Money

Visualizing the Shifting Income Distribution of American Jobs

Published

7 years ago

February 2, 2017

Jeff Desjardins

When we talk about the money that the “average” American worker makes, we are usually referencing a “median” or “mean” income statistic.

While this number can be useful in many different contexts, it can also be extremely limiting. The reality is that there’s a very wide range of incomes out there, even within a particular type of industry. Some people can barely make ends meet, and others make millions of dollars more.

To view income distribution through a wider lens, data visualization expert Nathan Yau has created an interactive chart that breaks down millions of data points into just 50 dots per industry. The dots are visualized on a scale from $0 to $200k+ and binned in $5,000 increments. Data is also adjusted for inflation.

Income Distribution by Industry in 1960

Here’s a snapshot showing what income distribution looked like 57 years ago for a variety of broad industries:

Income Distribution in 1960

Generally speaking, many of the ranges are on the lower side of things and tend to have data points clustered around the “middle” of each distribution.

Income Distribution by Industry in 2014

Fast forward to 2014, and nearly every income bracket has expanded out.

Income Distribution in 2014
In many of these professions, workers are now making more money – this is good news for the economy.

The downside? There are two problems: (1) Higher inequality, and (2) Many of the new jobs created recently are on the lower end of the income spectrum.

As you can see, top earning lawyers, engineers, or managers are able to climb up towards the tops of their brackets. A lucky few are able to make $200k+, which is far more than the vast majority of the workforce.

However, workers in other industries like food preparation or healthcare support are not so lucky. Unfortunately, in these sectors, making a middle-class income is very difficult – and many people are bringing in less than $25k per year. Yet, it is in these types of sectors that we’ve seen the majority of “new jobs” appear over recent years.

It makes it difficult for society to solve the income inequality problem when this is the case.

Related Topics:money wealth united states industry inequality jobs income distribution

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Money

How Debt-to-GDP Ratios Have Changed Since 2000

See how much the debt-to-GDP ratios of advanced economies have grown (or shrank) since the year 2000.

Published

17 hours ago

April 18, 2024

Marcus Lu

How Debt-to-GDP Ratios Have Changed Since 2000

This was originally posted on our Voronoi app. Download the app for free on Apple or Android and discover incredible data-driven charts from a variety of trusted sources.

Government debt levels have grown in most parts of the world since the 2008 financial crisis, and even more so after the COVID-19 pandemic.

To gain perspective on this long-term trend, we’ve visualized the debt-to-GDP ratios of advanced economies, as of 2000 and 2024 (estimated). All figures were sourced from the IMF’s World Economic Outlook.

Data and Highlights

The data we used to create this graphic is listed in the table below. “Government gross debt” consists of all liabilities that require payment(s) of interest and/or principal in the future.

Country	2000 (%)	2024 (%)	Change (pp)
🇯🇵 Japan	135.6	251.9	+116.3
🇸🇬 Singapore	82.3	168.3	+86.0
🇺🇸 United States	55.6	126.9	+71.3
🇬🇧 United Kingdom	36.6	105.9	+69.3
🇬🇷 Greece	104.9	160.2	+55.3
🇫🇷 France	58.9	110.5	+51.6
🇵🇹 Portugal	54.2	104.0	+49.8
🇪🇸 Spain	57.8	104.7	+46.9
🇸🇮 Slovenia	25.9	66.5	+40.6
🇫🇮 Finland	42.4	76.5	+34.1
🇭🇷 Croatia	35.4	61.8	+26.4
🇨🇦 Canada	80.4	103.3	+22.9
🇨🇾 Cyprus	56.0	70.9	+14.9
🇦🇹 Austria	65.7	74.0	+8.3
🇸🇰 Slovak Republic	50.5	56.5	+6.0
🇩🇪 Germany	59.3	64.0	+4.7
🇧🇪 Belgium	109.6	106.8	-2.8
🇮🇱 Israel	77.4	56.8	-20.6
🇮🇸 Iceland	75.8	54.6	-21.2

The debt-to-GDP ratio indicates how much a country owes compared to the size of its economy, reflecting its ability to manage and repay debts. Percentage point (pp) changes shown above indicate the increase or decrease of these ratios.

Countries with the Biggest Increases

Japan (+116 pp), Singapore (+86 pp), and the U.S. (+71 pp) have grown their debt as a percentage of GDP the most since the year 2000.

All three of these countries have stable, well-developed economies, so it’s unlikely that any of them will default on their growing debts. With that said, higher government debt leads to increased interest payments, which in turn can diminish available funds for future government budgets.

This is a rising issue in the U.S., where annual interest payments on the national debt have surpassed $1 trillion for the first time ever.

Only 3 Countries Saw Declines

Among this list of advanced economies, Belgium (-2.8 pp), Iceland (-21.2 pp), and Israel (-20.6 pp) were the only countries that decreased their debt-to-GDP ratio since the year 2000.

According to Fitch Ratings, Iceland’s debt ratio has decreased due to strong GDP growth and the use of its cash deposits to pay down upcoming maturities.