Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Clarify Gini coefficient #16

Open
zhxie opened this issue Jul 15, 2024 · 4 comments
Open

Clarify Gini coefficient #16

zhxie opened this issue Jul 15, 2024 · 4 comments

Comments

@zhxie
Copy link
Contributor

zhxie commented Jul 15, 2024

The Gini coefficient is 0.6132, indicating a slight imbalance in analytics. But in my education, a coefficient of 0.6 is generally considered relatively high. I also asked ChatGPT and found that a Gini coefficient below 0.3 is indicative of low inequality, while above 0.4 suggests high inequality.

@cesaregarza
Copy link
Owner

You're not wrong, a gini coefficient of 0.61 is definitely extremely imbalanced and in economics would be considered among the worst in the world for income inequality.

I made the decision to slightly bias the interpretation of the gini coefficient on the website to reduce the amount of panic players might exhibit. I don't really have a justification for this, and I might change the values to be more reflective of reality.

@zhxie
Copy link
Contributor Author

zhxie commented Jul 17, 2024

Okay, I also calculated the Gini index of Splatoon 2 X rankings after the final update before the release of the 3, and found that the value is 0.6775, even larger than the 3.

In my mind, weapons in the 2 are more balanced than the 3, so maybe the Gini index cannot prove something that I thought.

@cesaregarza
Copy link
Owner

I wonder how much it’s being affected by the zero usage weapons. I had considered calculating gini throughout the history of the game before, I’ll probably move that up. I’ll also ask top players what they felt the most balanced meta was and calibrate the interpretation based off of that.

@zhxie
Copy link
Contributor Author

zhxie commented Jul 17, 2024

Yes, I also did a further look into that. I added weapons with zero usage and merged Hero/Octa Replicas with the original ones. The calculated Gini index is larger than 0.7.

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
None yet
Projects
None yet
Development

No branches or pull requests

2 participants