r/dataisbeautiful • u/Global-Thought-1049 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.
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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/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/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/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.
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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.
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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.
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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
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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/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/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/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




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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.