Power-Law Venture Selection
Back undeniable outliers pursuing outcomes large enough to transform a fund
- Difficulty
- Expert
- Time to result
- ~ongoing to results
- Steps
- 6
- Confidence
- 99%
Venture returns follow a power law: a small number of extreme winners generate most of a portfolio's value. The selection process must therefore begin with the possible magnitude of the outcome, not simply whether a company can become profitable or return three to five times the investment. Investors identify enormous markets, study how those markets could change, and seek founders whose ambition and unusual capabilities match the opportunity. Because transformational ideas often appear insecure, expensive, or out of consensus at inception, conviction must come from sustained study rather than popular agreement. Once the market, thesis, and founder align, the investor backs the company with enough capital and patience for compounding to matter. The goal is not a high count of acceptable investments but meaningful ownership in rare outliers.
Origin
Extracted from Masters in Business, where Brad Gerstner described the lesson he wished he had understood at the start of his venture career.
Core principles
- 01A few spectacular outcomes drive venture returns.
- 02A merely good company may be an unsuitable venture investment.
- 03Large markets create room for fund-changing outcomes.
- 04Audacious founders pursue transformations others consider implausible.
- 05Contrarian conviction must be earned through study.
- 06Exceptional companies require patience over long periods.
How to run it
- 1
Start with outcome size
Estimate how large the company could become if its mission succeeds. Require an outcome capable of materially affecting the fund rather than settling for a respectable small business.
Pro tip Work backward from the return the fund needs and the ownership it could realistically maintain.
Watch out A probable three-times return may distract from rarer but vastly larger opportunities.
- 2
Choose a massive market
Determine whether the company targets a market large enough to support extraordinary revenue and value creation. Consider how technology could expand or redefine that market.
Pro tip Look for structural shifts that make tomorrow's market larger than today's category estimates.
Watch out A talented founder cannot manufacture unlimited scale inside a permanently narrow market.
- 3
Find an undeniable outlier
Evaluate whether the founder has exceptional ambition, insight, resilience, and capacity to recruit others. Look for someone seeking to reshape an industry rather than improve it marginally.
Pro tip Compare the founder's demonstrated behavior with other category-defining builders.
Watch out Charisma without sustained execution is not outlier evidence.
- 4
Study the contrarian thesis
Investigate why informed investors currently reject or underestimate the opportunity. Build a specific view of how present objections could become future advantages.
Pro tip Write down what must change for today's consensus to be wrong.
Watch out Being unpopular does not make a thesis correct; independent evidence is essential.
- 5
Back with conviction
When market size, founder quality, and the researched thesis align, invest enough for success to matter. Continue supporting subsequent rounds when evidence strengthens.
Pro tip Preserve ownership in the rare companies that validate the thesis.
Watch out Over-diversifying can dilute the impact of the winners the strategy is designed to find.
- 6
Give compounding time
Allow the company to develop through uncertainty and temporary disagreement. Reassess the thesis using operating evidence rather than expecting immediate validation.
Pro tip Distinguish slow realization of a sound thesis from evidence that the thesis has broken.
Watch out Transformational outcomes rarely happen fast or with continuous outside agreement.
In the wild
Altimeter invested in Snowflake when it was pre-revenue, had roughly ten beta customers, and was valued around $170 million. The founders intended to rebuild the Oracle database for the cloud by separating storage and compute. Many experienced enterprise investors passed because cloud systems were considered less secure, slower, and more expensive.
→ Altimeter invested in subsequent rounds and owned approximately seventeen percent when Snowflake went public.
A software company projected to reach only thirty or forty million dollars in revenue might become a sound business, but it lacks the scale required by a power-law venture strategy. The framework directs attention instead toward founders pursuing category-defining outcomes in enormous markets.
→ Investment capacity remains available for companies capable of transforming portfolio returns.
Common mistakes
Optimizing for modest multiples
A portfolio of apparent three-to-five-times opportunities can still underperform because venture losses require exceptional winners.
Confusing ambition with evidence
A world-changing mission must be supported by founder capability, market structure, and a researched thesis.
Demanding immediate consensus
Waiting for universal agreement often means waiting until the exceptional return opportunity has disappeared.
Is it for you?
Best for
It is best for venture investors seeking fund-level returns from a small number of transformational companies.
Not ideal for
It is not ideal for investors who require predictable cash flows, low dispersion, or quick realization of gains.
From the transcript
“Power law, power law, power law.”
“The truth is in venture you have to play for spectacular outcomes.”
“So study hard, look for the really big outcomes, find people who are undeniable outliers working in those areas, and back them.”
From the episode
Brad Gerstner on Tech Investing
Brad Gerstner