False Positives and False Negatives
A mental model that examines decisions through the lens of false positives (undeserved outcomes) and false negatives (missed deserved outcomes). By abstracting arguments to these two types of errors, it clarifies disagreements in areas such as social policy, personal risk-taking, and even jetlag management.
THE IDEA
SOCIAL SERVICES
Some people think social services should be expanded to give more help to vulnerable people. Others think social services should be cut to save money and stop encouraging laziness. Is there logic in either of these arguments? Does logic support one over the other?
One logical approach is to abstract these arguments down to the bare bones of false negatives and false positives. A false negative in this case is someone who deserves help but doesn’t get it; a false positive would be someone who doesn’t deserve help but does get it. Then the following implications become logical:
• If you care more about false negatives than false positives you will believe in expanding social services.
• If you care more about false positives than false negatives you will believe in reducing social services.
This is a simplification of the argument, but in performing this simplification we gain some clarity about the difference between those positions, and we see that a person who cares more about false negatives is simply never going to reach agreement with a person who cares more about false positives. In that situation the key would be to change someone’s mind about that core principle rather than anything else.
False positives and false negatives turn out to be at the heart of many other disagreements. So in this case not only does the abstraction clarify the argument, but helps us make a connection with other arguments too.
For example, a much shared motivational mantra for life is that you’re “less likely to regret doing something and failing than not doing it and never knowing”. This is supposed to encourage us that it’s better to do things we perhaps shouldn’t have done (false positive) than not do something we should have done (false negative). In fact, I rather like the line of the prayer that laments “We have left undone those things we ought to have done and we have done those things we ought not to have done”: both false negatives and false positives.
This approach also helps me deal with jetlag: I have learnt that I am better at staying awake when I’m tired (false positive) than going to sleep when I’m wide awake (false negative). Thus a better strategy for me to deal with jetlag is to undersleep in advance, knowing that when I arrive I can stay up when necessary and then be so tired at night time that I’m bound to fall asleep. Whereas some people are not so good at the false positive, so it’s better to be well slept in advance, and then sleep even more upon arrival. The logical implications are these:
• If you’re better at staying awake tired than falling asleep not tired you should deprive yourself of sleep in advance of crossing time zones.
• If you’re better at falling asleep not tired than staying awake tired you should sleep well in advance of crossing time zones.
It might seem surprising that dealing with jetlag could have anything in common with an argument about social services, but this is one of the powerful aspects of abstraction, when it makes connections between apparently unrelated situations and thus makes more efficient use of our limited brain power. In Chapter 11 on axioms we will discuss how to use abstraction to uncover more of our own personal fundamental beliefs.
When to use it
Analyzing political arguments about welfare or healthcare expansion to uncover underlying values.
Deciding whether to take a career risk by weighing the cost of failing (false positive) vs the cost of not trying (false negative).
Personal productivity: choosing between doing extra tasks (possible waste) vs missing important ones (missed opportunity).
Medical screening: balancing false positives (unnecessary anxiety) and false negatives (missed diagnosis).
FROM THEORY TO EVERYDAY LIFE
In practice
Social Services Debate
Abstraction of social policy debate into false negatives (deserving not getting) vs false positives (undeserving getting). It shows that disagreement stems from different weighting of these errors.
Regret and Risk
The motivational saying 'less likely to regret doing something and failing than not doing it' is reframed as preferring false positives (action) over false negatives (inaction).
Jetlag Management
Personal jetlag strategy based on whether one is better at staying awake tired (false positive) or falling asleep when not tired (false negative). Two opposite strategies derived.
A MOMENT TO REFLECT
Put it to work.
Think of a heated debate you've been in. Can you reframe it in terms of false positives and false negatives? What does that reveal?
Consider a risky decision you made. Were you more afraid of a false positive (wasted effort) or a false negative (missed opportunity)?
How does your personal tolerance for false positives vs false negatives influence your everyday choices?
CONTINUE THE CONVERSATION
Source texts
- The Art of Logic How to Make Sense in a World that Doesn’t (Eugenia Cheng)