Accurate Odds Assessment
Having a realistic estimate of success probability helps determine how much risk to take. The story of Norm Brodsky illustrates the danger of overconfidence, while Ben Horowitz's contrasting view is also discussed.
THE IDEA
AN ACCURATE PICTURE OF THE ODDS HELPS YOU DECIDE HOW MUCH TO STAKE ON SUCCESS
Over the course of the 1980s, entrepreneur Norm Brodsky built a $30 million messenger company called Perfect Courier. To grow even faster, he decided to acquire a competitor, an ailing messenger company called Sky Courier. He infused Sky Courier with $5 million from Perfect Courier to help turn it around. But that wasn’t enough to save it. So he put another $2 million in. When that still wasn’t enough, he put in some of Perfect Courier’s credit as well. Brodsky knew he was effectively wagering one of his companies on his ability to fix the other, but he wasn’t worried. “It never crossed my mind that I might not be able to make Sky Courier successful,” he said.
Unfortunately, Brodsky was soon dealt two unlucky blows, one after the other. First came the stock market crash in October 1987. That ate up a lot of his business. Second was the rapid rise of the fax machine. Who needs a courier service to send important documents when you can simply pop them into a fax machine instead?
By the following autumn, Sky Courier had collapsed, taking Perfect Courier down with it. The most agonizing part, for Brodsky, was having to lay off thousands of employees. Ruefully, he realized: “I’d taken a lovely, secure, profitable business and destroyed it by exposing it to a level of risk it never should have faced.”
Venture capitalist Ben Horowitz argues, in The Hard Thing About Hard Things, that there’s no point in thinking about your odds of success when building a company. “When you are building a company, you must believe there is an answer and you cannot pay attention to your odds of finding it. You just have to find it,” he writes. “It matters not whether your chances are nine in ten or one in a thousand; your task is the same.”
But even if the immediate task is the same, that still leaves two critical questions: How much you should be willing to gamble on your ability to succeed at that task, and whether the goal is worth pursuing at all compared to other options. A 9 in 10 chance of success and a 1 in 1,000 chance call for different assessments of exposure. Neither probability alone tells you how much to stake: the payoff, potential loss, and consequences of losing also matter.
Estimates also help compare goals. The source gives a stage-acting illustration: out of roughly 49,000 Actors’ Equity members, about 17,000 obtained acting work in a year, with median annual acting earnings of $7,500 among those who worked. These undated figures illustrate why relevant base rates matter; they are not current career statistics or a complete estimate of an individual’s prospects.
The self-belief approach embodied in advice like Horowitz’s actively discourages this kind of realistic risk assessment. It treats the path in front of you as the only one that exists, making it impossible to ask, “Is this goal worth the risk?” or “Are there other goals with less risk and equal or greater reward?” Galef compares this framing with William James’s hypothetical of a climber facing a leap. Her objection is that real decisions may include alternatives excluded by the story, such as retreat or waiting for help when those are feasible. Before treating a goal as the only path, ask which alternatives actually exist.
That leaves a psychological challenge: If you have an accurate picture of the odds, how do you keep from getting discouraged? How do you motivate yourself to give it your all, while knowing there’s a significant chance your “all” won’t be enough in the end?
When to use it
Choosing a career path or deciding to switch fields.
Evaluating whether to start a new business or invest in an existing one.
Deciding how to allocate time and resources between a high-risk, high-reward project and a stable, lower-risk option.
Assessing the potential of a medical treatment or lifestyle change with known statistical outcomes.
Evaluating whether to invest personal savings into a startup with uncertain prospects
Deciding how much time and money to allocate to a new product launch with known market risks
Assessing whether to double down on a failing project or cut losses based on updated odds
Choosing between pursuing a high-risk/high-reward career path versus a safe, sustainable option
FROM THEORY TO EVERYDAY LIFE
In practice
The Stage Actor's Career Odds
Galef cites an illustration involving 49,000 union stage actors, of whom 17,000 obtained acting work, with median annual acting earnings of $7,500 among those who worked. The article does not date the figures. They show the kind of base-rate information to investigate, rather than settle a person’s career choice.
William James's Mountain Leap
Galef critiques a hypothetical associated with William James in which a climber must leap or die. She asks whether treating a decision as having only one possible path can obscure alternatives. Whether retreat or rescue is available depends on the actual situation.
Norm Brodsky's Perfect Courier and Sky Courier
Brodsky, confident in his ability to turn around Sky Courier, poured $7 million plus credit into the failing competitor despite knowing the risks. The stock market crash and the rise of fax machines led to the collapse of both companies, teaching him the cost of ignoring the actual odds.
A MOMENT TO REFLECT
Put it to work.
What are the objective base rates for success in your current primary goal? How do they compare to your subjective estimation?
Are you considering alternative paths that might have a better risk-reward ratio, or are you locked into a 'one true path' narrative?
Is the expected value of pursuing your current goal worth the time, money, and opportunity cost, given a realistic assessment of the odds?
When faced with a high-stakes decision, how do you accurately assess the odds without becoming discouraged?
What personal or professional resources would you be willing to stake on a venture with a 1 in 10 chance of success?
How can you balance the need for optimism with a realistic view of the probability of failure?
Often confused with
References
- The Will to Believe — William James (1896)
- The Hard Thing About Hard Things — Ben Horowitz (2014)
CONTINUE THE CONVERSATION
Source texts
- The Scout Mindset (Julia Galef)
- The Scout Mindset (Julia Galef)