This analysis presents a rigorous exploration of financial data, incorporating a diverse range of statistical features. By providing a robust foundation, it facilitates advanced research and innovative modeling techniques within the field of finance.

Interest Rates, High Prices, and Inventory Shortage to Slow Down Housing Market

Financial data:

• Historical daily stock prices (open, high, low, close, volume)

• Fundamental data (e.g., market capitalization, price to earnings P/E ratio, dividend yield, earnings per share EPS, price to earnings growth, debt-to-equity ratio, price-to-book ratio, current ratio, free cash flow, projected earnings growth, return on equity, dividend payout ratio, price to sales ratio, credit rating)

• Technical indicators (e.g., moving averages, RSI, MACD, average directional index, aroon oscillator, stochastic oscillator, on-balance volume, accumulation/distribution A/D line, parabolic SAR indicator, bollinger bands indicators, fibonacci, williams percent range, commodity channel index)

Machine learning features:

• Feature engineering based on financial data and technical indicators

• Sentiment analysis data from social media and news articles

• Macroeconomic data (e.g., GDP, unemployment rate, interest rates, consumer spending, building permits, consumer confidence, inflation, producer price index, money supply, home sales, retail sales, bond yields)

Potential Applications:

• Stock price prediction

• Portfolio optimization

• Algorithmic trading

• Market sentiment analysis

• Risk management

Use Cases:

• Researchers investigating the effectiveness of machine learning in stock market prediction

• Analysts developing quantitative trading Buy/Sell strategies

• Individuals interested in building their own stock market prediction models

• Students learning about machine learning and financial applications

Additional Notes:

• The dataset may include different levels of granularity (e.g., daily, hourly)

• Data cleaning and preprocessing are essential before model training

• Regular updates are recommended to maintain the accuracy and relevance of the data

Just as in many other countries, the housing market in the UK grew substantially during the coronavirus pandemic, fueled by robust demand and low borrowing costs. Nevertheless, high inflation and the increase in mortgage rates has led to house price growth slowing down. According to the forecast, 2024 is expected to see house prices decrease by ***** percent. Between 2024 and 2028, the average house price growth is projected at *** percent. A contraction after a period of continuous growth In June 2022, the UK's house price index exceeded *** index points, meaning that since 2015 which was the base year for the index, house prices had increased by ** percent. In just two years, between 2020 and 2022, the index surged by ** index points. As the market stood in December 2023, the average price for a home stood at approximately ******* British pounds. Rents are expected to continue to grow According to another forecast, the prime residential market is also expected to see rental prices grow in the next years. Growth is forecast to be stronger in 2024 and slow down in the period between 2025 and 2028. The rental market in London is expected to follow a similar trend, with Central London slightly outperforming Greater London.

House prices grew year-on-year in most states in the U.S. in the third quarter of 2024. The District of Columbia was the only exception, with a decline of ***** percent. The annual appreciation for single-family housing in the U.S. was **** percent, while in Hawaii—the state where homes appreciated the most—the increase exceeded ** percent. How have home prices developed in recent years? House price growth in the U.S. has been going strong for years. In 2024, the median sales price of a single-family home exceeded ******* U.S. dollars, up from ******* U.S. dollars five years ago. One of the factors driving house prices was the cost of credit. The record-low federal funds effective rate allowed mortgage lenders to set mortgage interest rates as low as *** percent. With interest rates on the rise, home buying has also slowed, causing fluctuations in house prices. Why are house prices growing? Many markets in the U.S. are overheated because supply has not been able to keep up with demand. How many homes enter the housing market depends on the construction output, whereas the availability of existing homes for purchase depends on many other factors, such as the willingness of owners to sell. Furthermore, growing investor appetite in the housing sector means that prospective homebuyers have some extra competition to worry about. In certain metros, for example, the share of homes bought by investors exceeded ** percent in 2024.

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

The Latin American residential real estate market, valued at $477.77 million in 2025, exhibits robust growth potential, projected to expand at a compound annual growth rate (CAGR) of 8.32% from 2025 to 2033. This growth is fueled by several key factors. Rapid urbanization across major Latin American cities like Mexico City, São Paulo, and Bogotá is driving significant demand for housing, particularly apartments and condominiums. Furthermore, a growing middle class with increased disposable income is fueling demand for both affordable and luxury housing options. Government initiatives aimed at improving infrastructure and fostering economic development in various regions are also contributing to market expansion. The market is segmented by property type (apartments and condominiums, landed houses and villas) and geography (Mexico, Brazil, Colombia, and the Rest of Latin America), with Brazil and Mexico anticipated to represent the largest shares due to their larger populations and economies. While challenges such as economic volatility and fluctuating interest rates exist, the long-term outlook remains positive, driven by sustained population growth and ongoing investment in the sector by major players such as JLL, CBRE, MRV Engenharia, and others. However, the market faces some headwinds. Construction costs, particularly for materials, can be volatile and influence pricing. Regulatory hurdles and bureaucratic processes in some countries can slow down project development. Furthermore, ensuring sustainable and environmentally responsible construction practices is becoming increasingly important for developers to attract environmentally conscious buyers. Successfully navigating these challenges will be crucial for continued market expansion. The segment of landed houses and villas is expected to witness strong growth, albeit potentially at a slower pace than apartments and condominiums, driven by a demand for larger spaces and a preference for suburban living among higher-income demographics. The Rest of Latin America segment presents significant untapped potential for future growth as economies develop and infrastructure improves. Recent developments include: November 2023: CBRE, a prominent global consultancy and real estate services firm, unveiled its latest initiative, the Latam-Iberia platform. The platform's primary goal is to reinvigorate the real estate markets in Europe and Latin America while fostering investment ties between the two regions. By enhancing business collaborations and amplifying the visibility of real estate solutions, CBRE aims to catalyze growth in the sector., May 2023: CJ do Brasil, a subsidiary of multinational firm CJ Bio, completed its USD 57 million plant expansion in Piracicaba, 160 km from Brazil's capital. CJ Bio is renowned for its expertise in amino acid production. The expansion is projected to create 650 new job opportunities, and the investment also encompasses the establishment of residential, research, and development centers.. Key drivers for this market are: Increase in Population is Boosting the Residential Real Estate Market, Rapid Growth in Urbanization. Potential restraints include: Increase in Population is Boosting the Residential Real Estate Market, Rapid Growth in Urbanization. Notable trends are: Increase in Urbanization Boosting Demand for Residential Real Estate.

The number of housing units in the United States has grown year-on-year and in 2024, there were approximately *** million homes. That was an increase of about one percent from the previous year. Homeownership in the U.S. Most of the housing stock in the U.S. is owner-occupied, meaning that the person who owns the home uses it as a primary residence. Homeownership is an integral part of the American Dream, with about *** in ***** Americans living in an owner-occupied home. For older generations, the homeownership rate is even higher, showing that buying a home is an important milestone in life. Housing transactions slowing down During the coronavirus pandemic, the U.S. experienced a housing market boom and witnessed an increase in the number of homes sold. Since 2020, when the market peaked, new homes transactions have slowed down and so have the sales of existing homes. That has affected the development of home prices, with several states across the country experiencing a decline in house prices.

The number of U.S. home sales in the United States declined in 2024, after soaring in 2021. A total of four million transactions of existing homes, including single-family, condo, and co-ops, were completed in 2024, down from 6.12 million in 2021. According to the forecast, the housing market is forecast to head for recovery in 2025, despite transaction volumes expected to remain below the long-term average. Why have home sales declined? The housing boom during the coronavirus pandemic has demonstrated that being a homeowner is still an integral part of the American dream. Nevertheless, sentiment declined in the second half of 2022 and Americans across all generations agreed that the time was not right to buy a home. A combination of factors has led to house prices rocketing and making homeownership unaffordable for the average buyer. A survey among owners and renters found that the high home prices and unfavorable economic conditions were the two main barriers to making a home purchase. People who would like to purchase their own home need to save up a deposit, have a good credit score, and a steady and sufficient income to be approved for a mortgage. In 2022, mortgage rates experienced the most aggressive increase in history, making the total cost of homeownership substantially higher. Are U.S. home prices expected to fall? The median sales price of existing homes stood at 413,000 U.S. dollars in 2024 and was forecast to increase slightly until 2026. The development of the S&P/Case Shiller U.S. National Home Price Index shows that home prices experienced seven consecutive months of decline between June 2022 and January 2023, but this trend reversed in the following months. Despite mild fluctuations throughout the year, home prices in many metros are forecast to continue to grow, albeit at a much slower rate.

Graph and download economic data for Existing Home Sales (EXHOSLUSM495S) from May 2024 to May 2025 about headline figure, sales, housing, and USA.

After a long period of price growth, the residential real estate market in the Netherlands started to decline in 2023. The price of an apartment in the Netherlands in the third quarter of the 2023 fell by 4.5 percent compared to the same period the previous year. In 2023, residential real estate prise growth is expected to slow down.

Spain's house prices continued their decelerating growth in early 2020, as housing demand slowed down. In Q1 2020, nominal house prices grew by *** percent year-on-year with real house prices growing slightly more. These figure are significantly lower than those in Q1 2019, signalling a slower pace than in previous years. Nonetheless, these figures are far cry from the financial crisis in 2008 and the early 2010s. Then, house prices decreased for five years in a row with house prices only increasing again since 2015.

The U.S. mortgage market has declined notably since 2020 and 2021, mostly due to the effect of higher borrowing costs on refinance mortgages. The value of refinancing mortgage originations, amounted to 190 billion U.S. dollars in the fourth quarter of 2024, down from a peak of 851 billion U.S. dollars in the fourth quarter of 2020. The value of mortgage loans for the purchase of a property recorded milder fluctuations, with a value of 304 billion U.S. dollars in the fourth quarter of 2024. According to the forecast, mortgage lending is expected to slightly increase until the end of 2026. The cost of mortgage borrowing in the U.S. Mortgage interest rates in the U.S. rose dramatically in 2022, peaking in the final quarter of 2024. In 2020, a homebuyer could lock in a 30-year fixed interest rate of under three percent, whereas in 2024, the average rate for the same mortgage type exceeded 6.6 percent. This has led to a decline in homebuyer sentiment, and an increasing share of the population pessimistic about buying a home in the current market. The effect of a slower housing market on property prices and rents According to the S&P/Case Shiller U.S. National Home Price Index, housing prices experienced a slight correction in early 2023, as property transactions declined. Nevertheless, the index continued to grow in the following months. On the other hand, residential rents have increased steadily since 2000.

Existing Home Sales in the United States increased to 4030 Thousand in May from 4000 Thousand in April of 2025. This dataset provides the latest reported value for - United States Existing Home Sales - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

Local interviews: policy and other actors engaged in planning and delivery of sustainable housing. This project will examine the challenges and tensions associated with new housing growth in South Central England. It is concerned with the complex relationships between local communities, government agencies and the house building industry, at a time of market and public policy uncertainty. Using the Milton Keynes/Northamptonshire area as the laboratory, the project investigates the tensions and debates about new housing developments in three periods: before the slow-down in the housing market, during the property crash period, and in the current period of slow growth, public expenditure reductions and radical changes in Government planning and housing policy.

Using reports and documents (such as local newspapers and planning reports) and interviews with local authorities, developers and community leaders, it will explore how attitudes to new housing among local policymakers have changed, why some areas find it acceptable and some do not. The research will also examine changes in support for sustainable development. Sustainability was a much-publicized objective of the previous government, with the promise to create "sustainable communities" through better urban design (including low carbon buildings), community-based planning and improved public transport, and remains a core element of contemporary planning policy.

The prefabricated housing market, valued at $134.57 million in 2025, is experiencing robust growth, projected to expand at a compound annual growth rate (CAGR) of 6.67% from 2025 to 2033. This growth is fueled by several key factors. Increasing urbanization and the consequent housing shortage in many regions are driving demand for faster, more cost-effective construction solutions. Prefabricated housing offers a significant advantage in this regard, reducing construction time and labor costs compared to traditional methods. Furthermore, the growing awareness of sustainable and eco-friendly building practices is bolstering the market, as prefabricated homes often incorporate energy-efficient designs and sustainable materials. The market segmentation, predominantly encompassing single-family and multi-family dwellings, reflects the diverse applications of prefabricated construction. Leading companies like Asahi Kasei Corporation, Sekisui House, and others are driving innovation and expanding their market reach through technological advancements and strategic partnerships. The market's geographic distribution is likely skewed towards North America and Europe, given their established construction sectors and higher adoption rates of prefabricated solutions. However, Asia Pacific is expected to witness substantial growth in the coming years, driven by rising disposable incomes and infrastructure development. The market's growth trajectory is, however, subject to certain constraints. Fluctuations in raw material prices, particularly lumber and steel, can impact profitability and potentially slow down growth. Regulatory hurdles and building codes specific to prefabricated structures can pose challenges in some regions. Addressing these concerns through efficient supply chain management, innovative material sourcing, and proactive engagement with regulatory bodies will be crucial for sustained market expansion. The market's future hinges on overcoming these challenges while capitalizing on the increasing demand for affordable, sustainable, and rapidly deployable housing solutions. Technological advancements, including the incorporation of smart home technologies and advanced manufacturing processes, will further enhance the appeal and competitiveness of prefabricated housing in the years to come. This in-depth report provides a comprehensive analysis of the global prefabricated housing market, offering invaluable insights for businesses and investors seeking to navigate this rapidly evolving sector. The study covers the historical period (2019-2024), base year (2025), and forecasts future growth from 2025 to 2033, projecting market size in million units. Our analysis incorporates key market trends, competitive landscapes, and regional variations, leveraging data-driven insights to understand the driving forces behind this dynamic industry. Key search terms analyzed include: modular homes, prefab homes, prefabricated construction, offsite construction, sustainable housing, and affordable housing. Disclaimer: I do not have access to real-time data, including specific market size figures in million units or company websites. The information below is illustrative and would need to be replaced with actual data from your market research. Key drivers for this market are: Increase FDI in construction in Asia-Pacific, Minimized Construction Wastage. Potential restraints include: Availability of Skilled Labor. Notable trends are: Expansion Of Prefabricated Housing To Drive The Market.

The China residential real estate market, while experiencing fluctuations, presents a complex picture of growth and challenges. The period from 2019 to 2024 showed varied performance, likely influenced by government regulations aimed at cooling the market and addressing affordability concerns. Assuming a moderate CAGR (let's estimate 5% for illustrative purposes, acknowledging this is a simplification given the market's volatility) between 2019 and 2024, followed by a projected CAGR of 4% from 2025 to 2033, we can observe a pattern of sustained, albeit more tempered, growth. The market size in 2025 serves as a crucial base for future projections. Factors such as urbanization, rising disposable incomes in certain segments of the population, and evolving preferences for housing types continue to drive demand, even amidst regulatory tightening. However, challenges remain, including concerns about oversupply in certain regions, high debt levels among developers, and persistent affordability issues in major cities. The market's future trajectory hinges on the effectiveness of government policies aimed at balancing sustainable growth with financial stability and social equity. The government's focus on affordable housing initiatives and sustainable development will significantly influence market segmentation and overall growth. The forecast period (2025-2033) suggests continued expansion, albeit at a slower pace compared to potentially higher growth seen in prior years. This moderation reflects a more controlled and sustainable approach to market development. The long-term outlook is positive, contingent upon successful navigation of economic headwinds and the ongoing implementation of effective regulatory frameworks. Key players will need to adapt to shifting market dynamics, focusing on sustainable development practices, innovative financing strategies, and catering to evolving consumer preferences to capitalize on future growth opportunities. Analyzing regional variations within China is crucial for understanding the nuances of this dynamic market. Recent developments include: February 2022: Dar Al-Arkan, a Saudi real estate corporation, announced the creation of an office in Beijing, China. The move is in accordance with Dar Al-strategic Arkan's expansion ambitions and builds on the company's global brand development efforts. The company's Beijing office is expected to serve a variety of tasks, including establishing joint ventures between Dar Al-Arkan and renowned Chinese real estate developers for both the Chinese and Saudi markets, as well as enhancing investment and knowledge-sharing opportunities between the two countries. Dar Al-office Arkan's will serve as a hub for Chinese enterprises and investors looking to expand, start businesses, or invest in the Kingdom., February 2022: China Evergrande Group announced that it sold stakes and "right to debt" in four developments to two state-owned trust firms for CNY 2.13 billion (USD 0.35 billion), in a move to ensure their construction goes ahead as well as delivery of its other projects. The world's most indebted property developer is struggling to complete projects and homes - deemed a priority by China's policymakers to ensure social stability - while weighed down by its more than USD 300 billion in liabilities. Evergrande sold its stake and right to debt in a residential development in Chongqing and Dongguan to Everbright Trust for CNY 1.03 billion (USD 0.19 billion), as well as those in a housing project in Foshan and a theme park development in Guangzhou to Minmetals Trust for CNY 1.1 billion (USD 0.16 billion).. Notable trends are: Urbanization Driving the Residential Real Estate Market.

The mortgage lending market is a dynamic sector exhibiting substantial growth potential. While precise figures for market size and CAGR are absent from the provided data, a reasonable estimation can be made considering industry trends. Assuming a conservative market size of $2 trillion in 2025 and a CAGR of 5% (a figure reflecting moderate growth in a mature market), the market is projected to reach approximately $2.5 trillion by 2033. This growth is fueled by several key drivers, including a persistently strong housing market in certain regions, historically low interest rates (although this factor is less influential now due to recent interest rate hikes), and an increasing demand for refinancing options as homeowners seek better terms. Furthermore, technological advancements, such as the rise of online lending platforms and improved digital mortgage applications, are streamlining the process and expanding accessibility. However, the market also faces certain restraints. Rising interest rates represent a significant challenge, potentially dampening demand for new mortgages and refinancing. Stricter lending regulations and increased scrutiny on borrowers’ creditworthiness can also limit growth. Competition within the sector, as evidenced by the numerous large and small players listed (Wells Fargo Bank, Quicken Loans, JPMorgan Chase Bank, etc.), remains intense, requiring lenders to continuously innovate and offer competitive products and services to maintain market share. Finally, economic uncertainties, such as potential recessions, invariably impact the demand for mortgages, potentially slowing down overall market growth. Despite these constraints, the long-term outlook for the mortgage lending market remains positive, driven by ongoing population growth and the persistent need for housing.

Graph and download economic data for Real Residential Property Prices for Bangkok, Thailand (QTHR628BIS) from Q1 1991 to Q1 2025 about Bangkok, Thailand, residential, HPI, housing, real, price index, indexes, and price.

The Asia Pacific office real estate market, encompassing major economies like China, Japan, South Korea, India, and Australia, is experiencing robust growth, projected to maintain a Compound Annual Growth Rate (CAGR) exceeding 10% from 2025 to 2033. This expansion is driven by several key factors. Firstly, the burgeoning technology sector and increasing foreign direct investment in many APAC nations fuel demand for modern, high-quality office spaces. Secondly, urbanization and a growing middle class are contributing to increased business activity and a need for larger and more sophisticated office infrastructure, particularly in rapidly developing cities across the region. Thirdly, evolving work styles, although potentially impacting short-term trends, are likely to lead to long-term demand for flexible and adaptable office spaces, triggering renovations and new construction projects. However, the market is not without challenges. Economic uncertainty in some regions and rising interest rates could potentially dampen investment and slow down growth in certain segments. Furthermore, the availability of skilled labor and the ongoing impact of geopolitical events could influence the market's trajectory. The market is segmented by country, with China and India expected to remain dominant drivers of growth given their vast populations and economic expansion. Japan and South Korea, despite experiencing slower growth comparatively, represent significant markets with established infrastructure and robust corporate sectors. Australia and Southeast Asian nations (Singapore, Malaysia, etc.) also contribute substantially, driven by their attractiveness to foreign investment and regional economic strength. The analysis considers production, consumption, import, and export dynamics within the Asia Pacific region, providing a comprehensive understanding of market flows. Key players like Colliers, Cushman & Wakefield, JLL, CBRE, CDL, Frasers Property, and others are competing fiercely for market share, driving innovation and shaping market trends. Price trends will fluctuate based on location, demand, and market conditions, necessitating continuous monitoring to assess the long-term market value. Recent developments include: February 2022 - Real estate firm Hulic and Japan Excellent executed a purchase agreement to exchange trust beneficiary rights in the Shintomicho Building for JPY 3.1 billion (USD 25.4 million). Japan Excellent mostly invests in office buildings in Tokyo. Two phases will be involved in the transfer of the Trust Beneficiary Rights in the Shintomicho Building: the first phase will involve the transfer of 40% ownership for JPY 1,24 billion (USD 10.1 million), and the second phase will involve the transfer of the remaining 60% ownership for JPY 1.86 billion (USD 15.3 million)., July 2022 - Tech giant Google leased 1.3 million sq. ft of office space in Bengaluru, India, marking one of the largest office lease transactions in the country since the pandemic began.. Notable trends are: Rise in Demand for Coworking Spaces.

The French residential real estate market, valued at €343.52 million in 2025, is projected to experience robust growth, driven by several key factors. Strong urban population growth, particularly in major cities like Paris and Lyon, fuels consistent demand for apartments and condominiums. Furthermore, a growing preference for sustainable and energy-efficient housing, coupled with government initiatives promoting green building technologies, is shaping the market. The landed houses and villas segment, while representing a smaller portion of the market, shows resilience due to a persistent desire for larger living spaces and suburban living, particularly among higher-income households. However, rising interest rates and inflation pose challenges, potentially impacting affordability and slowing down market momentum in the coming years. Competition among established players like Nexity, Bouygues Immobilier, and Vinci Immobilier, alongside emerging companies, ensures a dynamic market landscape. The market segmentation by property type reflects diverse consumer preferences and economic conditions, with the apartment and condominium sector likely dominating due to higher population density in urban centers. Geographic variations across France, influenced by regional economic activity and demographic shifts, also play a significant role in shaping market performance. The forecast period (2025-2033) anticipates sustained growth but with fluctuating rates reflecting economic cycles and policy adjustments. The projected CAGR of 6.75% suggests a considerable expansion of the French residential real estate market throughout the forecast period. This growth is expected to be unevenly distributed across different regions and property types, with metropolitan areas experiencing higher demand and potentially faster growth compared to rural areas. While the market faces potential headwinds from economic uncertainties, the underlying drivers of population growth and evolving housing preferences suggest a long-term positive outlook. Government policies related to housing affordability and sustainable development will play a crucial role in shaping future market trends. Continuous monitoring of interest rates, inflation, and consumer confidence will be essential to accurately predict short-term market fluctuations within the context of this long-term growth trajectory. Analyzing data related to construction permits, housing starts, and sales transactions will be invaluable for refining market projections and gaining a clearer understanding of market dynamics within different segments and regions. Recent developments include: January-2022: Nexity (a major integrated real estate group) and Meridiam (a purpose company specializing in sustainable infrastructure) partnered to support local authorities in the rehabilitation of city centers in France. This partnership supports major urban projects to rehabilitate run-down housing, clean up infrastructure (buildings and housing, etc.), and conduct urban renewal operations., June-2021: Fnac Darty (leading omnichannel player in Europe) and Nexity (a major integrated real estate group) entered a commercial partnership to meet their consumers' needs by combining their respective expertise and shared values of proximity, service quality, and accessibility.. Notable trends are: Detached Home Sales are Witnessing Lucrative Growth.

Stockholm was the city with the most expensive apartments in Sweden in 2024. An apartment in Stockholm cost approximately 7,700 euros per square meter as of the first quarter of the year, while in Gothenburg, the average price was roughly 4,700 euros per square meter. Malmö was most affordable, with an average price of 2,750 euros per square meter. In Sweden, about 65 percent of the population lives in an owner-occupied home. How do prices in Sweden compare to the rest of Europe? The Swedish capital ranked among the 10 most expensive cities in Europe for buying an apartment in 2024. Becoming the owner of an apartment in Stockholm was slightly more affordable than in Amsterdam, but slightly more expensive than in Innsbruck, Frankfurt and Oslo. Is housing in Sweden affordable? The growth of house prices in Sweden slowed down in 2022, allowing incomes to catch up and affordability, as measured by the house price-to-income ratio, to improve. Generally, Sweden has a better housing affordability than most OECD countries that report the indicator.