Update 29-04-2020: The data is now split into two files based on the variable collection frequency (monthly and yearly). Additional variables added: area size in hectares, number of jobs in the area, number of people living in the area.

Context

I have been inspired by Xavier and his work on Barcelona to explore the city of London! 🇬🇧 💂

Content

The datasets is primarily centered around the housing market of London. However, it contains a lot of additional relevant data: - Monthly average house prices - Yearly number of houses - Yearly number of houses sold - Yearly percentage of households that recycle - Yearly life satisfaction - Yearly median salary of the residents of the area - Yearly mean salary of the residents of the area - Monthly number of crimes committed - Yearly number of jobs - Yearly number of people living in the area - Area size in hectares

The data is split by areas of London called boroughs (a flag exists to identify these), but some of the variables have other geographical UK regions for reference (like England, North East, etc.). There have been no changes made to the data except for melting it into a long format from the original tables.

Acknowledgements

The data has been extracted from London Datastore. It is released under UK Open Government License v2 and v3. The underlining datasets can be found here: https://data.london.gov.uk/dataset/uk-house-price-index https://data.london.gov.uk/dataset/number-and-density-of-dwellings-by-borough https://data.london.gov.uk/dataset/subjective-personal-well-being-borough https://data.london.gov.uk/dataset/household-waste-recycling-rates-borough https://data.london.gov.uk/dataset/earnings-place-residence-borough https://data.london.gov.uk/dataset/recorded_crime_summary https://data.london.gov.uk/dataset/jobs-and-job-density-borough https://data.london.gov.uk/dataset/ons-mid-year-population-estimates-custom-age-tables

Cover photo by Frans Ruiter from Unsplash

Inspiration

The dataset lends itself for extensive exploratory data analysis. It could also be a great supervised learning regression problem to predict house price changes of different boroughs over time.

The house price index in London reached 99.1 index points in May 2025, which was an increase of 2.2 percent year on year. The house price index (HPI) is an easy way of illustrating trends in the house sales market and help simplify house purchase decisions. By using hedonic regression, the index models property price data for all dwellings and shows how much the price has changed since January 2023. Average house prices in Londnon boroughs Location plays a huge role in the price of a home. Kensington and Chelsea and City of Westminster are undoubtedly the most expensive boroughs in London, with an average house price that can exceed one million British pounds. In comparison, a house in Barking and Dagenham cost approximately one third. Nevertheless, the housing market is the busiest in the boroughs with average house prices. How have regional house prices in the UK developed? House prices in other UK regions have risen even more than in London. In Northern Ireland, the house price index reached nearly 120 index points in May 2025, ranking it among the regions with the highest property appreciation. The UK house price index stood at 103 index points, suggesting an increase of 51 percent since 2015.

The average house price in London increased slightly year-on-year as of June 2024, amid a slowdown in the UK housing market. Barking and Dagenham was the most affordable borough to buy a house, with an average price of ******* British pounds. Kensington and Chelsea stood at the other end of the spectrum, with an average price of *** million British pounds. Nevertheless, it was also one of the boroughs where prices fell the most. Demand for housing and house prices With vastly more job and cultural opportunities, megacities continue attracting people from all over the world. Since the beginning of the 1980s, the population of London has increased by more than 2 million inhabitants and in the next 20 years, it is forecast to increase by almost *** million. That makes London properties a valuable asset. Historically, property prices in London have risen steadily, albeit minor fluctuations. Residential properties transactions Since 2006, the number of residential property sales has varied between *** million and *** million transactions annually. The housing boom in 2021 led to an increase in home purchases, but the economic uncertainty, stubborn inflation, and dramatically higher interest rates have led to transactions falling.

The UK residential real estate market, valued at approximately £360.27 billion in 2025, is projected to experience robust growth, driven by several key factors. Strong population growth, particularly in urban centers, fuels consistent demand for housing, while low interest rates and government initiatives aimed at boosting homeownership further stimulate market activity. The market is segmented into apartments and condominiums, and landed houses and villas, with each segment exhibiting unique growth trajectories. Apartments and condominiums, particularly in London and other major cities, are expected to see higher demand due to affordability concerns and lifestyle preferences, while landed houses and villas continue to appeal to those seeking more space and privacy, particularly in suburban or rural areas. Competition among major developers such as Berkeley Group, Barratt Developments, and others influences pricing and construction activity. While challenges exist, such as fluctuating economic conditions and rising construction costs, the overall outlook for the UK residential real estate market remains positive. The market's performance is also influenced by broader economic factors, such as inflation and employment rates, and is likely to see regional variations, with London and the South East generally commanding higher prices. The market's growth is expected to continue through 2033, with a compound annual growth rate (CAGR) of 5.75%. This growth will likely be influenced by factors such as evolving demographic trends (including increasing urbanization and family sizes), government policies impacting the housing market, and technological advancements impacting the construction and sales processes. International investment continues to play a significant role, especially in prime London properties. However, the market is susceptible to external shocks, such as changes in interest rates or economic downturns. Understanding these factors is crucial for investors and stakeholders operating within the UK residential real estate sector. Market analysis suggests continued demand for sustainable and energy-efficient housing, influencing the development of future projects. This comprehensive report provides an in-depth analysis of the UK residential real estate market, covering the period from 2019 to 2033. With a base year of 2025 and a forecast period spanning 2025-2033, this research offers invaluable insights for investors, developers, and industry professionals seeking to navigate this dynamic market. The report leverages extensive data analysis, covering key segments, emerging trends, and major players, to provide a clear understanding of market dynamics and future growth potential. High-search-volume keywords like UK property market, UK house prices, London property market, UK residential real estate investment, build-to-rent UK, multifamily UK, and UK housing market forecast are integrated throughout to ensure maximum online visibility. Recent developments include: May 2023: A UAE-based investment manager, Rasmala Investment Bank, has launched a USD 2bn ( €1.8bn) UK multifamily strategy for a five-year period to build a USD 2bn portfolio of UK residential properties. The strategy is focused on the UK market for multifamily properties through a Shariah-compliant investment vehicle, initially targeting the serviced apartment (SAP) and BTR (build-to-rent) subsectors within and around London. Seeded by Rasmala Group, the strategy is backed by an active investment pipeline for the next 12 – 18 months., November 2022: ValuStrat, a Middle East consulting company, increased its foothold in the UK by acquiring an interest in Capital Value Surveyors, a real estate advisory services company with offices in London. The UK continues to be one of the most established real estate markets worldwide and attracts foreign investors regularly. They are excited to expand their presence there to better serve all of their clients, both in the UK and the Middle East.. Key drivers for this market are: Demand for New Dwellings Units, Government Initiatives are driving the market. Potential restraints include: Supply Chain Disruptions, Lack of Skilled Labour. Notable trends are: Increasing in the United Kingdom House Prices.

The monthly house price index in London has increased since 2015, albeit with fluctuation. In May 2025, the index reached 99.1, which is a slight increase from the same month in 2024. Nevertheless, prices widely varied in different London boroughs, with Kensington and Chelsea being the priciest boroughs for an apartment purchase.

Through reading this publication you will:

• gain an understanding of how house prices are set in economics terms, how they are measured, and why the cost of housing matters for London’s economy and its residents

• see whether incomes and earnings in London have kept pace with the costs of home ownership in London, and see how affordability may be affected by future changes in interest rates

• find out about the drivers of demand for residential property in London, and how the supply of homes has responded to changing conditions

According to the forecast, house prices in London are expected to continue to increase until 2029. During the five-year period from 2025 to 2029, the house prices for mainstream properties are forecast to rise by **** percent. In 2023, the average house price in London ranged between ******* British pounds and *** million British pounds, depending on the borough. Barking and Dagenham, Bexley, Newham, and Croydon were some of the most affordable boroughs to buy a house.

Housing Index in the United Kingdom decreased to 511.60 points in June from 511.80 points in May of 2025. This dataset provides - United Kingdom House Price Index - actual values, historical data, forecast, chart, statistics, economic calendar and news.

This page is no longer being updated. Please use the UK House Price Index instead.

Mix-adjusted house prices, by new/pre-owned dwellings, type of buyer (first time buyer) and region, from February 2002 for London and UK, and average mix-adjusted prices by UK region, and long term Annual House Price Index data since 1969 for London.

The ONS House Price Index is mix-adjusted to allow for differences between houses sold (for example type, number of rooms, location) in different months within a year. House prices are modelled using a combination of characteristics to produce a model containing around 100,000 cells (one such cell could be first-time buyer, old dwelling, one bedroom flat purchased in London). Each month estimated prices for all cells are produced by the model and then combined with their appropriate weight to produce mix-adjusted average prices. The index values are based on growth rates in the mix-adjusted average house prices and are annually chain linked.

The weights used for mix-adjustment change at the start of each calendar year (i.e. in January). The mix-adjusted prices are therefore not comparable between calendar years, although they are comparable within each calendar year. If you wish to calculate change between years, you should use the mix-adjusted house price index, available in Table 33.

The data published in these tables are based on a sub-sample of RMS data. These results will therefore differ from results produced using full sample data. For further information please contact the ONS using the contact details below.
House prices, mortgage advances and incomes have been rounded to the nearest £1,000.
Data taken from Table 2 and Table 9 of the monthly ONS release.

Download from ONS website

The average price of houses bought by first-time buyers was notably lower than houses purchased by repeat buyers in London in 2024. Homebuyers spent on average 480,000 British pounds when purchasing their first property in 2024. For repeat buyers, this figure amounted to 850,000 British pounds in that year. In London, the average house price was about 630,000 British pounds in 2024.

Analysis of ‘Housing Prices in London’ provided by Analyst-2 (analyst-2.ai), based on source dataset retrieved from https://www.kaggle.com/arnavkulkarni/housing-prices-in-london on 28 January 2022.

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

Content

This dataset comprises of various house listings in London and neighbouring region. It also encompasses the parameters listed below, the definitions of which are quite self-explanatory. • Property Name • Price • House Type - Contains one of the following types of houses (House, Flat/Apartment, New Development, Duplex, Penthouse, Studio, Bungalow, Mews) • Area in sq ft • No. of Bedrooms • No. of Bathrooms • No. of Receptions • Location • City/County - Includes London, Essex, Middlesex, Hertfordshire, Kent, and Surrey. • Postal Code

Inspiration

This dataset has various parameters for each house listing which can be used to conduct Exploratory Data Analysis. It can also be used to predict the house prices in various regions of London by means of Regression Analysis or other learning methods.

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

Median price paid for residential property in England and Wales by property type and electoral ward. Annual data.

The UK residential real estate market, valued at £360.27 million in 2025, is projected to experience robust growth, driven by several key factors. A consistently strong CAGR of 5.75% indicates a healthy and expanding market over the forecast period (2025-2033). This growth is fueled by increasing urbanization, a growing population, and a persistent demand for housing, particularly in major cities like London. Furthermore, government initiatives aimed at boosting homeownership and infrastructure development contribute positively to market expansion. The market is segmented by property type, with apartments and condominiums, and landed houses and villas representing significant segments. Key players such as Bellway PLC, Barratt Developments PLC, and Berkeley Group dominate the market, while a competitive landscape also includes numerous smaller developers and housing associations. While rising interest rates and construction costs present challenges, the overall outlook remains positive due to the enduring demand and limited housing supply, particularly in desirable areas. However, several factors could influence the market's trajectory. Fluctuations in the national economy, changes in government regulations concerning mortgages and property taxation, and global economic uncertainty could impact buyer confidence and investment. Regional variations also exist, with market dynamics differing across England, Scotland, Wales, and Northern Ireland. Understanding these regional nuances is crucial for targeted investment strategies. The market's resilience will depend on the ability of developers to adapt to changing market conditions and meet evolving consumer preferences for sustainable and energy-efficient housing. The continuous evolution of consumer preferences towards specific types of housing and location preferences will further shape the market's future growth. Recent developments include: May 2023: A UAE-based investment manager, Rasmala Investment Bank, has launched a USD 2bn ( €1.8bn) UK multifamily strategy for a five-year period to build a USD 2bn portfolio of UK residential properties. The strategy is focused on the UK market for multifamily properties through a Shariah-compliant investment vehicle, initially targeting the serviced apartment (SAP) and BTR (build-to-rent) subsectors within and around London. Seeded by Rasmala Group, the strategy is backed by an active investment pipeline for the next 12 – 18 months., November 2022: ValuStrat, a Middle East consulting company, increased its foothold in the UK by acquiring an interest in Capital Value Surveyors, a real estate advisory services company with offices in London. The UK continues to be one of the most established real estate markets worldwide and attracts foreign investors regularly. They are excited to expand their presence there to better serve all of their clients, both in the UK and the Middle East.. Key drivers for this market are: Demand for New Dwellings Units, Government Initiatives are driving the market. Potential restraints include: Demand for New Dwellings Units, Government Initiatives are driving the market. Notable trends are: Increasing in the United Kingdom House Prices.

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.

Land Registry housing data are for the first half of the year only, so that they comparable to the ASHE data which are as at April.
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 for 2014 has been calculated by the GLA.

Link to DCLG Live Tables

Median price paid for residential property in England and Wales, by property type and administrative geographies. Annual data.

Median price paid for residential property in England and Wales, by property type and Middle layer Super Output Area (MSOA). Quarterly rolling annual data. Formerly HPSSA dataset 2.

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Summary of UK House Price Index (HPI) price statistics covering England, Scotland, Wales and Northern Ireland. Full UK HPI data are available on GOV.UK.

The average mix-adjusted house price in London, England, peaked in August 2022, followed by a slight correction in 2023. In June 2024, the average house price amounted to about ******* British pounds, up from ******* British pounds a year ago. These recent fluctuations have also been observed by other measures, such as the house price index. The house price index is an important measure for the residential real estate market and is used to show changes in the value of residential properties.

Graph and download economic data for Real Residential Property Prices for United Kingdom (QGBR628BIS) from Q2 1968 to Q1 2025 about United Kingdom, residential, HPI, housing, real, price index, indexes, and price.