United Kingdom Residential Real Estate Market is Segmented by Property Type (Apartments and Condominiums, and Villas and Landed Houses), by Price Band (Affordable, Mid-Market and Luxury), by Business Model (Sales and Rental), by Mode of Sale (Primary and Secondary), and by Region (England, Scotland, Wales and Northern Ireland). The Market Forecasts are Provided in Terms of Value (USD)

Graph and download economic data for Real Residential Property Prices for United States (QUSR628BIS) from Q1 1970 to Q2 2025 about residential, HPI, housing, real, price index, indexes, price, and USA.

The average price of Australian residential property has risen over the past ten years, and in June 2025, it reached over one million Australian dollars. Nonetheless, property experts in Australia have indicated that the country has been in a property bubble over the past decade, with some believing the market will collapse sometime in the near future. Property prices started declining in 2022; however, a gradual upward trend was witnessed throughout 2023, with minor fluctuations in 2024. Australian capital city price differences While the national average residential property price has exhibited growth, individual capital cities display diverse trends, highlighting the complexity of Australia’s property market. Sydney maintains its position as the most expensive residential property market across Australia's capital cities, with a median property value of approximately 1.19 million Australian dollars as of April 2025. Brisbane has emerged as an increasingly pricey capital city for residential property, surpassing both Canberra and Melbourne in median housing values. Notably, Perth experienced the most significant annual increase in its average residential property value, with a 10 percent increase from April 2024, despite being a comparably more affordable market. Hobart and Darwin remain the most affordable capital cities for residential properties in the country. Is the homeownership dream out of reach? The rise in property values coincides with the expansion of Australia's housing stock. In the June quarter of 2025, the number of residential dwellings reached around 11.37 million, representing an increase of about 53,600 dwellings from the previous quarter. However, this growth in housing supply does not necessarily translate to increased affordability or accessibility for many Australians. The country’s house prices remain largely disproportional to income, leaving the majority of low- and middle-income earners priced out of the market. Alongside this, elevated mortgage interest rates in recent years have made taking out a loan increasingly unappealing for many potential property owners, and the share of mortgage holders at risk of mortgage repayment stress has continued to climb.

Housing Index in Ireland increased to 201.20 points in September from 199.50 points in August of 2025. This dataset provides the latest reported value for - Ireland Residential Property Prices - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

Graph and download economic data for Real Residential Property Prices for Australia (QAUR628BIS) from Q1 1970 to Q2 2025 about Australia, residential, HPI, housing, real, price index, indexes, and price.

Residential Property Prices in India increased 3.13 percent in March of 2025 over the same month in the previous year. This dataset includes a chart with historical data for India Residential Property Prices.

The average price of Australian residential property has risen over the past ten years, and in December 2024, it reached 976,800 Australian dollars. Nonetheless, property experts in Australia have indicated that the country has been in a property bubble over the past decade, with some believing the market will collapse sometime in the near future. Property prices started declining in 2022; however, a gradual upward trend was witnessed throughout 2023, with minor fluctuations in 2024. Australian capital city price differences While the national average residential property price has exhibited growth, individual capital cities display diverse trends, highlighting the complexity of Australia’s property market. Sydney maintains its position as the most expensive residential property market across Australia's capital cities, with a median property value of approximately 1.19 million Australian dollars as of April 2025. Brisbane has emerged as an increasingly pricey capital city for residential property, surpassing both Canberra and Melbourne in median housing values. Notably, Perth experienced the most significant annual increase in its average residential property value, with a 10 percent increase from April 2024, despite being a comparably more affordable market. Hobart and Darwin remain the most affordable capital cities for residential properties in the country. Is the homeownership dream out of reach? The rise in property values coincides with the expansion of Australia's housing stock. In the December quarter of 2024, the number of residential dwellings reached around 11.29 million, representing an increase of about 53,200 dwellings from the previous quarter. However, this growth in housing supply does not necessarily translate to increased affordability or accessibility for many Australians. The country’s house prices remain largely disproportional to income, leaving the majority of low- and middle-income earners priced out of the market. Alongside this, elevated mortgage interest rates in recent years have made taking out a loan increasingly unappealing for many potential property owners, and the share of mortgage holders at risk of mortgage repayment stress has continued to climb.

India Residential Property Market is growing at a faster pace with substantial growth rates over the last few years and is estimated that the market will grow significantly in the forecasted period i.e., 2023 to 2030.Luxury properties refer to premium residential properties. With their opulent amenities, luxury apartments are designed to give you a charming, resort-style lifestyle. A gym, an infinity pool, miniature theatres, seating areas, walking trails, a secure play area for children, and more are just a few of the opulent amenities available. Luxurious homes come with a prestigious past, a high price, a large size, priceless materials, and competent design. Luxury real estate often has a valuation that falls among the top 10% of houses on the local market.

Innsbruck was the most expensive Austrian city to buy an apartment in, with average values of 7,700 euros per square meter in the first quarter of 2025. The price of an apartment in Graz was significantly lower at 4,590 euros per square meter.

https://raw.githubusercontent.com/Masterx-AI/Project_Housing_Price_Prediction_/main/hs.jpg" alt="">

Description:

A simple yet challenging project, to predict the housing price based on certain factors like house area, bedrooms, furnished, nearness to mainroad, etc. The dataset is small yet, it's complexity arises due to the fact that it has strong multicollinearity. Can you overcome these obstacles & build a decent predictive model?

Acknowledgement:

Harrison, D. and Rubinfeld, D.L. (1978) Hedonic prices and the demand for clean air. J. Environ. Economics and Management 5, 81–102. Belsley D.A., Kuh, E. and Welsch, R.E. (1980) Regression Diagnostics. Identifying Influential Data and Sources of Collinearity. New York: Wiley.

Objective:

• Understand the Dataset & cleanup (if required).
• Build Regression models to predict the sales w.r.t a single & multiple feature.
• Also evaluate the models & compare thier respective scores like R2, RMSE, etc.

Graph and download economic data for Median Sales Price of Houses Sold for the United States (MSPUS) from Q1 1963 to Q2 2025 about sales, median, housing, and USA.

The Indian residential real estate market is experiencing robust growth, projected to reach a market size of ₹227.26 billion in 2025 and maintain a Compound Annual Growth Rate (CAGR) of 24.77% from 2025 to 2033. This expansion is fueled by several key factors. Increasing urbanization, a burgeoning middle class with rising disposable incomes, and favorable government policies promoting affordable housing are significant drivers. Furthermore, evolving consumer preferences towards larger, more sustainable, and technologically advanced homes are shaping the market. The segment is witnessing a shift towards premium properties, particularly condominiums and apartments in urban centers, while the demand for villas and landed houses remains strong in suburban and rural areas. Competition is intense, with established players like Godrej Properties, Prestige Estate, DLF, and others vying for market share alongside newer entrants. Challenges include fluctuating interest rates, land acquisition complexities, and regulatory hurdles, which can impact the pace of development and project completion timelines. However, the long-term outlook for the Indian residential real estate sector remains positive, driven by fundamental demographic and economic shifts. The market's segmentation by property type reveals a clear preference for apartments and condominiums, driven by increasing population density in urban areas and the appeal of convenient, modern living. However, villas and landed houses continue to hold significant appeal, particularly among high-net-worth individuals and families seeking more space and privacy. Geographical variations exist, with major metropolitan areas exhibiting higher growth rates compared to smaller cities. This disparity reflects the concentration of employment opportunities and infrastructure development in major urban hubs. The sector's growth is further supported by continuous improvements in infrastructure, better connectivity, and evolving financing options, making homeownership more accessible to a wider range of buyers. Sustained focus on affordable housing initiatives by the government is also instrumental in expanding the market reach and catering to a larger segment of the population. Recent developments include: December 2023: Ashwin Sheth Group planned to expand its residential and commercial portfolio in the MMR region.November 2023: Tata Realty and Infrastructure, a wholly-owned subsidiary of Tata Sons, planned to grow its business with over 50 projects in major cities in India, Sri Lanka, and the Maldives. The projects have a development potential of more than 51 million square feet.. Key drivers for this market are: 4., Rapid urbanization4.; Government initiatives. Potential restraints include: 4., Rapid urbanization4.; Government initiatives. Notable trends are: Increasing Demand for Big Residential Spaces is Driving the Market.

Germany Residential Property Market Index: 127 Cities: Rent: New data was reported at 179.820 1990=100 in 2019. This records an increase from the previous number of 173.640 1990=100 for 2018. Germany Residential Property Market Index: 127 Cities: Rent: New data is updated yearly, averaging 114.800 1990=100 from Dec 1990 (Median) to 2019, with 30 observations. The data reached an all-time high of 179.820 1990=100 in 2019 and a record low of 100.000 1990=100 in 1990. Germany Residential Property Market Index: 127 Cities: Rent: New data remains active status in CEIC and is reported by Bulwiengesa AG. The data is categorized under Global Database’s Germany – Table DE.EB004: Property Market Index.

House Price Index YoY in Ireland increased to 7.60 percent in September from 7.50 percent in August of 2025. This dataset includes a chart with historical data for Ireland Residential Property Prices YoY.

Residential Property Prices in Philippines increased 7.55 percent in June of 2025 over the same month in the previous year. This dataset includes a chart with historical data for Philippines Residential Property Prices.

Germany Residential Property Market Index: 127 Cities: Terraced Houses data was reported at 212.710 1990=100 in 2019. This records an increase from the previous number of 199.230 1990=100 for 2018. Germany Residential Property Market Index: 127 Cities: Terraced Houses data is updated yearly, averaging 116.270 1990=100 from Dec 1990 (Median) to 2019, with 30 observations. The data reached an all-time high of 212.710 1990=100 in 2019 and a record low of 100.000 1990=100 in 1990. Germany Residential Property Market Index: 127 Cities: Terraced Houses data remains active status in CEIC and is reported by Bulwiengesa AG. The data is categorized under Global Database’s Germany – Table DE.EB004: Property Market Index.

Discover the booming South African residential real estate market! With a $19.89 billion valuation in 2025 and a projected 10.46% CAGR, this report analyzes market drivers, trends, and key players, offering invaluable insights for investors and developers. Explore regional breakdowns and future forecasts. Key drivers for this market are: 4., Growing urbanisation in the countries4.; Increasing support of private sector to meet infrastructural growth in various sectors such as water, energy, transportation, and communications. Potential restraints include: 4., Lack of quality and quantity of infrastructure. Notable trends are: Increasing Demand for Sectional Title Living in South Africa.

In the fourth quarter of 2024, the overall sales growth of the residential property market in Indonesia contracted by approximately ** percent. During the same period, the sales growth for small houses in Indonesia fell by over ** percent.

Graph and download economic data for Real Residential Property Prices for Canada (QCAR628BIS) from Q1 1970 to Q2 2025 about Canada, residential, HPI, housing, real, price index, indexes, and price.

The Australian luxury residential property market is estimated to have a market size of 23.88 million in 2025, with a projected CAGR of 5.75% from 2025 to 2033. The market is driven by the increasing demand for luxury properties from wealthy individuals and families, both domestic and international. Other key drivers include low interest rates, strong economic growth, and a growing population of high-net-worth individuals. Key trends in the market include the increasing popularity of apartments and condominiums, the rise of eco-friendly luxury developments, and the growing demand for properties in regional areas. Constraints to the market include the lack of affordable housing, government regulations, and rising construction costs. The market is segmented by type (apartments and condominiums, villas and landed houses) and city (Sydney, Perth, Melbourne, Brisbane, other cities). Major companies in the market include Stunning Homes, Medallion Homes, Summit South West, Atrium Homes, and James Michael Homes. Recent developments include: August 2023: Sydney-based boutique developer Made Property laid plans for a new apartment project along Sydney Harbour amid sustained demand for luxury waterfront properties. The Corsa Mortlake development, positioned on Majors Bay in the harbor city’s inner west, will deliver 20 three-bedroom apartments offering house-sized living spaces and ready access to a 23-berth marina accommodating yachts up to 20 meters. With development approval secured for the project, the company is moving quickly to construction. Made Property expects construction to be completed in late 2025., September 2023: A luxurious collection of private apartment residences planned for a prime double beachfront site in North Burleigh was released to the market for the first time with the official launch of ultra-premium apartment development Burly Residences, being delivered by leading Australian developer David Devine and his team at DD Living. The first stage of Burly Residences released to the market includes prestigious two and three-bedroom apartments – with or without multipurpose rooms – and four-bedroom plus multipurpose room apartments that deliver luxury and space with expansive ocean and beach views.. Key drivers for this market are: 4., Increasing Number of High Net-Worth Individuals (HNWIs). Potential restraints include: 4., Rising Interest Rates. Notable trends are: Ultra High Net Worth Population Driving the Demand for Prime Properties.