Billionaires and Taxes

Some Visualisation on Taxes by Rich

By Harshvardhan in business economics R life thoughts

April 14, 2022

“Wealth inequality is increasing!”, “Rich people don’t pay enough taxes”, “THEY aren’t doing enough” — we have all heard these lines at some point in our life. Salaried people protesting against super-high taxes, college students protesting on behalf of everyone, and, of course, Bernie Sanders.

How much do the super rich really pay? Until now, the answer was unknown — thanks to privacy laws. Recently, tax returns of the super rich was leaked to ProPublica. I thought of exploring the billionaires and their tax rates.


I scrapped data for top 400 wealthiest individuals in US by their income reported to Federal government. Here’s the CSV file for the same.

Download income_taxes.csv

The “income” described in this article is adjusted gross income. To calculate income taxes, we used the IRS definition of “total income tax,” which excludes self-employment tax and a few other non-income taxes that appear on Form 1040. The effective income tax rates we present are weighted averages — that is, the sum of income tax from 2013 to 2018 divided by the sum of adjusted gross income over that period. We updated our figures to reflect any amended filings or audits in our database.

Average Tax Rates for Richest 400 Americans

There’s high variance in high income earners. The general trend hints at lower income tax rates as the income increases. Note that the x-axis scale is in \(\log(x)\). That means, the actual income is \(10^x\).

This is rather difficult to read. Let me separate it into a grid.

Sector-wise Average Taxes Rates for Richest 400 Americans

Who Paid The Highest Tax?

I calculate total taxes paid in five years as fives times average income times average effective tax rate.

Taxes vs Income

The “average” hides a lot of information. I want to compare total taxes in last eight years vs total income in last eight years.

Highest Effective Tax Rates

Table with “Name Withheld” removed.

Average Tax Rates by Sector

Heirs with financial business have the highest average income. People from manufacturing pay the highest federal taxes.

Curious Case of Name Withheld

I have no clue what that means. The original article gives no explanation on what that means.

Posted on:
April 14, 2022
105 minute read, 22277 words
business economics R life thoughts
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