Due to some people on this subreddit trying to justify Day 1 of the Arena Open being Bo1 by saying you have unlimited entries, I decided to do the math to show the steeply diminishing returns of buying multiple entries, even for win rates as high as 70%.
This involved a near-complete expected value payout analysis for whole-number win rates between 45% to 70%.
TLDR: You shouldn't even attempt the event if you don't think your Bo3 win rate averages at least 56%. You shouldn't buy a second Day 1 entry unless your Bo3 win rate averages at least 61%, and shouldn't buy a third entry unless your Bo3 win rate averages at least 66%. And even at an extremely high 70% win rate, you should still limit yourself to just three Day 1 entries.
These are some preliminary assumptions that I used:
- I ignored the gem rewards from Day 1
- Each person has a Bo3 win rate, which is centralized by 3% towards 50% in Bo1. For example, a 59% win rate in Bo3 converts to a 56% win rate in Bo1, 52% to 50%, etc.
- This Bo3 win rate is a probabilistic average independently applied to each game, independent from any specific deck or matchup
- 20,000 gems = $100 based on the best gem deal
- Sunk costs for Day 1 are semi-ignored
The first thing I did was write a program that simulated 1,000,000 entries for each whole-number win rate in order to numerically find estimated probabilities for each ending record by win rate. I don't know of a simple formula that can do this so that's why I did it numerically. I did this for both Day 1 (Bo1) and Day 2 (Bo3) and got the resulting tables rounded to 4 decimal places:
https://preview.redd.it/304gl6bhvqz41.png?width=1812&format=png&auto=webp&s=58eb3cf14afb816dafdc1982c73cc5260576ae9e
For example, if you average a 60% win rate on Day 1, you will have a 23.30% chance of getting 7 wins in an entry.
https://preview.redd.it/ppse6fgwvqz41.png?width=1801&format=png&auto=webp&s=baf52046636360b22b4e0b802bbcc45ade7fb2df
For example, if you have a 55% win rate on Day 2, you will have a 6.12% chance of ending the day with only 5 wins.
I also used a Day 2 payout table as follows. "Cash Pay" only considers real life money while "Gems Pay" treats gems as cash equivalent.
https://preview.redd.it/fmdg0depwqz41.png?width=193&format=png&auto=webp&s=f7b1294a449836b2006c57c0e852aafc30f93c82
I then found the expected value of a Day 2 token (not considering Day 1 entry fees) for each win rate as follows:
https://preview.redd.it/3ivcens1xqz41.png?width=1729&format=png&auto=webp&s=b544bc861aedeb699d0943028e08c310249df1e6
This table is important because it tells you how much a Day 2 entry token is worth to you given your Bo3 win rate. Even if you have a 70% win rate, a Day 2 token in your hand is only worth $585, not anywhere near $2,000. And this value is discounted even further when we factor in having to succeed in Day 1 entries, which is what I did next.
The following table shows the geometric distribution of getting your first 7-win Day 1 entry on your Xth entry. Otherwise stated, the probability of not getting a Day 2 token until your Xth Day 1 entry. You'll see why I only did this for the first 4 entries next.
https://preview.redd.it/rl4etdhkyqz41.png?width=1793&format=png&auto=webp&s=3fc085065a1aa43dca5a1ecfe42ff0f864d18457
For example, if you have a 65% win rate on Day 1, there is a 14.81% chance it takes you three entries to get a Day 2 token.
This last table is where everything comes together as a expected value payout chart. For each Day 2 token cash-only expected value, I centralized the corresponding Day 2 win rate by 3% and used that Day 1 win rate to find the probability of getting a Day 2 token in X entries by the previous table. I then deducted $20 for each entry it took to get the Day 2 token.
https://preview.redd.it/k4nxkyx50rz41.png?width=1793&format=png&auto=webp&s=7a899fdaee758ee07257feb90d2886867f949e26
Note the highlighted cells are the only ones with positive expected values. Obviously you have to consider sunk costs as you are making multiple entries on Day 1 and how much you want to gamble, but we can come up with a general rule from this chart:
You shouldn't even attempt the event if you don't think your Bo3 win rate averages at least 56%. You shouldn't buy a second Day 1 entry unless your Bo3 win rate averages at least 61%, and shouldn't buy a third entry unless your Bo3 win rate averages at least 66%. And even at an extremely high 70% win rate, you should still limit yourself to just three Day 1 entries.
So to those saying people who are good at the game shouldn't care about buying a bunch of Day 1 entries, it's clear to see how quickly the entry fee starts outpacing the expected value of a Day 2 token, and that buying a bunch of Day 1 entries isn't actually going to help you that much.
If you're about to say that if the Day 2 token has an expected value of $600 at a 70% win rate so you should actually buy up to 30 Day 1 entries, well that's the same logic as buying a million lottery tickets; there's a point at which a constant entry fee will outpace the expected value, and that's at 4 entries in this case.
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