain they know nothing about.
- 3
Look for novel information paths
Ek is interested in the unusual routes by which people accumulate information — finding a hidden path on some subreddit thread that he can't even work out how they reached. Unusual sourcing signals genuine curiosity rather than trained research habits.
Pro tip Ask where they found the last thing that changed their mind.
- 4
Test extraction from other humans
A second learning channel Ek values: people who are excellent at extracting information from human beings who don't normally like to share their secrets, because everyone feels comfortable around them. Check references for whether people volunteer things to this person.
- 5
Verify innate curiosity in the domain
Ek's linked condition is that you have to do something you're innately curious and passionate about, otherwise you wouldn't have pursued it. Learning velocity collapses when the subject bores the person, so check that the curiosity predates the job.
Pro tip Look for evidence of interest from before there was money in it.
Watch out Passion alone is the fallacy — it enables high-quality decisions, it doesn't produce them.
- 6
Apply the same filter to your own development plan
Ek's own version is to work with a thinker in a field far from his own for a year or two, absorb what they have, then stop and later find someone new — rather than keeping one lifelong mentor.
Pro tip Rotate teachers by the gap you currently have, not by loyalty.
In the wild
Ek uses his own escalating challenges as the argument. He had to learn the intricacies of copyright law to make decisions no adviser could make for him. Later he had to hire a great CFO for a publicly traded company — a fundamentally different challenge from hiring the first person who keeps the books and pays the bills. The bar kept going up, and new challenges arrived constantly. Since it is impossible to have experience in all of these, the only transferable capability is the ability to learn a domain quickly enough to make a good decision inside it.
→ A hiring and self-development lens where learning speed, not prior experience, is treated as the highest indicator of success.
A founder hiring a first operations lead drops the years-of-experience screen. Instead each candidate is asked to describe something they knew nothing about six months ago and now understand well, and to explain exactly how they got there. One candidate lists a course. Another describes tracking down two practitioners on an obscure forum, getting one on a call, and reading the source regulations. The second candidate has both of Ek's channels — novel information paths and extraction from people who don't normally share.
→ The less credentialled candidate is hired on demonstrated learning velocity and handles three unfamiliar domains in the first year.
Common mistakes
Hiring the CV instead of the learner
Expertise only protects against problems that have already been catalogued. Because new and new challenges arrive constantly, a deeply credentialled hire with low learning velocity stalls the moment the role changes shape.
Mistaking passion for the whole answer
Ek calls it a fallacy when people look at successful founders and conclude passion is the mechanism. Curiosity is a precondition for sustained learning, but the output that matters is the quality of the decisions you make.
Keeping one mentor forever
Ek deliberately works with different people at different stages, chosen for a corner of knowledge he lacks, then goes periods with no one. A single long-term mentor caps you at their frame just as your problems change.
From the transcript
“biggest indicator uh is their ability to learn um I don't think it's about skill uh or knowledge because if you solving problems you're going…”
“so what I often time try to do is I try to observe how people learn and their innate ability to learn”
“I'm interested in novel ways that people accumulate information if they find like this kind of hidden path somewhere on this subreddit thread that like…”
From the episode
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Daniel Ek