The number of home sales in the United States peaked in 2021 at almost seven million after steadily rising since 2018. Nevertheless, the market contracted in the following year, with transaction volumes falling to 4.8 million. Home sales remained muted in 2024, with a mild increase expected in 2025 and 2026. A major factor driving this trend is the unprecedented increase in mortgage interest rates due to high inflation. How have U.S. home prices developed over time? The average sales price of new homes has also been rising since 2011. Buyer confidence seems to have recovered after the property crash, which has increased demand for homes and also the prices sellers are demanding for homes. At the same time, the affordability of U.S. homes has decreased. Both the number of existing and newly built homes sold has declined since the housing market boom during the coronavirus pandemic. Challenges in housing supply The number of housing units in the U.S. rose steadily between 1975 and 2005 but has remained fairly stable since then. Construction increased notably in the 1990s and early 2000s, with the number of construction starts steadily rising, before plummeting amid the infamous housing market crash. Housing starts slowly started to pick up in 2011, mirroring the economic recovery. In 2022, the supply of newly built homes plummeted again, as supply chain challenges following the COVID-19 pandemic and tariffs on essential construction materials such as steel and lumber led to prices soaring.

Housing Index in the United Kingdom decreased to 514.20 points in September from 515.60 points in August of 2025. This dataset provides - United Kingdom House Price Index - actual values, historical data, forecast, chart, statistics, economic calendar and news.

According to the forecast, the North West and Yorkshire & the Humber are the UK regions expected to see the highest overall growth in house prices over the five-year period between 2025 and 2029. Just behind are the North East and West Midlands. In London, house prices are expected to rise by **** percent.

House prices in Spain are forecast to fall in 2024, after increasing by *** percent in 2023. Nevertheless, prices are expected to pick up in 2025, with an increase of ***********. The Portuguese housing market, on the other hand, grew by *** percent in 2023, but was forecast to contract in the next two years.

Context

Data augmentation for housing prices

Content

US Housing Data for 2008-2009 (pre crisis and crisis year) to predict housing prices more accurate

Inspiration

Housing price prediction competition on Kaggle

In 2022, the volume of commercial real estate transactions reached 752 billion U.S. dollars, up from 427 billion U.S. dollars in 2020. One of the reasons for the surge was the pandemic and the release of pent-up demand as the economy reopened. A real estate transaction refers to the process of passing the rights in a property unit from the seller to the buyer in return for an agreed upon sum. Effect of 2007-2008 credit crisis The U.S. real estate market reached its peak in 2007, just before the 2007-2008 credit crisis when the property market collapsed. The value of commercial property returns dropped between 2007 and 2009. Since 2010, the market has steadily recovered, and the volume of transactions climbed until 2015, and has levelled out since then. Types of commercial real estate The change in overall transaction volume is most likely impacted by the type of commercial properties which are more attractive to investors in a particular period. For instance, the interest in multifamily housing investment opportunities went down in the same period that interest in hotel investment opportunities went up.

Housing Index in South Korea remained unchanged at 93 points in September. This dataset provides - South Korea House Price Index - actual values, historical data, forecast, chart, statistics, economic calendar and news.

The average resale house price in Canada was forecast to reach nearly 836,000 Canadian dollars in 2026, according to a January forecast. In 2024, house prices increased after falling for the first time since 2019. One of the reasons for the price correction was the notable drop in transaction activity. Housing transactions picked up in 2024 and are expected to continue to grow until 2026. British Columbia, which is the most expensive province for housing, is projected to see the average house price reach 1.2 million Canadian dollars in 2026. Affordability in Vancouver Vancouver is the most populous city in British Columbia and is also infamously expensive for housing. In 2023, the city topped the ranking for least affordable housing market in Canada, with the average homeownership cost outweighing the average household income. There are a multitude of reasons for this, but most residents believe that foreigners investing in the market cause the high housing prices. Victoria housing market The capital of British Columbia is Victoria, where housing prices are also very high. The price of a single family home in Victoria's most expensive suburb, Oak Bay was 1.9 million Canadian dollars in 2024.

Canada Manufactured Homes Market size was valued at USD 2.08 Billion in the year 2024, and it is expected to reach USD 2.85 Billion in 2032, at a CAGR of 4% over the forecast period of 2026 to 2032.

Key Market Drivers: Housing Affordability Crisis: The ongoing housing affordability crisis is the primary driver of Canada's manufactured home market. According to the Canadian Real Estate Association (CREA), the national average home price reached $716,100 in January 2024, up 7.6% year on year. According to the Canadian Manufactured Housing Institute (CMHI), manufactured homes are significantly less expensive than traditional site-built homes, with prices ranging from 30 to 50% lower.

Urbanization and Population Growth: Urbanization and population increase in Canada are pushing the manufactured house market by growing demand for low-cost, high-quality housing options. Rising land costs and housing shortages make manufactured homes an affordable option, promoting market growth.

The average Canadian house price declined slightly in 2023, after four years of consecutive growth. The average house price stood at 678,282 Canadian dollars in 2023 and was forecast to reach 746,379 Canadian dollars by 2026. Home sales on the rise The number of housing units sold is also set to increase over the two-year period. From 443,511 units sold, the annual number of home sales in the country is expected to rise to 453,704 in 2025. British Columbia and Ontario have traditionally been housing markets with prices above the Canadian average, and both are set to witness an increase in sales in 2025. How did Canadians feel about the future development of house prices? When it comes to consumer confidence in the performance of the real estate market in the next six months, Canadian consumers in 2024 mostly expected that the market would go up. A slightly lower share of the respondents believed real estate prices would remain the same.

The number of new houses sold in the United States took a big hit during the financial crisis, dropping from a high of around *** million houses sold in 2005 to a low of *** thousand homes sold in 2011 – around a ** percent decrease. While the economy has largely recovered since the crisis, consumers remained hesitant when it comes to buying homes. In 2020, demand for housing surged and house sales volumes spiked to *******. Housing construction remains suppressed One of the main challenges in the U.S. housing market is the insufficient number of new homes built. During the financial crisis, construction slowed dramatically, and has still struggled to recover. Construction costs, on the other hand, have risen notably, making homeownership increasingly pricier. House prices on the rise Unsurprisingly, the median sales price of new homes has risen substantially. In 2024, the U.S. Case Shiller National Home Price Index, reached *** index points, suggesting the price of a home tripled since 2000, the base year of the index.

The average house price in British Columbia in 2024 stood at about 982,100 Canadian dollars and, according to the forecast, is set to increase by two percent, reaching 1,001,871 Canadian dollars in the following year. The average house price in Canada is forecast to grow in the next two years.

The average price for a house in Quebec stood at approximately 522,828 Canadian dollars in 2024 and was set to increase slightly in the next two years. In 2025, the average price is forecast to reach 566,620 Canadian dollars. Meanwhile, the national average house price was forecast to pick up in 2025. Compared to other provinces, Quebec was the third-most expensive province to buy housing in Canada, after British Columbia and Ontario. Quebec Located on the eastern side of Canada, Quebec had an estimated population of almost nine million people in 2023. It is the second most populated province in Canada, and the second-largest by land size, as it is three times the size of Texas. The largest city in Quebec is Montreal, which is close to the Vermont border in the United States. The median total family income in Quebec has been steadily rising since 2000. Housing Prices in Canada Housing prices in Canada vary province to province. The most expensive average house price was in British Columbia in 2024. Vancouver, the most populated city in British Columbia, is known for its high-priced real estate market. However, housing prices all over Canada have increased in the past couple of years.

Prospective homebuyers in Vancouver, British Columbia, and Toronto, Ontario, needed an annual income of over 200,000 Canadian dollars in June 2025 to qualify for the average priced home. In Vancouver, this figure was approximately 238,820 Canadian dollars. British Columbia and Ontario, are Canada's most expensive provinces for housing. According to a January 2025 forecast by the Canadian Real Estate Association (CREA), the housing market is expected to grow in the next two years, which is likely to worsen home affordability.