100+ datasets found
  1. House price (existing dwellings) to residence-based earnings ratio

    • ons.gov.uk
    • cy.ons.gov.uk
    • +1more
    xlsx
    Updated Mar 24, 2025
    + more versions
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    Office for National Statistics (2025). House price (existing dwellings) to residence-based earnings ratio [Dataset]. https://www.ons.gov.uk/peoplepopulationandcommunity/housing/datasets/housepriceexistingdwellingstoresidencebasedearningsratio
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    xlsxAvailable download formats
    Dataset updated
    Mar 24, 2025
    Dataset provided by
    Office for National Statisticshttp://www.ons.gov.uk/
    License

    Open Government Licence 3.0http://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/
    License information was derived automatically

    Description

    Affordability ratios calculated by dividing house prices for existing dwellings, by gross annual residence-based earnings. Based on the median and lower quartiles of both house prices and earnings in England and Wales.

  2. House-price-to-income ratio in selected countries worldwide 2024

    • statista.com
    • ai-chatbox.pro
    Updated May 6, 2025
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    Statista (2025). House-price-to-income ratio in selected countries worldwide 2024 [Dataset]. https://www.statista.com/statistics/237529/price-to-income-ratio-of-housing-worldwide/
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    Dataset updated
    May 6, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    2024
    Area covered
    Worldwide
    Description

    Portugal, Canada, and the United States were the countries with the highest house price to income ratio in 2024. In all three countries, the index exceeded 130 index points, while the average for all OECD countries stood at 116.2 index points. The index measures the development of housing affordability and is calculated by dividing nominal house price by nominal disposable income per head, with 2015 set as a base year when the index amounted to 100. An index value of 120, for example, would mean that house price growth has outpaced income growth by 20 percent since 2015. How have house prices worldwide changed since the COVID-19 pandemic? House prices started to rise gradually after the global financial crisis (2007–2008), but this trend accelerated with the pandemic. The countries with advanced economies, which usually have mature housing markets, experienced stronger growth than countries with emerging economies. Real house price growth (accounting for inflation) peaked in 2022 and has since lost some of the gain. Although, many countries experienced a decline in house prices, the global house price index shows that property prices in 2023 were still substantially higher than before COVID-19. Renting vs. buying In the past, house prices have grown faster than rents. However, the home affordability has been declining notably, with a direct impact on rental prices. As people struggle to buy a property of their own, they often turn to rental accommodation. This has resulted in a growing demand for rental apartments and soaring rental prices.

  3. House price (existing dwellings) to workplace-based earnings ratio

    • ons.gov.uk
    • cloud.csiss.gmu.edu
    • +2more
    xlsx
    Updated Mar 24, 2025
    + more versions
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    Office for National Statistics (2025). House price (existing dwellings) to workplace-based earnings ratio [Dataset]. https://www.ons.gov.uk/peoplepopulationandcommunity/housing/datasets/housepriceexistingdwellingstoworkplacebasedearningsratio
    Explore at:
    xlsxAvailable download formats
    Dataset updated
    Mar 24, 2025
    Dataset provided by
    Office for National Statisticshttp://www.ons.gov.uk/
    License

    Open Government Licence 3.0http://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/
    License information was derived automatically

    Description

    Affordability ratios calculated by dividing house prices for existing dwellings, by gross annual workplace-based earnings. Based on the median and lower quartiles of both house prices and earnings in England and Wales.

  4. United States US: Price to Income Ratio: sa

    • ceicdata.com
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    CEICdata.com, United States US: Price to Income Ratio: sa [Dataset]. https://www.ceicdata.com/en/united-states/house-price-index-seasonally-adjusted-oecd-member-annual/us-price-to-income-ratio-sa
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    Dataset provided by
    CEIC Data
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Dec 1, 2013 - Dec 1, 2024
    Area covered
    United States
    Description

    United States US: Price to Income Ratio: sa data was reported at 130.892 2015=100 in 2024. This records an increase from the previous number of 129.315 2015=100 for 2023. United States US: Price to Income Ratio: sa data is updated yearly, averaging 113.539 2015=100 from Dec 1970 (Median) to 2024, with 55 observations. The data reached an all-time high of 132.929 2015=100 in 1979 and a record low of 90.287 2015=100 in 2012. United States US: Price to Income Ratio: sa data remains active status in CEIC and is reported by Organisation for Economic Co-operation and Development. The data is categorized under Global Database’s United States – Table US.OECD.AHPI: House Price Index: Seasonally Adjusted: OECD Member: Annual. Nominal house prices divided by nominal disposable income per head. Net household disposable income is used. The population data come from the OECD national accounts database.

  5. w

    Global Housing Watch, House Price-to-Income Ratio Around the World

    • data360.worldbank.org
    Updated Apr 18, 2025
    + more versions
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    (2025). Global Housing Watch, House Price-to-Income Ratio Around the World [Dataset]. https://data360.worldbank.org/en/dataset/IMF_GHW
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    Dataset updated
    Apr 18, 2025
    Area covered
    World
    Description

    The Global Housing Watch tracks developments in housing markets across the world on a quarterly basis. It provides current data on house prices as well as metrics used to assess valuation in housing markets, such as house price‑to‑rent and house-price‑to‑income ratios.

    This collection includes only a subset of indicators from the source dataset.

  6. OECD Housing Prices

    • kaggle.com
    Updated Nov 20, 2020
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    Selen Susuz (2020). OECD Housing Prices [Dataset]. https://www.kaggle.com/selensusuz/oecd-housing-prices/tasks
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    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Nov 20, 2020
    Dataset provided by
    Kaggle
    Authors
    Selen Susuz
    Description

    Context

    This dataset is created via OECD datasource which is consisted of 2000 between 2020. https://data.oecd.org/price/housing-prices.htm

    Content

    The housing prices indicator shows indices of residential property prices over time. Included are rent prices, real and nominal house prices, and ratios of price to rent and price to income; the main elements of housing costs. In most cases, the nominal house price covers the sale of newly-built and existing dwellings, following the recommendations from RPPI (Residential Property Prices Indices) manual. The real house price is given by the ratio of nominal price to the consumers’ expenditure deflator in each country, both seasonally adjusted, from the OECD national accounts database. The price to income ratio is the nominal house price divided by the nominal disposable income per head and can be considered as a measure of affordability. The price to rent ratio is the nominal house price divided by the rent price and can be considered as a measure of the profitability of house ownership. This indicator is an index with base year 2015.

  7. Australia AU: Standardised Price-Income Ratio: sa

    • ceicdata.com
    Updated Jun 10, 2018
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    Australia AU: Standardised Price-Income Ratio: sa [Dataset]. https://www.ceicdata.com/en/australia/house-price-index-seasonally-adjusted-oecd-member-quarterly/au-standardised-priceincome-ratio-sa
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    Dataset updated
    Jun 10, 2018
    Dataset provided by
    CEIC Data
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Mar 1, 2022 - Dec 1, 2024
    Area covered
    Australia
    Description

    Australia Standardised Price-Income Ratio: sa data was reported at 149.268 Ratio in Dec 2024. This records a decrease from the previous number of 152.371 Ratio for Sep 2024. Australia Standardised Price-Income Ratio: sa data is updated quarterly, averaging 82.643 Ratio from Mar 1970 (Median) to Dec 2024, with 220 observations. The data reached an all-time high of 153.422 Ratio in Jun 2024 and a record low of 62.554 Ratio in Sep 1983. Australia Standardised Price-Income Ratio: sa data remains active status in CEIC and is reported by Organisation for Economic Co-operation and Development. The data is categorized under Global Database’s Australia – Table AU.OECD.AHPI: House Price Index: Seasonally Adjusted: OECD Member: Quarterly. Nominal house prices divided by nominal disposable income per head. Net household disposable income is used. The population data come from the OECD national accounts database. The long-term average is calculated over the whole period available when the indicator begins after 1980 or after 1980 if the indicator is longer. This value is used as a reference value. The ratio is calculated by dividing the indicator source on this long-term average, and indexed to a reference value equal to 100.

  8. Japan JP: Standardised Price-Income Ratio: sa

    • ceicdata.com
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    CEICdata.com, Japan JP: Standardised Price-Income Ratio: sa [Dataset]. https://www.ceicdata.com/en/japan/house-price-index-seasonally-adjusted-oecd-member-annual/jp-standardised-priceincome-ratio-sa
    Explore at:
    Dataset provided by
    CEIC Data
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Dec 1, 2012 - Dec 1, 2023
    Area covered
    Japan
    Description

    Japan JP: Standardised Price-Income Ratio: sa data was reported at 87.536 Ratio in 2024. This records a decrease from the previous number of 89.289 Ratio for 2023. Japan JP: Standardised Price-Income Ratio: sa data is updated yearly, averaging 113.262 Ratio from Dec 1960 (Median) to 2024, with 65 observations. The data reached an all-time high of 163.202 Ratio in 1973 and a record low of 73.471 Ratio in 2009. Japan JP: Standardised Price-Income Ratio: sa data remains active status in CEIC and is reported by Organisation for Economic Co-operation and Development. The data is categorized under Global Database’s Japan – Table JP.OECD.AHPI: House Price Index: Seasonally Adjusted: OECD Member: Annual. Nominal house prices divided by nominal disposable income per head. Net household disposable income is used. The population data come from the OECD national accounts database. The long-term average is calculated over the whole period available when the indicator begins after 1980 or after 1980 if the indicator is longer. This value is used as a reference value. The ratio is calculated by dividing the indicator source on this long-term average, and indexed to a reference value equal to 100.

  9. g

    Development Economics Data Group - House price-to-income ratio around the...

    • gimi9.com
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    Development Economics Data Group - House price-to-income ratio around the world | gimi9.com [Dataset]. https://gimi9.com/dataset/worldbank_imf_ghw_pti/
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    License

    CC0 1.0 Universal Public Domain Dedicationhttps://creativecommons.org/publicdomain/zero/1.0/
    License information was derived automatically

    Description

    The price to income ratio is the nominal house price index divided by the nominal disposable income per head and can be considered as a measure of affordability.

  10. g

    ONS median house price to income ratios 1997 to 2023 | gimi9.com

    • gimi9.com
    Updated Sep 18, 2024
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    (2024). ONS median house price to income ratios 1997 to 2023 | gimi9.com [Dataset]. https://gimi9.com/dataset/uk_ons-median-house-price-to-income-ratios-1997-to-2023/
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    Dataset updated
    Sep 18, 2024
    License

    CC0 1.0 Universal Public Domain Dedicationhttps://creativecommons.org/publicdomain/zero/1.0/
    License information was derived automatically

    Description

    🇬🇧 영국 English ONS median house price to income ratios 1997 to 2023 Original data is available form ONS. The data is uploaded here in order to experiment with building an API to represent the goverment's formula for new homes needed in each district.

  11. e

    Ratio of House Prices to Earnings, Borough

    • data.europa.eu
    • data.wu.ac.at
    unknown
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    Department for Communities and Local Government, Ratio of House Prices to Earnings, Borough [Dataset]. https://data.europa.eu/88u/dataset/ratio-house-prices-earnings-borough
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    unknownAvailable download formats
    Dataset authored and provided by
    Department for Communities and Local Government
    Description

    This table shows the average House Price/Earnings ratio, which is an important indicator of housing affordability. Ratios are calculated by dividing house price by the median earnings of a borough.

    The Annual Survey of Hours and Earnings (ASHE) is based on a 1 per cent sample of employee jobs. Information on earnings and hours is obtained in confidence from employers. It does not cover the self-employed nor does it cover employees not paid during the reference period. Information is as at April each year. The statistics used are workplace based full-time individual earnings.

    Pre-2013 Land Registry housing data are for the first half of the year only, so that they are comparable to the ASHE data which are as at April. This is no longer the case from 2013 onwards as this data uses house price data from the ONS House Price Statistics for Small Areas statistical release. Prior to 2006 data are not available for Inner and Outer London.

    The lowest 25 per cent of prices are below the lower quartile; the highest 75 per cent are above the lower quartile.
    The "lower quartile" property price/income is determined by ranking all property prices/incomes in ascending order.
    The 'median' property price/income is determined by ranking all property prices/incomes in ascending order. The point at which one half of the values are above and one half are below is the median.

    Regional data has not been published by DCLG since 2012. Data for regions has been calculated by the GLA. Data since 2014 has been calculated by the GLA using Land Registry house prices and ONS Earnings data.

    Link to DCLG Live Tables

    An interactive map showing the affordability ratios by local authority for 2013, 2014 and 2015 is also available.

  12. T

    United States Price to Rent Ratio

    • tradingeconomics.com
    • ko.tradingeconomics.com
    • +13more
    csv, excel, json, xml
    Updated May 27, 2025
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    TRADING ECONOMICS (2025). United States Price to Rent Ratio [Dataset]. https://tradingeconomics.com/united-states/price-to-rent-ratio
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    xml, json, excel, csvAvailable download formats
    Dataset updated
    May 27, 2025
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Mar 31, 1970 - Dec 31, 2024
    Area covered
    United States
    Description

    Price to Rent Ratio in the United States increased to 134.20 in the fourth quarter of 2024 from 133.60 in the third quarter of 2024. This dataset includes a chart with historical data for the United States Price to Rent Ratio.

  13. w

    House price to earnings ratio, England

    • data.wu.ac.at
    • opendatacommunities.org
    • +1more
    html
    Updated Jan 18, 2017
    + more versions
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    Ministry of Housing, Communities and Local Government (2017). House price to earnings ratio, England [Dataset]. https://data.wu.ac.at/odso/data_gov_uk/YzMxOGY2YjgtM2Q3OC00YmM2LWE5ZTYtMTAxYzVjNWZjMTA0
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    htmlAvailable download formats
    Dataset updated
    Jan 18, 2017
    Dataset provided by
    Ministry of Housing, Communities and Local Government
    License

    Open Government Licence 3.0http://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/
    License information was derived automatically

    Description

    This dataset contains the ratio of lower quartile/median house price to lower quartile/median earnings in England

    This dataset uses the median/lower quartile house price data sourced from ONS House Price Statistics for Small Areas (HPSSA) statistical release for years 2013-2015 and house price data sourced directly from Land Registry prior to 2013. This leads to slight differences in the distribution of affordability ratios before and after 2013 which should be noted if the dataset is used as a time series. It is planned to update the ratios with the HPSSA dataset for all years in the future.

    The house price data is then compared to the median/lower quartile income data of full time workers from the Annual Survey of Hours and Earnings (ASHE) produced by the ONS.

    This data was derived from Table 576 and 577, available for download as an Excel spreadsheet from the Live tables page (https://www.gov.uk/government/statistical-data-sets/live-tables-on-housing-market-and-house-prices). More details about the data sources are also available in the link provided.

  14. e

    Ratio of median house price to median earnings by district, from 1997

    • data.europa.eu
    html, sparql
    Updated Oct 11, 2021
    + more versions
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    Ministry of Housing, Communities and Local Government (2021). Ratio of median house price to median earnings by district, from 1997 [Dataset]. https://data.europa.eu/data/datasets/ratio-of-median-house-price-to-median-earnings-by-district-from-1997
    Explore at:
    html, sparqlAvailable download formats
    Dataset updated
    Oct 11, 2021
    Dataset authored and provided by
    Ministry of Housing, Communities and Local Government
    License

    http://reference.data.gov.uk/id/open-government-licencehttp://reference.data.gov.uk/id/open-government-licence

    Description

    This dataset contains the ratio of median house price to median earnings by district from 1997 to 2012.

    This data set uses the median house price data from Land Registry on residential house price transactions at full market value, this means it excludes all: commercial transactions, transfer, conveyances, assignments or lease at a premium with nominal rent which are: Right to Buy sales at a discount, subject to a lease, subject to an existing mortgage, by way of a gift or exchange or under a court order or Compulsory Purchase Order. This is compared to the median income data of full time workers from the Annual Survey of Hours and Earnings (ASHE) produced by the ONS.

    This data was derived from Table 577, available for download as an Excel spreadsheet.

  15. b

    Lower quartile house price (affordability ratios) - WMCA

    • cityobservatory.birmingham.gov.uk
    csv, excel, geojson +1
    Updated Jul 3, 2025
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    (2025). Lower quartile house price (affordability ratios) - WMCA [Dataset]. https://cityobservatory.birmingham.gov.uk/explore/dataset/lower-quartile-house-price-affordability-ratios-wmca/
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    csv, excel, geojson, jsonAvailable download formats
    Dataset updated
    Jul 3, 2025
    License

    Open Government Licence 3.0http://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/
    License information was derived automatically

    Description

    This is the unadjusted lower quartile house priced for residential property sales (transactions) in the area for a 12 month period with April in the middle (year-ending September). These figures have been produced by the ONS (Office for National Statistics) using the Land Registry (LR) Price Paid data on residential dwelling transactions.

    The LR Price Paid data are comprehensive in that they capture changes of ownership for individual residential properties which have sold for full market value and covers both cash sales and those involving a mortgage.

    The lower quartile is the value determined by putting all the house sales for a given year, area and type in order of price and then selecting the price of the house sale which falls three quarters of the way down the list, such that 75Percentage of transactions lie above and 25Percentage lie below that value. These are particularly useful for assessing housing affordability when viewed alongside average and lower quartile income for given areas.

    Note that a transaction occurs when a change of freeholder or leaseholder takes place regardless of the amount of money involved and a property can transact more than once in the time period.

    The LR records the actual price for which the property changed hands. This will usually be an accurate reflection of the market value for the individual property, but it is not always the case. In order to generate statistics that more accurately reflect market values, the LR has excluded records of houses that were not sold at market value from the dataset. The remaining data are considered a good reflection of market values at the time of the transaction. For full details of exclusions and more information on the methodology used to produce these statistics please see http://www.ons.gov.uk/peoplepopulationandcommunity/housing/qmis/housepricestatisticsforsmallareasqmi

    The LR Price Paid data are not adjusted to reflect the mix of houses in a given area. Fluctuations in the types of house that are sold in that area can cause differences between the lower quartile transactional value of houses and the overall market value of houses.

    If, for a given year, for house type and area there were fewer than 5 sales records in the LR Price Paid data, the house price statistics are not reported." Data is Powered by LG Inform Plus and automatically checked for new data on the 3rd of each month.

  16. Germany DE: Standardised Price-Income Ratio: sa

    • ceicdata.com
    Updated Feb 15, 2025
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    CEICdata.com (2025). Germany DE: Standardised Price-Income Ratio: sa [Dataset]. https://www.ceicdata.com/en/germany/house-price-index-seasonally-adjusted-oecd-member-annual/de-standardised-priceincome-ratio-sa
    Explore at:
    Dataset updated
    Feb 15, 2025
    Dataset provided by
    CEIC Data
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Dec 1, 2012 - Dec 1, 2023
    Area covered
    Germany
    Description

    Germany DE: Standardised Price-Income Ratio: sa data was reported at 88.538 Ratio in 2024. This records a decrease from the previous number of 93.578 Ratio for 2023. Germany DE: Standardised Price-Income Ratio: sa data is updated yearly, averaging 95.901 Ratio from Dec 1980 (Median) to 2024, with 45 observations. The data reached an all-time high of 146.141 Ratio in 1981 and a record low of 76.343 Ratio in 2010. Germany DE: Standardised Price-Income Ratio: sa data remains active status in CEIC and is reported by Organisation for Economic Co-operation and Development. The data is categorized under Global Database’s Germany – Table DE.OECD.AHPI: House Price Index: Seasonally Adjusted: OECD Member: Annual. Nominal house prices divided by nominal disposable income per head. Net household disposable income is used. The population data come from the OECD national accounts database. The long-term average is calculated over the whole period available when the indicator begins after 1980 or after 1980 if the indicator is longer. This value is used as a reference value. The ratio is calculated by dividing the indicator source on this long-term average, and indexed to a reference value equal to 100.

  17. Taiwan Housing Price to Income Ratio

    • ceicdata.com
    Updated Feb 15, 2025
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    CEICdata.com (2025). Taiwan Housing Price to Income Ratio [Dataset]. https://www.ceicdata.com/en/taiwan/housing-price-and-housing-loan-payment-to-income-ratio/housing-price-to-income-ratio
    Explore at:
    Dataset updated
    Feb 15, 2025
    Dataset provided by
    CEIC Data
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Mar 1, 2015 - Dec 1, 2017
    Area covered
    Taiwan
    Variables measured
    Price
    Description

    Taiwan Housing Price to Income Ratio data was reported at 9.160 Times in Dec 2017. This records a decrease from the previous number of 9.220 Times for Sep 2017. Taiwan Housing Price to Income Ratio data is updated quarterly, averaging 6.735 Times from Mar 2002 (Median) to Dec 2017, with 64 observations. The data reached an all-time high of 9.460 Times in Jun 2017 and a record low of 4.150 Times in Sep 2002. Taiwan Housing Price to Income Ratio data remains active status in CEIC and is reported by Construction and Planning Agency, Ministry of the Interior. The data is categorized under Global Database’s Taiwan – Table TW.EB017: Housing Price and Housing Loan Payment to Income Ratio.

  18. T

    Spain House Prices

    • tradingeconomics.com
    • ar.tradingeconomics.com
    • +13more
    csv, excel, json, xml
    Updated Apr 15, 2025
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    TRADING ECONOMICS (2025). Spain House Prices [Dataset]. https://tradingeconomics.com/spain/housing-index
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    excel, xml, json, csvAvailable download formats
    Dataset updated
    Apr 15, 2025
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Mar 31, 1987 - Mar 31, 2025
    Area covered
    Spain
    Description

    Housing Index in Spain increased to 2033 EUR/SQ. METRE in the first quarter of 2025 from 1972.10 EUR/SQ. METRE in the fourth quarter of 2024. This dataset provides the latest reported value for - Spain House Prices - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

  19. Israel IL: Price to Income Ratio: sa

    • ceicdata.com
    Updated Feb 15, 2025
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    Israel IL: Price to Income Ratio: sa [Dataset]. https://www.ceicdata.com/en/israel/house-price-index-seasonally-adjusted-oecd-member-annual/il-price-to-income-ratio-sa
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    Dataset updated
    Feb 15, 2025
    Dataset provided by
    CEIC Data
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Dec 1, 2005 - Dec 1, 2016
    Area covered
    Israel
    Description

    Israel IL: Price to Income Ratio: sa data was reported at 104.421 2015=100 in 2016. This records an increase from the previous number of 100.000 2015=100 for 2015. Israel IL: Price to Income Ratio: sa data is updated yearly, averaging 91.925 2015=100 from Dec 1995 (Median) to 2016, with 22 observations. The data reached an all-time high of 109.755 2015=100 in 1997 and a record low of 70.115 2015=100 in 2007. Israel IL: Price to Income Ratio: sa data remains active status in CEIC and is reported by Organisation for Economic Co-operation and Development. The data is categorized under Global Database’s Israel – Table IL.OECD.AHPI: House Price Index: Seasonally Adjusted: OECD Member: Annual. Nominal house prices divided by nominal disposable income per head. Net household disposable income is used. The population data come from the OECD national accounts database.

  20. A

    ‘Property Prices Index By City 2009 to 2021’ analyzed by Analyst-2

    • analyst-2.ai
    Updated Feb 13, 2022
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    Analyst-2 (analyst-2.ai) / Inspirient GmbH (inspirient.com) (2022). ‘Property Prices Index By City 2009 to 2021’ analyzed by Analyst-2 [Dataset]. https://analyst-2.ai/analysis/kaggle-property-prices-index-by-city-2009-to-2021-048d/638a90ec/?iid=002-832&v=presentation
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    Dataset updated
    Feb 13, 2022
    Dataset authored and provided by
    Analyst-2 (analyst-2.ai) / Inspirient GmbH (inspirient.com)
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    Analysis of ‘Property Prices Index By City 2009 to 2021’ provided by Analyst-2 (analyst-2.ai), based on source dataset retrieved from https://www.kaggle.com/jolenech/property-prices-index-by-city-2009-to-2021 on 13 February 2022.

    --- Dataset description provided by original source is as follows ---

    Context

    I wanted to see how affordable housing is across countries and wanted to compare the price of housing. But I could not find a properly documented and easily downloaded dataset hence I created one with the help of web-scraping with Python and Pandas.

    Content

    I spent a lot of time searching for a source for the information I wanted in order to compare affordability. I stumbled upon a great website which was exactly what I was looking for Numbeo The website has a lot of details like affordability index, prime to income ratio, price to rent ratios in and out of city centre and more!

    Now I had the data, I needed to download it. Since I couldn't get the raw form of the data, I did web scraping in order to get details in the table for 2009 to 2021 using a for loop to go through all links and create csv files for every year.

    What's in the dataset?

    Details of columns Note: There are a few null values in the 2009 dataset (mortgage and Affordability Index columns.

    Check out the code I used on Github.

    Acknowledgements

    I couldn't have gotten the data without Numbeo!

    Inspiration

    I was working on a project trying to see if Price of Housing in Singapore can be justified and wanted more data that's global instead of just from Singapore. Let me know if you have any questions!

    --- Original source retains full ownership of the source dataset ---

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Office for National Statistics (2025). House price (existing dwellings) to residence-based earnings ratio [Dataset]. https://www.ons.gov.uk/peoplepopulationandcommunity/housing/datasets/housepriceexistingdwellingstoresidencebasedearningsratio
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House price (existing dwellings) to residence-based earnings ratio

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xlsxAvailable download formats
Dataset updated
Mar 24, 2025
Dataset provided by
Office for National Statisticshttp://www.ons.gov.uk/
License

Open Government Licence 3.0http://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/
License information was derived automatically

Description

Affordability ratios calculated by dividing house prices for existing dwellings, by gross annual residence-based earnings. Based on the median and lower quartiles of both house prices and earnings in England and Wales.

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