r/dataisbeautiful • u/haydendking • 2d ago
OC [OC] Housing and Utilities Expenditures in the US
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u/baxter1985 2d ago
This makes no sense cuz I’ve lived in a lot of states and I’ve paid more for utilities and housing outside of AZ. Granted, our housing costs are way up of late but still.
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u/EaringaidBandit 2d ago
Now do just the renting population. Homeowners pay significantly less and hold on to their homes more now than ever.
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u/jvick3 2d ago
CA average is 12.2k per year? Where do you even rent there for under 1k a month? Seems way off.
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u/rootsmarm 1d ago
If “per capita” includes dependents (eg children, stay-at-home parents, etc) it’s not as surprising.
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u/Dixiehusker 1d ago
No chance that number is right. There's normal 3 bedroom places for rent and sale for 3k a month. The sheer number of places that would need to be available under 1k to bring that average down doesn't exist.
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u/haydendking 13h ago
Units occupied by one person typically cost more per occupant than larger units. Also, not everyone pays rent.
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u/pr0pane_accessories 2d ago
Ha, I'm in AZ and it's exactly 20% for me! I probably have the lowest expenses of anyone I know though. Got a mortgage and solar at very low interest rates.
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u/sl0wjim 2d ago
Does this not include property taxes?
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u/haydendking 2d ago
Property taxes aren't included
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u/IndependentBoof 2d ago
Property taxes aren't included
From what I can find, PCE doesn't include property tax on owner-occupied households, but when property taxes are factored into rental property prices, they can be. Please correct me if there's any inaccuracy in this (preferably with sources).
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u/haydendking 13h ago
Here is the most recent methodology doc I could find: https://www.bea.gov/sites/default/files/papers/WP2017-7.pdf
Property taxes are never included directly, but they do influence what rents landlords charge. Since imputed rents for owner occupied housing are based on rents for similar units, the indirect influence of property tax on rents shows up in both direct and imputed rents.
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u/haydendking 2d ago
These numbers include rent payments and imputed rent payments for homeowners as well as utility payments and other housing costs.
Data: https://apps.bea.gov/regional/downloadzip.htm
Tools: R (packages: dplyr, ggplot2, sf, usmap, tools, ggfx, grid, scales)
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u/baxter1985 2d ago
Correct. One major limitation of BEA analysis is it leaves out home ownership. So places that are cheaper to own than rent are upside down. Historically that was always the case for places like AZ and Nevada.
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u/kc2syk OC: 1 1d ago
How is rent imputed for homeowners? If mortgage payments and property tax are not included, this may not be useful.
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u/haydendking 13h ago
It's based on the characteristics of the home. Essentially, it's what the owner would be paying if they were renting that house. Imputed rent ends up reflecting property taxes and capital costs, but only indirectly, through the observed rents of comparable properties.
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u/allophonous-rex 7h ago
Cool insights. Despite the distinct color gradient this is still a relatively tight standard deviation of around 2%.
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u/Rough-Yard5642 2d ago
California and Texas being about the same 🤯
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u/Consistent_Room_9097 2d ago
Bad data
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u/Rough-Yard5642 2d ago
Why do you say that? It says it's from the US Bureau of Economic Analysis, which has at least some level of trustworthiness in my eyes. I'm genuinely asking btw - not trolling
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u/IndependentBoof 2d ago edited 2d ago
My guess is that it includes taxes. Property is as expensive as fuck in most of California, but effective property tax according to this site is 0.7% for CA and 1.36% for TX.
Median Income is about 20k higher per individual in CA.
Mix those factors together and the results make more sense.
Edit according to OP's other comments, property taxes aren't included; however, I believe PCE can indirectly reflect property taxes when those expenditures are passed onto a renter as part of their rent.
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u/LoneSnark 1d ago
What is off is incomes. California has more billionaires pulling average incomes way up, making the high housing and utility costs seem affordable.
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u/mercury1491 2d ago
Is taxes a personal consumption expenditure? Because if not, there is no way most people are spending <20% on housing and utility bills.
Likely the median number would be higher than the average on this one, with rich outliers throwing off the average.
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u/chicapox 2d ago
I must being doing something wrong, my rent and bills is WAY more than 20% of my expenditures.