The more extreme the outcome, the larger luck’s role
Repeated, everyday outcomes like annual pay are mostly predictable from lasting differences between people. One-shot, compounding outcomes like a startup exit or great wealth are mostly luck.
- Literature
- High Consistent across data on how outcomes are spread, persistence studies, field experiments and theory.
- Simulation
- Agrees. In every one-at-a-time variant, wealth was much more luck-driven than earnings.
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The literature review calls this its most robust pattern: luck’s share is smallest for averaged, repeated, bounded outcomes (annual wages, whether a small business survives) and largest for one-shot, multiplicative, unbounded outcomes (the value of a startup exit, extreme wealth).
What the research shows
- Across 22,004 venture-backed companies, the average founder received $5.8 million at exit, yet “almost three-quarters of entrepreneurs receive nothing at exit and a few receive over a billion dollars” (Hall & Woodward 2010). Judged by the average, founding a startup looks attractive; judged by the typical case, it looks like a losing bet.
- About 55% of venture-backed startups from 1985–2009 were shut down at a loss, and only about 6% returned more than five times the investment; those few supplied roughly half of all returns (Kerr, Nanda & Rhodes-Kropf 2014).
- Random early boosts given in real funding, endorsement and reputation systems led to more success later: arbitrary early luck can compound (van de Rijt and colleagues 2014).
What the simulation adds
The simulation lived the same people’s working lives twice, with the same talent, effort and background but completely new luck. Only 7.75% of those in the top 1% in one life were in the top 1% again, and 18.2% ended below the median. Yet that is still far more than pure chance (1%), because talent raises the odds. “Mostly luck” and “strongly selected on talent” are both true of the very top.
The gap between earnings and wealth comes from the large wealth events in the model (risky opportunities, windfalls and losses), whose settings are assumptions. With all of them switched off, the three traits explain 60.9% of the variation in wealth.