Aptitude-Problem Match
De-risk hiring by matching demonstrated aptitude to hard problems
- Difficulty
- Moderate
- Time to result
- ~weeks to results
- Steps
- 6
- Confidence
- 95%
Aptitude-Problem Match evaluates candidates by the difficulty of problems they have solved, how they reasoned through them, and whether their skills match the company's current constraints. Exact experience can help, especially when the operating model differs fundamentally, but it does not reliably guarantee outcomes in a new product, team, or market. Interviewers therefore trace candidates' personal contributions, test their ability to reason about an unfamiliar case, and distinguish genuine transferable capability from association with a successful employer. The approach allows relevant contextual requirements—such as broad SMB demand generation versus influence over a fixed enterprise list—without demanding that candidates have already lived the company's exact story. This expands the talent pool while reducing false safety from credentials.
Origin
Kipp Bodnar and Kieran Flanagan developed this hiring rule during Marketing Against The Grain.
Core principles
- 01Experience is evidence, not a guarantee
- 02Aptitude transfers across unfamiliar situations
- 03Relevant problem-solving skills matter more than an exact résumé match
- 04Competitor hiring can create false confidence
How to run it
- 1
Inventory the hard problems
List the consequential problems the new leader must solve during the role's defined horizon.
Pro tip Describe the uncertainty and constraints attached to each problem.
Watch out Do not substitute a list of marketing functions.
- 2
Derive required skills
Map each problem to the judgment, technical ability, collaboration, or execution strength it requires.
Pro tip Separate learnable context from foundational capability.
Watch out Avoid turning every desirable trait into a requirement.
- 3
Probe comparable difficulty
Ask candidates to explain hard problems they personally solved, even when the domain differs.
Pro tip Request the initial state, decisions, trade-offs, and measured result.
Watch out Team-level success can conceal a candidate's limited role.
- 4
Test transfer
Present an unfamiliar but relevant problem and observe how the candidate structures it, requests evidence, and forms a plan.
Pro tip Score reasoning quality separately from domain vocabulary.
Watch out Do not reward confident improvisation unsupported by assumptions.
- 5
Retain necessary context filters
Apply genuinely consequential experience distinctions, such as mass-market versus named-account go-to-market models.
Pro tip Explain why each contextual requirement affects execution.
Watch out Do not let one valid distinction expand into a demand for an exact résumé replica.
- 6
Choose for expected impact
Select the person whose aptitude and skill fit best de-risk the target outcomes.
Pro tip Document why the evidence predicts success in this role.
Watch out Prestige and competitor affiliation are weak substitutes for direct evidence.
In the wild
A founder considers one candidate from a famous competitor and another who solved difficult acquisition problems in a different market. Work-sample evidence shows that the second candidate diagnoses constraints more clearly and adapts faster, so the company hires for aptitude rather than résumé similarity.
→ The company gains a stronger problem solver without relying on false certainty from pedigree.
Common mistakes
Assuming experience guarantees outcomes
Prior exposure may not transfer when the product, authority, resources, and customer behavior differ.
Hiring from competitors by default
Competitor affiliation can narrow the talent pool and encourage imitation without proving individual excellence.
Ignoring meaningful operating differences
Aptitude does not eliminate every contextual distinction; fundamentally different go-to-market systems can require different experience.
Is it for you?
Best for
Startups hiring versatile operators into changing environments where no candidate has seen the exact future.
Not ideal for
Roles where a mandatory license or highly specific regulated expertise is itself the core requirement.
From the transcript
“Aptitude de-risks outcomes more than experience”
“marketing is not rocket science, it is not rocket science.”
“And I think that people miss great candidates”
From the episode
The Ideal Marketing Strategy For Each Stage of Start-Up Growth with Sequoia's CMO Sumaiya Balbale
Sumaiya Balbale