Skill vs. Luck: Analyzing Probability in Stock Picking and Portfolio Management

  • Thread starter uni412
  • Start date
In summary, Nassim Nicholas Taleb discusses the concept of luck and skill in the book "Fooled By Randomness". He explains that even a completely luck-based process, such as picking stocks, can result in impressive track records for some portfolio managers. However, Taleb argues that the size of the pool of managers can affect the perception of luck versus skill. This is because a larger pool increases the likelihood of extreme values, making it harder to differentiate between luck and skill. This concept can be understood mathematically by considering the expected number of "lucky" individuals in a small pool versus a large pool.
  • #1
uni412
3
0
Hi, I am reading the book "Fooled By Randomness" by Nassim Nicholas Taleb and ran into what I think is a statistics/probability question. In the book Taleb is talking about how even if the process of picking stocks was completely based on luck (ie. in a given year there is a 50% probability of earning money) some portfolio managers would accumulate very impressive track records just by luck. So if there are 10000 portfolio managers 312.5 would earn money 5 years in a row (10000*.5^5). He then says that if there was an initial population of 10 managers and 1 earned money 5 years in a row he would be much more likely to give money to/believe in the skill of that manager than if there was an initial population of 10000 managers and 1 came to him boasting 5 years of positive returns. Why would the size of the pool of portfolio managers change the probability that an individual managers performance was caused by luck rather than skill? How does Taleb's claim make since mathematically?

Thanks a lot for your help
 
Physics news on Phys.org
  • #2
Because if you use a bigger sample size, there will be more extreme values. Say that you and your friend were tossing coins and guessing the outcome (assume that it is a symmetric game), if your friend guesses right 10 times in a row, you may find it more impressive than if there was 100000 of you playing the game and someone did that.

It is to do with expected number of people that will get "lucky", in a small pool the expected number of "lucky" people is much lower than at a large pool. Say you have 0.001 chance of getting "lucky" then, you would expect in a group of 10, 0.01 to get lucky, but a group of 10 000 you would expect 10 to get lucky.
 

1. What is the "Skill vs. Luck Problem"?

The "Skill vs. Luck Problem" refers to the ongoing debate in research and decision-making on how much of an outcome is a result of skill and how much is due to luck. It is a complex problem that has implications in various fields such as sports, finance, and gambling.

2. How do scientists determine the balance between skill and luck in an outcome?

Scientists use statistical methods and analysis to determine the relative contributions of skill and luck in an outcome. They often use data from past performances or events to make comparisons and draw conclusions.

3. Can skill and luck coexist in an outcome?

Yes, skill and luck can coexist in an outcome. In many cases, skill and luck work together to produce a successful outcome. For example, a skilled athlete may also have a lucky break during a game that leads to a win.

4. Are there any strategies for mitigating the impact of luck in an outcome?

Yes, there are strategies that can be used to minimize the impact of luck in an outcome. For example, in sports, teams may focus on developing their skills and strategies rather than relying solely on luck. In finance, diversifying investments can help mitigate the impact of luck on a single investment.

5. How does understanding the "Skill vs. Luck Problem" benefit society?

Understanding the "Skill vs. Luck Problem" can help individuals and organizations make more informed decisions. By knowing the balance between skill and luck in a particular situation, people can better manage their expectations and minimize the risk of relying solely on luck. This can ultimately lead to more fair and just outcomes in various areas of society.

Similar threads

  • General Discussion
2
Replies
46
Views
3K
Replies
2
Views
863
  • Sci-Fi Writing and World Building
Replies
7
Views
983
Replies
20
Views
9K
  • STEM Academic Advising
Replies
6
Views
1K
Replies
42
Views
6K
Replies
2
Views
1K
  • STEM Academic Advising
2
Replies
66
Views
14K
  • General Discussion
Replies
9
Views
5K
  • STEM Academic Advising
2
Replies
38
Views
24K
Back
Top