100+ datasets found
  1. T

    Hong Kong House Price Index

    • tradingeconomics.com
    • ko.tradingeconomics.com
    • +13more
    csv, excel, json, xml
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    TRADING ECONOMICS, Hong Kong House Price Index [Dataset]. https://tradingeconomics.com/hong-kong/housing-index
    Explore at:
    excel, xml, csv, jsonAvailable download formats
    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
    Jan 2, 1994 - Jul 27, 2025
    Area covered
    Hong Kong
    Description

    Housing Index in Hong Kong increased to 138.84 points in July 27 from 137.76 points in the previous week. This dataset provides - Hong Kong House Price Index - actual values, historical data, forecast, chart, statistics, economic calendar and news.

  2. F

    Residential Property Prices for Hong Kong SAR

    • fred.stlouisfed.org
    json
    Updated Jul 31, 2025
    + more versions
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    (2025). Residential Property Prices for Hong Kong SAR [Dataset]. https://fred.stlouisfed.org/series/QHKN628BIS
    Explore at:
    jsonAvailable download formats
    Dataset updated
    Jul 31, 2025
    License

    https://fred.stlouisfed.org/legal/#copyright-citation-requiredhttps://fred.stlouisfed.org/legal/#copyright-citation-required

    Area covered
    Hong Kong
    Description

    Graph and download economic data for Residential Property Prices for Hong Kong SAR (QHKN628BIS) from Q4 1979 to Q1 2025 about Hong Kong, residential, HPI, housing, price index, indexes, and price.

  3. Hong Kong SAR, China House Prices Growth

    • ceicdata.com
    Updated Mar 15, 2025
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    CEICdata.com (2025). Hong Kong SAR, China House Prices Growth [Dataset]. https://www.ceicdata.com/en/indicator/hong-kong/house-prices-growth
    Explore at:
    Dataset updated
    Mar 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
    Feb 1, 2024 - Jan 1, 2025
    Area covered
    Hong Kong
    Description

    Key information about House Prices Growth

    • Hong Kong SAR (China) house prices dropped 6.4% YoY in Jan 2025, following a decrease of 7.2% YoY in the previous month.
    • YoY growth data is updated monthly, available from Jan 1994 to Jan 2025, with an average growth rate of 3.4%.
    • House price data reached an all-time high of 51.8% in May 1997 and a record low of -44.7% in Oct 1998.

    CEIC calculates House Prices Growth from Property Price Index of Domestic Premises. Rating and Valuation Department provides Property Price Index of Domestic Premises with base 1999=100.

  4. Average price of private permanent housing Hong Kong 2006-2023, by district

    • statista.com
    Updated Jun 25, 2025
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    Statista (2025). Average price of private permanent housing Hong Kong 2006-2023, by district [Dataset]. https://www.statista.com/statistics/630699/hong-kong-private-permanent-housing-price-by-district/
    Explore at:
    Dataset updated
    Jun 25, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    Hong Kong
    Description

    In 2023, the average price of permanent housing in Hong Kong Island dropped to around ******* Hong Kong dollars per square meter on average. The city had the highest property prices in the region.

  5. H

    Hong Kong House price index, March, 2025 - data, chart |...

    • theglobaleconomy.com
    csv, excel, xml
    Updated Mar 15, 2025
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    Globalen LLC (2025). Hong Kong House price index, March, 2025 - data, chart | TheGlobalEconomy.com [Dataset]. www.theglobaleconomy.com/Hong-Kong/house_price_index/
    Explore at:
    csv, excel, xmlAvailable download formats
    Dataset updated
    Mar 15, 2025
    Dataset authored and provided by
    Globalen LLC
    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, 1990 - Mar 31, 2025
    Area covered
    Hong Kong
    Description

    House price index in Hong Kong, March, 2025 The most recent value is 189.41 index points as of Q1 2025, a decline compared to the previous value of 192.55 index points. Historically, the average for Hong Kong from Q1 1990 to Q1 2025 is 121.77 index points. The minimum of 28.36 index points was recorded in Q1 1990, while the maximum of 263.65 index points was reached in Q3 2021. | TheGlobalEconomy.com

  6. F

    Residential Property Prices for Hong Kong SAR

    • fred.stlouisfed.org
    json
    Updated Apr 24, 2025
    + more versions
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    (2025). Residential Property Prices for Hong Kong SAR [Dataset]. https://fred.stlouisfed.org/series/QHKN368BIS
    Explore at:
    jsonAvailable download formats
    Dataset updated
    Apr 24, 2025
    License

    https://fred.stlouisfed.org/legal/#copyright-citation-requiredhttps://fred.stlouisfed.org/legal/#copyright-citation-required

    Area covered
    Hong Kong
    Description

    Graph and download economic data for Residential Property Prices for Hong Kong SAR (QHKN368BIS) from Q4 1980 to Q4 2024 about Hong Kong, residential, housing, and price.

  7. Hong Kong SAR, China Real Residential Property Price Index

    • ceicdata.com
    • dr.ceicdata.com
    Updated May 28, 2017
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    CEICdata.com (2017). Hong Kong SAR, China Real Residential Property Price Index [Dataset]. https://www.ceicdata.com/en/indicator/hong-kong/real-residential-property-price-index
    Explore at:
    Dataset updated
    May 28, 2017
    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, 2021 - Sep 1, 2024
    Area covered
    Hong Kong
    Variables measured
    Consumer Prices
    Description

    Key information about Hong Kong SAR (China) Gold Production

    • Hong Kong SAR (China) Real Residential Property Price Index was reported at 132.982 2010=100 in Sep 2024.
    • This records a decrease from the previous number of 140.888 2010=100 for Jun 2024.
    • Hong Kong SAR (China) Real Residential Property Price Index data is updated quarterly, averaging 76.683 2010=100 from Dec 1979 to Sep 2024, with 180 observations.
    • The data reached an all-time high of 198.526 2010=100 in Sep 2018 and a record low of 28.660 2010=100 in Sep 1984.
    • Hong Kong SAR (China) Real Residential Property Price Index data remains active status in CEIC and is reported by Bank for International Settlements.
    • The data is categorized under World Trend Plus’s Association: Property Sector – Table RK.BIS.RPPI: Selected Real Residential Property Price Index: 2010=100: Quarterly. [COVID-19-IMPACT]

  8. T

    Hong Kong Private Residential Price Index MoM

    • tradingeconomics.com
    • pl.tradingeconomics.com
    • +6more
    csv, excel, json, xml
    Updated Jun 15, 2025
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    TRADING ECONOMICS (2025). Hong Kong Private Residential Price Index MoM [Dataset]. https://tradingeconomics.com/hong-kong/house-price-index-mom
    Explore at:
    json, excel, xml, csvAvailable download formats
    Dataset updated
    Jun 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
    Feb 28, 1993 - Jun 30, 2025
    Area covered
    Hong Kong
    Description

    House Price Index MoM in Hong Kong decreased to 0.31 percent in June from 0.46 percent in May of 2025. This dataset includes a chart with historical data for Hong Kong Private Residential Price Index MoM.

  9. T

    Hong Kong Residential Property Prices

    • tradingeconomics.com
    • ar.tradingeconomics.com
    • +8more
    csv, excel, json, xml
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    TRADING ECONOMICS, Hong Kong Residential Property Prices [Dataset]. https://tradingeconomics.com/hong-kong/residential-property-prices
    Explore at:
    csv, json, excel, xmlAvailable download formats
    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
    Dec 31, 1980 - Mar 31, 2025
    Area covered
    Hong Kong
    Description

    Residential Property Prices in Hong Kong decreased 6.57 percent in March of 2025 over the same month in the previous year. This dataset includes a chart with historical data for Hong Kong Residential Property Prices.

  10. Hong Kong Housing Price (2020-2023)

    • kaggle.com
    Updated Mar 21, 2023
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    CyrusTTF (2023). Hong Kong Housing Price (2020-2023) [Dataset]. https://www.kaggle.com/datasets/cyrusttf/hong-kong-housing-price-2020-2023/code
    Explore at:
    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Mar 21, 2023
    Dataset provided by
    Kagglehttp://kaggle.com/
    Authors
    CyrusTTF
    Area covered
    Hong Kong
    Description

    Description: This dataset provides historical housing prices scraped from Centaline Property Hong Kong, one of the largest real estate agencies in Hong Kong. The dataset includes information on the date of the transaction, the property address, floor plan, saleable area, unit rate, source, and district. The dataset covers a period of time spanning several years, allowing for analysis of trends and changes in the Hong Kong housing market.

    Columns: Date: the date of the property transaction Address: the address of the property Floor Plan: -- Price: the price of the property Changes: any changes made to the property since the last transaction Saleable Area: the area of the property that can be sold to a buyer Unit Rate: the price per square foot of saleable area Source: the source of the data (Centaline Property Hong Kong/ Land Registry) District: the district in which the property is located in Hong Kong

  11. Price per sf in selected prime residential markets worldwide in 2018

    • statista.com
    Updated Jul 11, 2025
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    Statista (2025). Price per sf in selected prime residential markets worldwide in 2018 [Dataset]. https://www.statista.com/statistics/1017621/price-per-square-foot-prime-residential-markets-global/
    Explore at:
    Dataset updated
    Jul 11, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    2018
    Area covered
    Worldwide
    Description

    This statistic shows the price per square foot in selected prime residential markets worldwide in 2018. Hong Kong was the most expensive residential market globally with average prime residential values of ***** U.S. dollars per square foot.

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

    • statista.com
    • ai-chatbox.pro
    Updated May 6, 2025
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    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/
    Explore at:
    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.

  13. Most expensive housing markets worldwide 2020

    • statista.com
    Updated Jun 9, 2022
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    Statista (2022). Most expensive housing markets worldwide 2020 [Dataset]. https://www.statista.com/statistics/1040698/most-expensive-property-markets-worldwide/
    Explore at:
    Dataset updated
    Jun 9, 2022
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    2020
    Area covered
    Worldwide
    Description

    In 2020, Hong Kong had the most expensive residential property market worldwide, with an average property price of 1.25 million U.S. dollars. The government of Hong Kong provide public housing for lower-income residents and almost 45 percent of the Hong Kong population lived in public permanent housing in 2018.

  14. Private housing in Hong Kong 2013-2024

    • statista.com
    Updated Jul 10, 2025
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    Statista (2025). Private housing in Hong Kong 2013-2024 [Dataset]. https://www.statista.com/statistics/317014/hong-kong-private-housing/
    Explore at:
    Dataset updated
    Jul 10, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    Hong Kong
    Description

    This statistic shows the number of private housing units in Hong Kong from 2012 to 2023. As of March 2023, the number of private housing units in Hong Kong amounted to more than **** million.

  15. Hong Kong SAR, China Affordability Ratio: Private Household: Small & Medium...

    • ceicdata.com
    Updated Jun 15, 2018
    + more versions
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    CEICdata.com (2018). Hong Kong SAR, China Affordability Ratio: Private Household: Small & Medium Units [Dataset]. https://www.ceicdata.com/en/hong-kong/residential-affordability-ratio/affordability-ratio-private-household-small--medium-units
    Explore at:
    Dataset updated
    Jun 15, 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
    Jul 1, 2017 - Jun 1, 2018
    Area covered
    Hong Kong
    Variables measured
    Household Affordability
    Description

    Hong Kong Affordability Ratio: Private Household: Small & Medium Units data was reported at 63.614 % in Oct 2018. This records a decrease from the previous number of 64.243 % for Sep 2018. Hong Kong Affordability Ratio: Private Household: Small & Medium Units data is updated monthly, averaging 46.973 % from Jan 1994 (Median) to Oct 2018, with 298 observations. The data reached an all-time high of 113.543 % in Jun 1997 and a record low of 19.738 % in Jul 2003. Hong Kong Affordability Ratio: Private Household: Small & Medium Units data remains active status in CEIC and is reported by Centaline Property Agency Limited. The data is categorized under Global Database’s Hong Kong SAR – Table HK.EB021: Residential: Affordability Ratio. Assumptions: unit size of 600 s.f. 60% loan-to-value ratio 20 years mortgage period based on Centa-City (Small/Medium Units) Leading Index's adjusted price Median household income is assumed to be the same as the last quarter.

  16. Most expensive housing markets worldwide 2019, by average price per square...

    • statista.com
    Updated Aug 5, 2019
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    Statista Research Department (2019). Most expensive housing markets worldwide 2019, by average price per square foot [Dataset]. https://www.statista.com/study/65233/luxury-homes-worldwide/
    Explore at:
    Dataset updated
    Aug 5, 2019
    Dataset provided by
    Statistahttp://statista.com/
    Authors
    Statista Research Department
    Description

    In 2019, Hong Kong had the most expensive residential property market worldwide, with an average price per square foot of 1,987 U.S. dollars.

    Hong Kong

    Hong Kong, an autonomous special administrative region of China, has one of the least affordable housing markets in the world. A region with an estimated 7.49 million people, it has become increasingly difficult to purchase a home in Hong Kong. The spoken languages in Hong Kong are Cantonese, Mandarin, and English.

    Hong Kong housing market

    The housing market in Hong Kong has seen an increase in prices in the past couple years. There are two types of housing unit offers in Hong Kong, private and public. The number of public rental housing units has been consistently rising since 2008. Nearly half of the public rental apartments in Hong Kong as of March 2018 were between 30 and 39.9 square meters. Not only has the number of public rental housing units increased since 2008, so have the private ones. However, there are more private housing units than public ones in Hong Kong. Additionally, the Home Ownership Scheme exists in Hong Kong. It is a government sponsored program that subsidizes public housing in Hong Kong. First created in the late 1970s, it was instituted with two targets in mind. The first was to persuade the richer tenants of these apartments to leave so families in greater need could live there. The second was to allow these families to become home owners, since they did not have enough money to buy in the private sector. Under this program, the government sells apartments to qualified low-income tenants at prices below the market value.

  17. Hong Kong SAR, China CPI (B): Housing

    • ceicdata.com
    Updated Jan 15, 2025
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    CEICdata.com (2025). Hong Kong SAR, China CPI (B): Housing [Dataset]. https://www.ceicdata.com/en/hong-kong/consumer-price-index-b-1004905100/cpi-b-housing
    Explore at:
    Dataset updated
    Jan 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
    Jan 1, 2011 - Dec 1, 2011
    Area covered
    Hong Kong
    Variables measured
    Consumer Prices
    Description

    Hong Kong CPI (B): Housing data was reported at 133.600 Oct2004-Sep2005=100 in Dec 2011. This records an increase from the previous number of 132.700 Oct2004-Sep2005=100 for Nov 2011. Hong Kong CPI (B): Housing data is updated monthly, averaging 113.600 Oct2004-Sep2005=100 from Oct 1999 (Median) to Dec 2011, with 147 observations. The data reached an all-time high of 133.600 Oct2004-Sep2005=100 in Dec 2011 and a record low of 99.400 Oct2004-Sep2005=100 in Mar 2005. Hong Kong CPI (B): Housing data remains active status in CEIC and is reported by Census and Statistics Department. The data is categorized under Global Database’s Hong Kong SAR – Table HK.I035: Consumer Price Index (B): 10/04-9/05=100.

  18. H

    Hong Kong SAR, China CPI (B): Housing: Rent incl Rates: Public

    • ceicdata.com
    Updated Mar 15, 2023
    + more versions
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    CEICdata.com (2023). Hong Kong SAR, China CPI (B): Housing: Rent incl Rates: Public [Dataset]. https://www.ceicdata.com/en/hong-kong/consumer-price-index-b-1009910100/cpi-b-housing-rent-incl-rates-public
    Explore at:
    Dataset updated
    Mar 15, 2023
    Dataset provided by
    CEICdata.com
    License

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

    Time period covered
    Jan 1, 2016 - Dec 1, 2016
    Area covered
    Hong Kong
    Variables measured
    Consumer Prices
    Description

    Hong Kong CPI (B): Housing: Rent incl Rates: Public data was reported at 176.900 Oct2009-Sep2010=100 in Dec 2016. This stayed constant from the previous number of 176.900 Oct2009-Sep2010=100 for Nov 2016. Hong Kong CPI (B): Housing: Rent incl Rates: Public data is updated monthly, averaging 154.100 Oct2009-Sep2010=100 from Oct 1994 (Median) to Dec 2016, with 267 observations. The data reached an all-time high of 187.500 Oct2009-Sep2010=100 in Mar 2016 and a record low of 3.500 Oct2009-Sep2010=100 in Aug 2014. Hong Kong CPI (B): Housing: Rent incl Rates: Public data remains active status in CEIC and is reported by Census and Statistics Department. The data is categorized under Global Database’s Hong Kong SAR – Table HK.I032: Consumer Price Index (B): 10/09-9/10=100. CPI (B): Housing: Rent incld Rates: Public was affected by a number of Government’s one-off relief measures, including the waiver of public housing rentals by Housing Authority and Housing Society for the month of February 2007; the waiver of public housing rentals by Housing Society for the month of February 2008; Government's payment of public housing rentals in August to October 2008, August to September 2009, July to August 2010 and August to September 2011; the public housing rental waiver by Housing Authority in September 2010.

  19. Hong Kong SAR, China Nominal Residential Property Price Index

    • ceicdata.com
    Updated May 28, 2017
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    CEICdata.com (2017). Hong Kong SAR, China Nominal Residential Property Price Index [Dataset]. https://www.ceicdata.com/en/indicator/hong-kong/nominal-residential-property-price-index
    Explore at:
    Dataset updated
    May 28, 2017
    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, 2021 - Sep 1, 2024
    Area covered
    Hong Kong
    Variables measured
    Consumer Prices
    Description

    Key information about Hong Kong SAR (China) Nominal Residential Property Price Index

    • Hong Kong SAR (China) Nominal Residential Property Price Index was reported at 193.826 2010=100 in Sep 2024.
    • This records a decrease from the previous number of 202.684 2010=100 for Jun 2024.
    • Hong Kong SAR (China) Nominal Residential Property Price Index data is updated quarterly, averaging 67.149 2010=100 from Dec 1979 to Sep 2024, with 180 observations.
    • The data reached an all-time high of 263.648 2010=100 in Sep 2021 and a record low of 10.934 2010=100 in Dec 1979.
    • Hong Kong SAR (China) Nominal Residential Property Price Index data remains active status in CEIC and is reported by Bank for International Settlements.
    • The data is categorized under World Trend Plus’s Association: Property Sector – Table RK.BIS.RPPI: Selected Nominal Residential Property Price Index: 2010=100: Quarterly.

    [COVID-19-IMPACT]

  20. f

    POI database in Hong Kong.

    • plos.figshare.com
    xls
    Updated May 19, 2025
    Share
    FacebookFacebook
    TwitterTwitter
    Email
    Click to copy link
    Link copied
    Close
    Cite
    Lin Deng (2025). POI database in Hong Kong. [Dataset]. http://doi.org/10.1371/journal.pone.0321951.t002
    Explore at:
    xlsAvailable download formats
    Dataset updated
    May 19, 2025
    Dataset provided by
    PLOS ONE
    Authors
    Lin Deng
    License

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

    Area covered
    Hong Kong
    Description

    The automated valuation model (AVM) has been widely used by real estate stakeholders to provide accurate property value estimations automatically. Traditional valuation models are subjective and inaccurate, and previous studies have shown that machine learning (ML) approaches perform better in real estate valuation. These valuation models are based on structured tabular data, and few consider integrating multi-source unstructured data such as images. Most previous studies use fixed feature space for model training without considering the model performance variation brought by various feature configuration parameters. To fill these gaps, this study uses Hong Kong as a case study and proposes an enhanced ML-based real estate valuation framework with feature configuration and multi-source image data fusion, including exterior housing photos, street view and remote sensing images. ‌‌Eight ML regressors, namely, Random Forest, Extra Tree, XGBoost, Light Gradient Boosting Machine (LightGBM), K-Nearest Neighbors (KNN), Support Vector Regression (SVR), Multilayer Perceptron (MLP), and Multiple Linear Regression (MLR) are used to formulate ML pipelines for training. The SHapley Additive exPlanations (SHAP) method is used to examine the effects of images on housing prices. The experimental results show that the model performances using different feature configuration parameters are significantly different, indicating the necessity of feature configuration to obtain more accurate and reliable predictions. Extra Tree performs significantly better than other models. Half of the top 10 significant features are image features, and incorporating multi-source image features can improve property valuation accuracy. Nonlinear associations exist between image features and housing prices, and the spatial distribution patterns of image feature values and corresponding SHAP main effects vary significantly from the city centre to the suburbs. These findings contribute to a better understanding of AVM development with image fusion and the nonlinear associations between image features and housing prices for public authorities, urban planners, and real estate developers.

Share
FacebookFacebook
TwitterTwitter
Email
Click to copy link
Link copied
Close
Cite
TRADING ECONOMICS, Hong Kong House Price Index [Dataset]. https://tradingeconomics.com/hong-kong/housing-index

Hong Kong House Price Index

Hong Kong House Price Index - Historical Dataset (1994-01-02/2025-07-27)

Explore at:
5 scholarly articles cite this dataset (View in Google Scholar)
excel, xml, csv, jsonAvailable download formats
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
Jan 2, 1994 - Jul 27, 2025
Area covered
Hong Kong
Description

Housing Index in Hong Kong increased to 138.84 points in July 27 from 137.76 points in the previous week. This dataset provides - Hong Kong House Price Index - actual values, historical data, forecast, chart, statistics, economic calendar and news.

Search
Clear search
Close search
Google apps
Main menu