Housing Statistics: Difference between revisions

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=2025=
*Lower commission homes take 12% longer to sell [https://www.aeaweb.org/articles?id=10.1257/app.20160214]
*Housing stats by race - 70s % for whitey, 60s for Asian, 40s for black. [https://www.axios.com/2025/04/11/homeownership-rate-race-ethnicity]
*House sales low in 2025 [https://www.nar.realtor/newsroom/existing-home-sales-receded-5-9-in-march]
=2024=
*PV system size has increased from 5 to 7 kW since 2013 to 2023. [https://www.statista.com/statistics/1421982/median-size-residential-solar-systems-united-states/]
*Major jump in house costs from 2019 to 2024 - from 450 to 650 k figure [https://www.greenbuildermedia.com/blog/home-prices-rose-37-in-the-last-five-years-why#:~:text=In%202019%2C%20the%20average%20sales,%25%20increase%2C%20according%20to%20NAHB.]
*Mobile home costs avg of $160k in Arizona - [https://www.washingtonpost.com/business/2024/03/11/mobile-home-rent-increase-arizona-biden-trump/]
*Median house size dropped 4%, to 2179 sf. [https://www.washingtonpost.com/business/2024/03/10/smaller-new-houses-afforable/]. Some small homes are being produced, but article says it's miniscule and doesn't dent the bulk market.
=2023=
*$76B - market for modular construction [https://www.cnn.com/videos/business/2021/06/16/10-story-building-constructed-in-one-day-orig.cnn-business] (mentioned in video)
*2023 Census Bureau cost of new construction - average cost close to $500k [https://www.google.com/url?sa=t&source=web&rct=j&opi=89978449&url=https://www.census.gov/construction/nrs/pdf/newressales.pdf&ved=2ahUKEwjJtbfKuqWDAxUQkmoFHbHvAV8QFnoECBgQAQ&usg=AOvVaw2DNWlHWosdOECECmcWPA2_]
**OSE pitch - we are half the cost of a new home, with the Seed Eco-Home concept.
**NAHB price is $100k higher than Statista for 2022 - is that because there are many lower cost builders outside NAHB, such as rural builders? [https://www.statista.com/statistics/240991/average-sales-prices-of-new-homes-sold-in-the-us/#:~:text=The%20average%20sales%20price%20of,in%202022%2C%20it%20reached%20540%2C000.]
*2023 year-end increase of existing home sales after 5 month drop and 7% lower than last year, median $373k [https://www.nar.realtor/newsroom/existing-home-sales-expanded-0-8-in-november-ending-five-month-slide]
*[[NAHB Build Cost]].
*200-300k houses are demolished yearly USA [https://www.google.com/search?sxsrf=ALeKk026QG9BbsZl0rNsBS9KmerMgczY_w%3A1602863734253&source=hp&ei=dsKJX6q8DJDYsAXHkpG4Cw&q=are+most+homes+demolished+after+100+years&btnK=Google+Search&oq=how+to+configure+nvidia+geforce+gtx+1650+super+on+linux+mint&gs_lcp=CgZwc3ktYWIQAzIFCCEQoAEyBQghEKsCMgUIIRCrAjoOCAAQ6gIQtAIQmgEQ5QI6DgguELEDEMcBEKMCEJMCOggILhDHARCvAToLCC4QsQMQxwEQowI6CAgAELEDEIMBOggILhCxAxCDAToFCAAQsQM6AggAOgQIABAKOgYIABAWEB46CAghEBYQHRAeOgcIIRAKEKABUMsQWOmzAWD8tAFoBnAAeACAAeQGiAGhS5IBDTExLjQ3LjMuMi42LTGYAQCgAQGqAQdnd3Mtd2l6sAEG&sclient=psy-ab&ved=0ahUKEwiqz4DcvLnsAhUQLKwKHUdJBLcQ4dUDCAk&uact=5]. Average lifespan of a demolished building is 66 years USA and 80 in the UK. [https://www.google.com/search?sxsrf=ALeKk026QG9BbsZl0rNsBS9KmerMgczY_w%3A1602863734253&source=hp&ei=dsKJX6q8DJDYsAXHkpG4Cw&q=what+is+the+typical+age+at+which+a+home+is+demolished&btnK=Google+Search&oq=how+to+configure+nvidia+geforce+gtx+1650+super+on+linux+mint&gs_lcp=CgZwc3ktYWIQAzIFCCEQoAEyBQghEKsCMgUIIRCrAjoOCAAQ6gIQtAIQmgEQ5QI6DgguELEDEMcBEKMCEJMCOggILhDHARCvAToLCC4QsQMQxwEQowI6CAgAELEDEIMBOggILhCxAxCDAToFCAAQsQM6AggAOgQIABAKOgYIABAWEB46CAghEBYQHRAeOgcIIRAKEKABUMsQWOmzAWD8tAFoBnAAeACAAeQGiAGhS5IBDTExLjQ3LjMuMi42LTGYAQCgAQGqAQdnd3Mtd2l6sAEG&sclient=psy-ab&ved=0ahUKEwiqz4DcvLnsAhUQLKwKHUdJBLcQ4dUDCAk&uact=5]
*USA housing market is $4T for houses and rent [https://sgp.fas.org/crs/misc/IF11327.pdf] (rent appears to be 3x of houses)
*Sale price of all homes and demand, more data at https://www.redfin.com/us-housing-market. These appear to be all homes, not new construction [https://www.bankrate.com/real-estate/median-home-price/#:~:text=How%20much%20does%20a%20home%20cost%20in%20the%20United%20States,was%20%24410%2C200%20in%20June%202023.]:
<html><a href="https://www.redfin.com/us-housing-market?section=overview&selectedMetricIndex=0&selectedPropertyType=All&selectedYear=1"> <img 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" alt="Graph of the median sale price in the US" /></a>
<a href="https://www.redfin.com/us-housing-market?section=overview&selectedMetricIndex=0&selectedPropertyType=All&selectedYear=1?section=demand&selectedMetricIndex=0&selectedPropertyType=All&selectedYear=1"> <img src="data:image/png;base64,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" alt="Graph of the number of homes sold above list price in the US" /></a>
</html>
=2022=
*House size is the largest in the USA and 4 other English colonials - as a matter of culture and speculation [https://www.theatlantic.com/family/archive/2019/09/american-houses-big/597811/]
*High interest rates shift house sales to people who can pay cash - [https://www.nytimes.com/2022/11/03/realestate/housing-market-buyer-wealth-race.html]
*5-15%, while the drop in 2008 was 27%. [https://twitter.com/i/events/1577044408675012628]
*Home prices falling in 2022 [https://twitter.com/i/events/1569422082030575617?s=20]
*Number of construction workers in the USA - about 8M - [https://www.statista.com/statistics/978479/number-employees-united-states-industry/]. If there are 1.4M houses built in America per year, then it takes about 6 people per house. The OSE standard of 1/4 person per house is being proven in 2022.
*"New Home Sales Plunge in Face of Surging Costs: As new home sales dropped 16.6 percent in April, house prices continued their relentless upward trend. The median price of new houses sold in April climbed to an all-time high of $450,600, up 20 percent from a year ago and more than 45 percent from April 2020. With the average sales price even higher than that at $570,300 and mortgage rates that have surged by more than two percentage points since the start of the year, many prospective buyers are effectively priced out of the market" - Source: [https://www.statista.com/chart/17787/new-single-family-houses-sold-in-the-us/?utm_source=Statista+Newsletters&utm_campaign=e9c2868f7b-All_InfographTicker_daily_COM_AM_KW18_2022_Fr_COPY&utm_medium=email&utm_term=0_662f7ed75e-e9c2868f7b-341066142]
*$450k average home price USA new construction - [https://www.google.com/search?client=ms-android-verizon&sxsrf=ALiCzsZZJxBHMohzLTeAA206Ao2HgO57Tg:1653484932488&q=average+u.s.+home+price+2021&sa=X&ved=2ahUKEwiL_6qw3_r3AhU2lWoFHdk0C-oQ1QJ6BAhGEAE&biw=412&bih=747&dpr=3.5#imgrc=NoovdZXbiJcFsM]
*In [[OECD]] countries,
*44 million are burdened by cost of housing [https://www.statista.com/topics/5081/affordable-housing-in-the-us/#dossierKeyfigures]
*Shortage of homes for sale = 600k USA, 1.6M supply is being produced, new households are about 1M, and demolitions are 1/3 of that each year. [https://cre.org/real-estate-issues/where-is-the-u-s-housing-shortage/#:~:text=More%20specifically%2C%20the%20Q3%202021,are%20held%20off%20the%20market.]
*Largest homebuilder builds 53k homes per year in the USA. [https://www.steinberglawfirm.com/blog/who-are-the-nations-largest-homebuilders-how-many-homes-do-they-build-and-how-much-money-do-they-make/]
*36k construction contractors exist in the USA alone [https://www.google.com/search?sxsrf=ALeKk026QG9BbsZl0rNsBS9KmerMgczY_w%3A1602863734253&source=hp&ei=dsKJX6q8DJDYsAXHkpG4Cw&q=how+many+general+contractor+are+there+in+the+usa&btnK=Google+Search&oq=how+to+configure+nvidia+geforce+gtx+1650+super+on+linux+mint&gs_lcp=CgZwc3ktYWIQAzIFCCEQoAEyBQghEKsCMgUIIRCrAjoOCAAQ6gIQtAIQmgEQ5QI6DgguELEDEMcBEKMCEJMCOggILhDHARCvAToLCC4QsQMQxwEQowI6CAgAELEDEIMBOggILhCxAxCDAToFCAAQsQM6AggAOgQIABAKOgYIABAWEB46CAghEBYQHRAeOgcIIRAKEKABUMsQWOmzAWD8tAFoBnAAeACAAeQGiAGhS5IBDTExLjQ3LjMuMi42LTGYAQCgAQGqAQdnd3Mtd2l6sAEG&sclient=psy-ab&ved=0ahUKEwiqz4DcvLnsAhUQLKwKHUdJBLcQ4dUDCAk&uact=5]
=2021=
#Shortage of housing in the USA is 6.8 million homes. To break even over the next 10 years, the National Association of Realtors found, we would need to build at least 700,000 new homes each year. [https://www.theatlantic.com/ideas/archive/2022/01/stop-fetishizing-old-homes-new-construction-nice/621012/]
#Number of houses built per year - about 1.5M in the USA - [https://www.census.gov/construction/nrc/pdf/newresconst.pdf]
#Number of houses built per year - about 1.5M in the USA - [https://www.census.gov/construction/nrc/pdf/newresconst.pdf]
#Number of tiny houses built per year - about 1.5K [https://www.godownsize.com/tiny-house-statistics/#:~:text=Because%20tiny%20houses%20are%20less,houses%20being%20built%20a%20year.]
#Number of tiny houses built per year - about 1.5K [https://www.godownsize.com/tiny-house-statistics/#:~:text=Because%20tiny%20houses%20are%20less,houses%20being%20built%20a%20year.]
#Spec vs owner-builder housing - 50k owner built homes in 2014 [http://blog.armchairbuilder.com/9159/how-many-people-built-their-own-home-in-2014/]. This is a small fraction of total supply. But, this does not include rural areas (no permits) - which may bring the number up to be much higher.
#Spec vs owner-builder housing - 50k owner built homes in 2014 [http://blog.armchairbuilder.com/9159/how-many-people-built-their-own-home-in-2014/]. This is a small fraction of total supply. But, this does not include rural areas (no permits) - which may bring the number up to be much higher.
#Custom homes are about 20% of all construction [https://eyeonhousing.org/2020/01/custom-home-building-annual-share-2/]
#Custom homes are about 20% of all construction [https://eyeonhousing.org/2020/01/custom-home-building-annual-share-2/]
=Natural disasters in US=
[https://www.cnbc.com/2021/01/27/nearly-one-third-us-homes-natural-disaster-high-risk-new-study-says.html]
[https://www.thezebra.com/resources/research/natural-disaster-statistics/]
[https://www.internal-displacement.org/sites/default/files/inline-files/GRID-2019-Disasters-Figure-Analysis-UnitedStates.pdf]
=Key Links=
*[[OECD Affordable Housing Database]]


[[Category: Housing and Construction]]
[[Category: Housing and construction]] [[Category: Statistics]]

Latest revision as of 07:52, 27 April 2025

2025

  • Lower commission homes take 12% longer to sell [1]
  • Housing stats by race - 70s % for whitey, 60s for Asian, 40s for black. [2]
  • House sales low in 2025 [3]

2024

  • PV system size has increased from 5 to 7 kW since 2013 to 2023. [4]
  • Major jump in house costs from 2019 to 2024 - from 450 to 650 k figure [5]
  • Mobile home costs avg of $160k in Arizona - [6]
  • Median house size dropped 4%, to 2179 sf. [7]. Some small homes are being produced, but article says it's miniscule and doesn't dent the bulk market.

2023

  • $76B - market for modular construction [8] (mentioned in video)
  • 2023 Census Bureau cost of new construction - average cost close to $500k [9]
    • OSE pitch - we are half the cost of a new home, with the Seed Eco-Home concept.
    • NAHB price is $100k higher than Statista for 2022 - is that because there are many lower cost builders outside NAHB, such as rural builders? [10]
  • 2023 year-end increase of existing home sales after 5 month drop and 7% lower than last year, median $373k [11]
  • NAHB Build Cost.
  • 200-300k houses are demolished yearly USA [12]. Average lifespan of a demolished building is 66 years USA and 80 in the UK. [13]
  • USA housing market is $4T for houses and rent [14] (rent appears to be 3x of houses)
  • Sale price of all homes and demand, more data at https://www.redfin.com/us-housing-market. These appear to be all homes, not new construction [15]:

Graph of the median sale price in the US Graph of the number of homes sold above list price in the US

2022

  • House size is the largest in the USA and 4 other English colonials - as a matter of culture and speculation [16]
  • High interest rates shift house sales to people who can pay cash - [17]
  • 5-15%, while the drop in 2008 was 27%. [18]
  • Home prices falling in 2022 [19]
  • Number of construction workers in the USA - about 8M - [20]. If there are 1.4M houses built in America per year, then it takes about 6 people per house. The OSE standard of 1/4 person per house is being proven in 2022.
  • "New Home Sales Plunge in Face of Surging Costs: As new home sales dropped 16.6 percent in April, house prices continued their relentless upward trend. The median price of new houses sold in April climbed to an all-time high of $450,600, up 20 percent from a year ago and more than 45 percent from April 2020. With the average sales price even higher than that at $570,300 and mortgage rates that have surged by more than two percentage points since the start of the year, many prospective buyers are effectively priced out of the market" - Source: [21]
  • $450k average home price USA new construction - [22]
  • In OECD countries,
  • 44 million are burdened by cost of housing [23]
  • Shortage of homes for sale = 600k USA, 1.6M supply is being produced, new households are about 1M, and demolitions are 1/3 of that each year. [24]
  • Largest homebuilder builds 53k homes per year in the USA. [25]
  • 36k construction contractors exist in the USA alone [26]

2021

  1. Shortage of housing in the USA is 6.8 million homes. To break even over the next 10 years, the National Association of Realtors found, we would need to build at least 700,000 new homes each year. [27]
  2. Number of houses built per year - about 1.5M in the USA - [28]
  3. Number of tiny houses built per year - about 1.5K [29]
  4. Spec vs owner-builder housing - 50k owner built homes in 2014 [30]. This is a small fraction of total supply. But, this does not include rural areas (no permits) - which may bring the number up to be much higher.
  5. Custom homes are about 20% of all construction [31]

Natural disasters in US

[32] [33] [34]

Key Links