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A simple simulation and vizualization: what contributes to our success?

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What does it take to succeed?

There is no clear answer to this question. Some studies suggest that intelligence is a factor in success, but it is not the only one. According to a BBC article, multiple psychological factors contribute to feats of creativity and insight.  On the other hand, a Scientific American article suggests that luck and opportunity may play a far greater role than we ever realized, across a number of fields, including financial trading, business, sports, art, music, literature, and science.

While it is difficult to run a social experiment on it, we can run a simulation to find out more. We implement a simple python program to test. We start with the following:

  • A population of 1000 sims, with IQ between 0 and 1 in normal distribution.

  • Each sim has 100 to start with

We run 40 rounds of "life events". In each turn, just like monopoly, a sim would get 100 in the first 20 rounds.  In each turn, a sim could be lucky, unlucky or so-so. A lucky event is one in which the sim gets an amount of 100 x IQ.  That is the smarter you are, the more you get. A sim might be unlucky in which the sim loss 50% of the amount it owns. A so-so events is like normal daily life, nothing happens.

We plot the results of the wealth distribution as a histogram. Very few sims get to the wealth level of 2000+. Wealth of most sims skews to the left, which is similar to real life. wealth histogram We plot these two against wealth levels. Clearly, higher IQ does not always guarantee more wealth/success. Even some of the slightly lower IQ sims are doing OK. IQ vs Wealth Next we try to see what role does luck holds? It is a bit more clear and the trend could be easily spotted. The luckier the sim, the more wealth the sim got, in general luck vs wealth If we zoom in to the last 5 rounds, the effect is even more prominent. It became very obvious that luck plays an important role.  last 5 rounds In addition, another factor is the sequence of events. If a sim has a series of unlucky events happening to it, this hugely impact its wealth level. 

So, what is the take away?

  • Don't do stupid things. 
  • Try to maximize your luck. How?
    • meet new people, goto new places.
    • Be curious about life, explore, learn.
    • Be optimistic, avoid people who would drag you down.
  • preliminary results shows a basic income for all the sims could help some of the unfortunate ones, more work needed on this later.

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