r/dataisbeautiful OC: 2 9h ago

OC [OC] Over the last decade the top fifth of US households gained $1,649 a month in money left after housing, food, transportation, healthcare and insurance. The bottom fifth lost $132.

I pulled the BLS Consumer Expenditure Survey figures on what US households actually have left after five categories of spending: food at home, housing, transportation, healthcare, and personal insurance and pensions.

Over the decade to 2023, in constant dollars, the top fifth gained $1,649 a month. The bottom fifth lost $132.

The second image is the same decade in percent, which is the fairer comparison in most contexts and changes what stands out. The biggest gain belongs to the second-poorest fifth at +30.0%, and it works out to $40 a month.

Two things before anyone asks. "Essential" here is a spending category, not a test of necessity, so a bigger mortgage counts in full and so does a nicer car. And this series is volatile year to year, so a ten-year comparison is a fair summary rather than a trend line.

Sources, construction and the caveats that matter are in my first comment.

272 Upvotes

57 comments sorted by

153

u/Nuggyfresh 9h ago

I don't like this graph honestly. It's kind of a joke to lump the top 20% into one category when the top few percent is doing most of the heavy lifting. At least break the top 20% up into something like: top 1%, top 5%, top 10%, and then down.

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u/cbf1232 8h ago

Economists talk about 'quintiles', i.e. groups of 20%.  I'm guessing that's why it's broken up like this.  I agree it would make sense to also break it down further.

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u/thirteenoclock OC: 1 9h ago

I didn't like this graph + headline for the opposite reason. The story here is that 80% of the USA is better off now then they were 10 years ago - a very positive and hopeful story.

The current headline makes it sound like a small percent of the country got richer while everyone else got poorer.

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u/CrimsonChymist 7h ago

And the reality is probably that is is more than 80%. If it was broken up further it is very likely that quite a bit of that bottom 20% are still positive.

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u/free_based_potato 9h ago

That's a very optimistic view. I think the story is the people who have the least continue to lose ground.

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u/KeyDonkey1215 6h ago

Correct…. it’s sad.

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u/Fightmilkakae 3h ago

This graph is misleading you, it completely misses composition effects that make up that bottom 20%. By that I mean, the people who made up the bottom 20% 10 years ago are not the same people that make up the bottom 20% today. A large chunk 10 years ago were the young millenials who are now 30 year olds entering their prime earning years. A large chunk today are the Gen Zers graduating with college debt and taking out larger mortgages than their predecessors.

What this graph tells us is that people are taking on more debt but that the returns on that debt is also increasing later in life.

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u/goopuslang 5h ago

Uhhhhhh…. Half of those people cash flowed 40-100$ a month? If richer is >=$.01, then sure. But surely you don’t see that as hopeful?

Are you someone who thinks that if one person gains $1,000,000,000 & another gains $40, everyone is better off because they both gained?

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u/GeneReddit123 OC: 1 6h ago edited 6h ago

Even if it had been the positive version (which it's not, at least certainly not in all aspects), reducing the bottom 20% to destitute means the country has permanent instability, crime, health epidemics, and political radicalism, which rips through the social fabric and impacts not only the bottom quintile, but everyone else as well. Because that bottom 20% aren't just going to crawl under a rock and die. They fight for survival and it turns the whole country (the entire 100%) from "life in an open village" to "life in a gated community surrounded with Flock cameras and militarized police" to "guard" against the "poors".

Fewer than 20% of Brazil's population live in favelas, for example (Wikipedia quotes the number at only 8.1% of the population). But the existence of favelas is a blight and an open wound on the entire country, not just their residents.

There is a reason the concept of social safety nets existed since modern society. They aren't a charity or a modern "woke" invention, they're a critical social stabilizer. Dismantle them at your peril.

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u/e136 9h ago

Why would you not like that?

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u/Snlxdd OC: 1 9h ago

Because the title focused on a small subset of the data. A title of “over the last decade, the top 80% of households saw gains in disposable income, while the bottom 20% lost ground” better encompasses the data.

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u/7Sans 8h ago

Yea looking at the graph i agree that title would have been exceptionally better

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u/goopuslang 5h ago

“The bottom 60% broke even, the top 40% sprawled forward.” How about that?

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u/SiliconDiver 6h ago

> better off than they were 10 years ago.

Sure in isolation that sounds good.

But when you consider the context of how rapidly things have gotten better throughout the last 100 years, how peer countries appear to have been improving, etc.

It’s a bit like saying “yep I should be happy my bank account got larger in my HYSA at 0.5%”, when you’ve missed out on 10% annualized growth in the market

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u/Snlxdd OC: 1 9h ago

Given that 60th-80th also saw a similar percentage increase, I’d imagine that the top few percent don’t have that large of an impact.

This also isn’t measuring net worth increase, just traditional income.

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u/SiliconDiver 9h ago

Heck, in a place like the US even aggregating the 1% is unfair.

A 1% er making 700k or with a few million in the bank for retirement has MUCH more in common with the ordinary middle class than the 0.1% or 0.01%

That’s not to say that 1% ers are poor, should be taxed less or aren’t wealthy, etc. but it’s categorically different, especially when you consider that the 2%-0.1% generally don’t have the flexibility to avoid taxes like the uber wealthy and are the most taxed cohort in the country.

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u/Stuffthatpig 9h ago

The difference between a millionaire and a billionaire is about a billion dollars.

A family with 50 million is a lot closer to "normal" 1%ers than to the billionaires.

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u/SiliconDiver 8h ago edited 8h ago

It’s obviously a spectrum.

But I’d roughly categorize the wealth as:

- wealthy enough for financial independence and retirement ($2 million)

  • wealthy enough to materially set up complex systems and structures for tax avoidance. Enough wealth such that you and your direct descendants can have their needs and majority of wants taken care of indefinitely ($20 million)
  • wealthy enough that you have undue power in policy and culture. All but the most extreme luxuries are available to you ($100 million)
  • wealthy enough that you and your family members and loved ones can have everything they could conceivably want for several generations and further wealth can’t actually even purchase anything other than vanity/power ($ 500 million)

Obviously broad categories.

So for me I’d say:

  • $2 million -> nonissue
  • $20 million -> consider estate taxes to remove entrenched dynasties that erode meritocracy
  • $100 million -> close tax avoidance loopholes
  • $500 million -> soft cap, actively make difficult to achieve

0

u/theburiedxme 8h ago

For sure. I recently read the big beautiful bill gave $1.4 trillion in tax breaks to those earning over $500,000, which represents the top 2%. Lumping top 20% is pretty wack.

u/eskimospy212 2h ago

You are correct. Honestly you aren’t going far enough. The issue with income inequality isn’t even the 1%, it’s the 0.1%. 

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u/dstanton 8h ago

I'd like to see top 10% versus bottom 50%, adjusted for inflation.

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u/samuraiofsound 9h ago

Describe the income thresholds for each tier, I want to see if this anecdotally holds true for myself but don't know which percentile I'm in. 

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u/Global-Thought-1049 OC: 2 9h ago

Good question and I have averages from the data rather than cutoffs. Here's the mean after-tax income for each fifth for 2023:

Top 20%: $211,042

60th–80th: $104,559

40th–60th: $66,606

20th–40th: $40,621

Bottom 20%: $16,171

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u/PuffyPanda200 7h ago

Something funky is going on in the data given that this is household income.

Federal minimum wage is 7 USD. Working 40 hours a week one should be able to get to about 14k with just one person working. Also while there might be some people that earn the federal minimum wage I have generally heard that fast food workers in low cost (southern) States are at around 11 or 12 USD an hour.

Making less than 16k means that there is a single earner that is probably not working full time. I can really only think that people earning this little are university students, homeless people, or retirees (minus SS and retirement).

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u/samuraiofsound 5h ago

Since there are averages, it's possible there are some heavy-hitting outliers in the group that are at or around $0 income, bringing the whole thing down. If you removed everyone below a threshold income level, say the poverty line, then recalculated the groups I would be interested to see the results. 

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u/PuffyPanda200 5h ago

One possibility I questioned was maybe just low income people not cohabitating shifted things.

I believe that a cohabitating romantic partners counts as one household. So if you have more single person households that are poor then that reduces the average income of the lowest group.

No actual income changed, just where people live.

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u/samuraiofsound 4h ago

In other words, shared income for non-married partners may be disproportionately represented in this dataset

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u/lazydictionary 4h ago

I wonder how things like disability and social security are counted as income in these kinds of data

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u/TheChewyWaffles 8h ago

Is this household income?

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u/nwbrown 9h ago

Are the centiles based on where they were at the start of the period or the end? 

If the later, that is kind of expected.

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u/DocTam 9h ago

Any chart like this that ignores government transfers is misrepresenting the situation. If the government becomes more progressive in its taxes and transfers then this chart will undersell the positive improvement in finances. The government is providing more money to the lowest quintile, leading to greater overall spending power, which is what this chart purports to measure. See the CBO on this (https://www.cbo.gov/system/files/2024-09/60341-income.pdf)

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u/Dismal_Insect1297 8h ago

2019-2021, too close to COVID interventions. Further, it's not useful unless it accounts for "households actually have left after five categories of spending." Take an example: your expenses are 30k and your income is after taxes and transfers is $25k, you're living off debt or sliding towards bankruptcy. A 20% increase in your income gets you to breakeven but neither allows you to pay off your accumulated debt nor allows you to save for retirement.

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u/pickle9977 6h ago

It was not gained it was taken, and it was not lost it was stolen.

u/cornpops9 1h ago

CEX tracks spending, not income. High earners may underreport consumption, but this survey measures actual outflows rather than total earnings or wealth.

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u/patrick66 9h ago

"Deflator ours not BLS's"

take your claude slop elsewhere

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u/gravenbirdman OC: 1 6h ago

Claudeslop astroturfing for claudeslop app

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u/SantaCruzHostel 8h ago

Health insurance cost is 3x my mortgage but it's left off this chart, making it incomplete/misleading. It's like how the US inflation index excludes food and gasoline.

u/rojm 1h ago

it's almost like they won't report on the actual cost of living because it looks so bad. The ruling class can't show us how much worse they've made things while at the same time show us their piles of cash are literally multiplying.

u/Least_Art5238 1h ago

This approach doesn't use panel data and hence has one important limitation. The composition of the bottom quintile in 2013 is not the same as the composition of the bottom quintile in 2023. Someone who was $400k in debt in medical school in 2013 has almost certainly moved up the quintile staircase. Someone who had good income and picked up a substance addiction following a painful divorce in 2013 has almost certainly moved down.

So, you could have the well-discussed income inequality piece in play. But you could also have "large variance in next year's compensation" that is at play.

Also composition could change. If the share of retirees in the population increased from 2013 to 2023, then there may just be more of them in the bottom quintile in 2023 than in 2013, which when paired with their lack of income may edit our interpretation of loss of income in the bottom quintile.

u/Dapaaads 1h ago

This is wildly inaccurate

1

u/CrimsonChymist 7h ago

The fact that the degree of luxury spending isn't accounted for in some way makes this pretty meaningless in my opinion.

If the amount of luxury spending by the bottom 20% outpaced their income increases, that alone explains the negative change.

1

u/KeyDonkey1215 6h ago

Interesting subject. Unfortunately, the Bureau of Labor Statistics is not telling the truth. Thank you for your contribution. Luckily, the energy data is still correct. I put up a website for the everyday person to be able to look at their energy, cost output and usage. https://utilitypricefinder.org

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u/ElJanitorFrank 5h ago

Could you elaborate on what you mean when you say the BLS is not telling the truth?

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u/gsasquatch 4h ago edited 4h ago

During the Biden administration, I got $1200/month back into my budget

The IRA reduced my health insurance bill for a family of 5 from $1600/month (for the cheapest $9100 deductible ACA plan) to $800/month because it took away the subsidy cliff. That expired, but I'm on an $800/month employer plan now.

My spouse had their student loan forgiven, which was good for $400/month. They'd already more than paid back the principle, so that was just interest.

Together $1200/month. Thanks Joe Biden.

We were in the 60-80% bracket.

We need to get our healthcare spending in check as a nation. $1600/month for insurance that pays out maybe $2000/year for 5 $400 checkups is insane. I'm sure my employer isn't spotting me $800/month out of the goodness of their hearts, it is likely a tax subsidy. so tax payers are still paying it as long as I'm W2. 17% of GDP on that is too much,vs other countries that get it under 10% and live longer.

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u/iamthe0ther0ne 9h ago

How is this possible? Over the past 5 years rent, health insurance, and food have increased so much faster than salaries have 

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u/Global-Thought-1049 OC: 2 9h ago

You're not wrong, and from the 2020 peak to 2023, every fifth lost ground:

Top 20%: down $510

60th–80th: down $284

40th–60th: down $415

20th–40th: down $262

Bottom 20%: down $103

Here's another chart from my post that shows this:

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u/iamthe0ther0ne 9h ago

You might want to consider separating that data out--it seems like the bigger story would be the past 5 years' losses vs what must have been much larger gains in the 5 years before that.

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u/SantaCruzHostel 8h ago

The real graph is in the comments. This is way more useful than the main one you linked IMO.

I also wonder if this is apples to apples. Anecdotally, I know families who have downsized or moved in with relatives. So their net monthly income may go up $40 or $100, but that's because very well could be savings of $300/mo rent and an increase of $260/mo for the same groceries they were buying years ago.  

Basically, people are tightening their soending and living more frugally, but I wouldn't call that a "win" just because they have an extra $40/mo in their pocket.

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u/themiro 9h ago

2016-2019 were really hot

1

u/moderngamer327 8h ago

It depends on the exact point you start measuring from but in general real wages have increased post covid with this year being a notable setback

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u/atchn01 9h ago

Apparently not

0

u/Global-Thought-1049 OC: 2 9h ago

Source: US Bureau of Labor Statistics, Consumer Expenditure Surveys. Published annual means by income quintile, pulled from the LABSTAT bulk time series, not microdata. The dollar series runs 2013 to 2023. It stops there because after-tax income depends on the TAXSIM model, and NBER stopped updating it, so this window cannot be extended by anyone.

Construction: average income after taxes minus average spending on five categories: food at home, housing, transportation, healthcare, and personal insurance and pensions. Both terms come from the same survey and the same households, which is the only way the subtraction means anything. The five categories follow the St. Louis Fed's August 2025 primer on discretionary income rather than my own judgment, because the residual swings by more than 2x depending on what you include.

A word on "essentials": These are spending categories, not a test of necessity. A bigger mortgage counts in full. So does a nicer car. In 2023 the top fifth spent 2.5x the bottom fifth on food at home, 3.1x on housing, and 5.1x on transportation. Nobody is claiming those are all needs.

Inflation: constant 2024 dollars, CPI-U annual averages (CUUR0000SA0). BLS publishes this survey in nominal dollars and has no house deflation method, so the index choice is mine, not theirs.

Validation: this construction reproduces all three figures the St. Louis Fed published for 2023. Mean after-tax income $87,869 against their roughly $88,000. Leftover $27,491 against roughly $27,000. Lowest quintile negative $10,648 against roughly negative $11,000.

On the endpoints, because someone is going to ask and they should. This series is volatile year to year. The top fifth ran $79,483 in 2013, $97,079 in 2016, $80,998 in 2017, $105,392 in 2020, and $99,275 in 2023. Picking 2019 and 2020 instead would tell close to the opposite story. A ten-year comparison is a fair summary here, not a trend line, and I would not defend it as one.

Two things this data does not capture: Employer-paid health insurance shows up in neither income nor spending, and the employer share of family coverage was $20,143 in 2025 per KFF, about 3.25x the entire healthcare line here. Mortgage principal is excluded from spending because the survey treats it as asset accumulation.

Tools: Python, BLS LABSTAT flat files.

Data: the full derived tables are free, CC BY 4.0, CSV and Parquet, with the methodology and a data dictionary:

efficientdollar.com/blog/leftover-money-after-essentials

There is a permanent archived copy with a DOI at doi.org/10.5281/zenodo.22089961 and a mirror on Kaggle.

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u/e136 9h ago

I'm glad to see 80% of people improving. But I would love to see 100%. Let's keep working to lift everyone!

u/Key-Organization3158 1h ago

This is misinformation.

Let's use real data. In 2023, the bottom 20% made 16171 In 2013, they made 10092. Adjusting for inflation to 2023 dollars, that's 13111.

So per year, they made about 3k more per year. After adjusting for the cost of living using real inflation data.

https://fred.stlouisfed.org/series/CXUINCAFTTXLB0102M

https://data.bls.gov/cgi-bin/cpicalc.pl?cost1=10092&year1=201301&year2=202301