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Trust the Process

Off topic
Why process is king - don't be swayed by short term results

“For me, it's not so important to become world champion. I always wanted to become the best player in the world.” Ding Liren.

As the World Chess Championship is over, it is now time to reflect and analyze. One winner, one loses. We always tend to think that the winner must have done things correctly and the loser incorrectly. We need to take a step back

The process

In 2013 Sam Hinkie, the general manager of the basketball team Philadelphia 76ers started a multi-year rebuild. Crazy in the world of sports where short terms results trump everything eventually he got fired and wrote an open resignation letter that became viral extolling the virtue of sticking to a process-driven long-term strategy.

If you have some time, I'd recommend brewing a large cup of tea and reading it. This will be 100x more valuable time than a broetry Twitter thread from a productivity expert.

Link to Sam Hinkie's resignation letter

What does science says?

Meta-analysis of published articles finds that “ Process goals had the largest effect on performance (d = 1.36) compared to performance goals (d = 0.44) and outcome goals (d = 0.09).”

Short-term results are dominated by variance

[this paragraph is from a previous post but fits nicely in this discussion]
I think most people and especially amateurs play way too little. I appreciate that life gets in the way, but you must make sure that you don't draw incorrect conclusions from a small sample size. I ran the numbers in the following scenario: let's say a dedicated improver has increased his true chess strength by about 50 Elo with diligent hard work. They go to their local weekend tournament where they face opposition with similar published ratings. With a 50 points advantage in true strength, we expect a 50 points Elo rise, but the probability of not winning any Elo through variance alone is 45% over one million simulations. For a 9-round tournament, the probability drops to 37% which is still significant. Needless to say, this can feel very demoralising to work hard, increase in strength and play good chess but have a poor tournament. Very tempting to drop a successful training programme with no basis because of bad variance.

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

Why Trust the process?

Well, there's really no other alternative.
You always have a process, even if that process is 'headless chicken mode', or ‘I just do whatever I feel like whenever I feel like’.

Process is the only thing in your control. Not results. Not even performance! Some days you just play badly. But your mindset and processes is always in control.

And trust your own process.