View monthly updates and historical trends for NAHB/Wells Fargo US Home Builder Confidence Index. from United States. Source: National Association of Home…

Nahb Housing Market Index in the United States remained unchanged at 32 points in September. This dataset provides the latest reported value for - United States Nahb Housing Market Index - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

As of the first quarter of 2025, the sentiment of most homebuilders in the U.S. was negative. That index has remained stable since 2023. That was according to a monthly index that measures the sentiment among home builders in the United States. The index reflected a negative mood in the housing industry, as the sentiment was below ** percent in the past years.

The North American residential construction market, valued at $850 million in 2025, is projected to experience robust growth, driven by several key factors. A burgeoning population, particularly in urban centers, coupled with increasing household formations, fuels consistent demand for new housing units. Furthermore, low mortgage interest rates (historically, though this is subject to fluctuation) and government incentives aimed at boosting homeownership have stimulated market activity. The market segmentation reveals a strong preference for single-family homes, particularly in suburban and rural areas, alongside a notable increase in multi-family dwellings catering to urban renters and the growing demand for rental properties. New construction continues to dominate the market share, although renovation and remodeling projects represent a significant and growing segment, particularly as existing housing stock ages and requires upgrades. Leading players like Lennar Corporation, D.R. Horton, and PulteGroup are well-positioned to capitalize on these trends, utilizing innovative building techniques and sustainable materials to meet evolving consumer preferences. However, the market also faces challenges. Rising material costs, labor shortages, and increasing regulatory compliance requirements pose significant headwinds. Supply chain disruptions, though less severe than in recent years, still impact project timelines and budgets. Furthermore, fluctuations in interest rates and economic uncertainty can influence buyer confidence and affect overall market demand. Despite these hurdles, the long-term outlook for the North American residential construction market remains positive, fueled by demographic shifts and sustained investment in infrastructure development. The market is expected to maintain a compound annual growth rate (CAGR) of 4.50% from 2025 to 2033, indicating a substantial expansion in market size and value over the forecast period. The continued evolution of building technologies, focusing on energy efficiency and smart home integration, will further shape market dynamics in the coming years. Recent developments include: December 2022: In southeast Columbus, D.R. Horton intends to build homes for USD 215 million., December 2022: According to the company's fourth-quarter results call, Lennar Corp. has decided not to proceed with its plans to spin off its multifamily subsidiary, Quarterra, by the end of the year owing to adverse market circumstances., December 2022: At the southeast corner of Idlewild Street and Plantation Road in south Fort Myers, a 17-acre site is being cleared. According to Lee County documents, the area will be transformed into the 52-home neighborhood of Addison Square. The land was purchased by Pulte Homes for USD 2.4 million in a deal facilitated by Chuck Mayhugh of Mayhugh Commercial Advisors. The homes will vary in price from more than USD 500,000 and have 1,600 to 3,400 square feet of living space, with the majority of the homesites being grouped together along a sizable, central lake. According to Pulte executives, construction on the model houses should start by the spring, with some of them being done by the summer.. Notable trends are: 800,000 Housing Units Must Be Built Annually in Mexico to Keep Up with Demand.

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.

Is the Home Construction Index Signaling a Housing Market Shift?

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

The number of home sales in the United States peaked in 2021 at almost ************* after steadily rising since 2018. Nevertheless, the market contracted in the following year, with transaction volumes falling to ***********. 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 Starts in the United States decreased to 1307 Thousand units in August from 1429 Thousand units in July of 2025. This dataset provides the latest reported value for - United States Housing Starts - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

The global condominiums and apartments market is experiencing robust growth, driven by factors such as increasing urbanization, rising disposable incomes, and a growing preference for urban lifestyles. The market's Compound Annual Growth Rate (CAGR) exceeding 3.00% indicates a consistent expansion, projected to continue throughout the forecast period (2025-2033). Key market drivers include government initiatives promoting affordable housing, increasing tourism and associated hospitality needs, and the growing popularity of mixed-use developments integrating residential and commercial spaces. Emerging trends such as smart home technology integration, sustainable building practices, and the rise of co-living spaces are further shaping market dynamics. However, constraints such as rising construction costs, stringent building regulations, and limited land availability in prime urban locations pose challenges to market growth. The market is segmented geographically, with North America, Europe, and Asia Pacific representing significant market shares. Analysis of production, consumption, import/export volumes and values, and price trends provides a comprehensive understanding of the market's dynamics across these regions. Major players like Christie International Real Estate, Lennar Corporation, and Savills PLC are actively shaping the market through their developments and innovations. This competitive landscape necessitates continuous adaptation and innovation to remain successful. The projected market size for 2025 serves as the base for forecasting future growth. Considering the CAGR of >3.00%, a reasonable estimation of the market size can be derived for subsequent years. Regional variations in growth rates will exist depending on factors such as economic conditions, urbanization rates, and governmental policies. While precise figures for each segment and region are not provided, the analysis clearly points to a positive trajectory fueled by ongoing urbanization and evolving consumer preferences, with significant opportunities and challenges within this dynamic market. A deeper regional analysis will reveal nuanced differences in market performance, influencing strategic decisions of players in this competitive landscape. Recent developments include: October 2022: City Developments Ltd. (CDL), controlled by billionaire Kwek Leng Beng, is proceeding with the launch of a suburban residential condominium project in Singapore's western region, indicating its confidence that property demand will be sustained despite the government's new property curbs., June 2022: ALTIDO, a European property management company, has announced two mergers and acquisitions, including Flatty and A&A Apartments & Boats. It comes less than four months after ALTIDO was acquired by Italian living company DoveVivo, ensuring it emerged from the COVID-19 pandemic with a large injection of financing under its belt and the ability to expand its inventory by 51 properties through the combined acquisitions.. Notable trends are: Increasing Demand for Condominiums in Several Regions Driving the Market.

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.

Landsea Homes' (LSEA) Future: Analysts Project Growth Amid Housing Market Shifts

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

Surveys

The Directorate-General for Economic and Financial Affairs (DG ECFIN) of the European Commission conducts five monthly, harmonised surveys for the economies in the European Union (EU) and in the candidate countries. They are addressed to representatives of the industry (manufacturing), services, retail trade and construction sectors, as well as to consumers. A few additional questions are asked on a quarterly and biannual basis. These surveys allow comparisons among different countries’ business cycles and have become an indispensable tool for monitoring the evolution of the EU and the euro area economies, as well as monitoring developments in the candidate countries.

The Business and consumer survey (BCS) database comprises the following surveys:

Industry survey

- Monthly questions on production, order book levels, stocks of finished products, perceived economic uncertainty, selling prices and employment.

- Quarterly questions on factors limiting production, production capacity, development of (overall and export) order books and months of production assured by them, capacity utilisation, competitive position.

- Biannual questions on investment activity, as well as structure of and factors stimulating investment (annual).

Services survey

- Monthly questions on business situation, demand, perceived economic uncertainty, employment and selling prices.

- Quarterly questions on factors limiting business and capacity utilisation.

- Biannual questions on investment activity, as well as structure of and factors stimulating investment (annual).

Retail trade survey

- Monthly questions on business activity, stocks of goods, orders placed with suppliers, perceived economic uncertainty, employment, selling prices.

Construction survey

- Monthly questions on building activity and factors limiting it, order books, employment, perceived economic uncertainty, prices charged.

- Quarterly questions on operating time ensured by current backlog.

Consumer survey

- Monthly questions on financial situation, perceived economic uncertainty, general economic situation, price trends, unemployment, major purchases and savings.

- Quarterly questions on intention to buy a car, purchase or build a home, home improvements.

Indicators

Monthly Confidence Indicators (CIs) reflecting overall perceptions and expectations are calculated separately for all four business sectors covered by the survey programme, as well as consumers. The computation is done both at country and aggregate level (EU and euro area).

A monthly Economic Sentiment Indicator (ESI) is calculated based on a selection of questions from the industry, services, retail trade, construction and consumer surveys at country level and at aggregate level (EU and euro area) in order to track overall economic activity. The ESI has been calculated since 1985.

Since 2020, the set of monthly composite indicators also contains an Employment Expectations Indicator (EEI), which helps getting a timely indication of expected changes in dependent employment. The indicator is constructed as a weighted average of the employment expectations of managers in four surveyed business sectors (industry, services, retail trade and construction).

A monthly euro area Business Climate Indicator (BCI) is available for industry.

Detailed methodological information about the BCS surveys and indicators is provided in a user guide to the Joint Harmonised EU Programme of Business and Consumer Surveys: https://ec.europa.eu/economy_finance/db_indicators/surveys/documents/methodological_guidelines/bcs_user_guide.pdf

Note: Up until April 2023, the BCS surveys included a sixth survey for the financial services sector, which was only available at EU/euro area level. This survey has been discontinued.

Manufactured Mobile Homes Market Outlook

The global manufactured mobile homes market size was valued at approximately $25 billion in 2023 and is expected to reach around $40 billion by 2032, growing at a CAGR of 5.5% during the forecast period. The demand for affordable housing solutions, along with advancements in manufacturing technologies, is driving substantial growth in this market. As housing prices continue to climb in urban areas, manufactured mobile homes offer an affordable and flexible alternative for many individuals and families. Additionally, the growing emphasis on sustainable and eco-friendly building materials further propels the market growth.

One of the significant growth factors of the manufactured mobile homes market is the rising demand for affordable housing solutions. With increasing housing costs in urban areas, many people are turning to manufactured homes as a cost-effective alternative. These homes offer a lower price point compared to traditional site-built homes, making homeownership more attainable for a broader segment of the population. Furthermore, modern manufactured homes are designed to comply with the same building codes and standards as traditional homes, ensuring safety and durability, which boosts consumer confidence and adoption.

Another driver for the market is the advancements in manufacturing technologies. The introduction of innovative materials and construction techniques has significantly improved the quality, design, and energy efficiency of manufactured mobile homes. These advancements allow for faster production times and reduced costs without compromising on quality. Additionally, the use of sustainable and eco-friendly materials in the construction of manufactured homes appeals to environmentally conscious consumers, further driving market demand. As manufacturers continue to invest in research and development, we can expect continued improvements in the quality and features of these homes.

The increasing focus on sustainable living and eco-friendly building practices is another factor contributing to the growth of the manufactured mobile homes market. Consumers are becoming more aware of the environmental impacts of their housing choices and are seeking alternatives that minimize their carbon footprint. Manufactured homes, which often use less material and generate less waste during construction compared to traditional homes, are viewed as a more sustainable option. Additionally, the integration of energy-efficient technologies, such as solar panels and advanced insulation, makes these homes more appealing to eco-conscious buyers.

Regionally, North America holds a significant share of the manufactured mobile homes market, driven by factors such as the high cost of traditional housing and the availability of expansive land for mobile home parks. The United States, in particular, is a major market due to favorable regulations and a strong culture of mobile home living. Europe and Asia Pacific are also witnessing growth in this market, driven by increasing housing demand and government initiatives to promote affordable and sustainable housing solutions. Meanwhile, Latin America and the Middle East & Africa regions are expected to see moderate growth due to economic and infrastructural challenges but have significant potential for future expansion.

Product Type Analysis

The manufactured mobile homes market is segmented by product type into single-wide, double-wide, and triple-wide homes. Single-wide homes represent the most basic and compact option, measuring approximately 18 feet wide and 90 feet long. These homes are popular among individuals and small families due to their affordability and ease of transport. Despite their smaller size, modern single-wide homes come with various amenities and can be customized to meet the needs of the buyer. The demand for single-wide homes remains robust, especially in areas with limited space or where land costs are high.

Double-wide homes, on the other hand, offer more space and a layout that is closer to that of a traditional site-built home. Typically measuring around 36 feet wide and 90 feet long, these homes appeal to larger families and those seeking more living space. The increased room allows for more luxurious features, such as larger kitchens, additional bedrooms, and spacious living areas. As a result, double-wide homes are becoming increasingly popular among middle-income families who desire the benefits of a manufactured home with the comfort and space of a traditional home.

Triple-wide homes are the largest and most l

The European residential construction market, valued at €1.08 billion in 2025, is projected to experience robust growth, driven by several key factors. A rising population, particularly in urban centers across major European economies like the UK, Germany, and France, fuels the demand for new housing. Furthermore, government initiatives aimed at stimulating affordable housing and addressing housing shortages, coupled with improving economic conditions in several regions, contribute to market expansion. The market is segmented by property type (single-family and multi-family) and construction type (new construction and renovation), with new construction currently dominating due to higher profitability and demand for modern housing amenities. Growth in the multi-family segment is expected to accelerate due to increasing urbanization and changing lifestyle preferences. While challenges remain, such as fluctuating material costs, skilled labor shortages, and stringent building regulations, these are likely to be mitigated by technological advancements in construction and sustainable building practices. Key players like Bellway plc, Skanska AB, and Persimmon plc are actively shaping the market landscape through strategic acquisitions, technological integration, and expansion into new regions. The projected CAGR of 5.67% suggests a consistently growing market over the forecast period (2025-2033), indicating significant investment opportunities. The renovation segment is expected to witness steady growth, driven by the increasing need to upgrade existing properties to meet modern standards of energy efficiency and sustainability. Government incentives and regulations promoting green building practices are further bolstering this segment. Competition within the market is intense, with established players focusing on innovation, diversification, and efficient project management to maintain their market share. The regional performance will vary depending on economic conditions and governmental policies within each nation. The UK, Germany, and France are anticipated to be the largest markets, driven by stronger economies and higher population density. However, other countries within the specified region (including Italy, Spain, Netherlands, Belgium, Sweden, Norway, Poland, and Denmark) will contribute significantly to the overall market growth, particularly as housing shortages are addressed through public and private sector investments. Recent developments include: April 2023: Apollo Global Management Inc. agreed to buy part of a portfolio of apartments from Vonovia SEfor €1 billion ($1.1 billion), with the largest German residential deal in months suggesting confidence is returning to the under-pressure sector. The private equity firm will acquire a minority stake in 21,000 homes in the German state of Baden-Wuerttemberg at a discount of about 5% to the portfolio’s year-end valuation., October 2023: The new housing association, Sovereign Network Group (SNG), announced its formation yesterday following a tie-up between 61,000-home Sovereign and Network Homes, which managed 21,000 properties. The new organisation will be a member of the G15 group of London’s largest landlords, and will manage more than 82,000 homes with 210,000 customers across London, Hertfordshire and the South of England.. Notable trends are: Increasing in Investments in Multifamily Residential Construction.

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.

Builders' Outlook: Stock Forecast Points to Potential Gains for (BLDR)

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

Surveys

The Directorate-General for Economic and Financial Affairs (DG ECFIN) of the European Commission conducts five monthly, harmonised surveys for the economies in the European Union (EU) and in the candidate countries. They are addressed to representatives of the industry (manufacturing), services, retail trade and construction sectors, as well as to consumers. A few additional questions are asked on a quarterly and biannual basis. These surveys allow comparisons among different countries’ business cycles and have become an indispensable tool for monitoring the evolution of the EU and the euro area economies, as well as monitoring developments in the candidate countries.

The Business and consumer survey (BCS) database comprises the following surveys:

Industry survey

- Monthly questions on production, order book levels, stocks of finished products, perceived economic uncertainty, selling prices and employment.

- Quarterly questions on factors limiting production, production capacity, development of (overall and export) order books and months of production assured by them, capacity utilisation, competitive position.

- Biannual questions on investment activity, as well as structure of and factors stimulating investment (annual).

Services survey

- Monthly questions on business situation, demand, perceived economic uncertainty, employment and selling prices.

- Quarterly questions on factors limiting business and capacity utilisation.

- Biannual questions on investment activity, as well as structure of and factors stimulating investment (annual).

Retail trade survey

- Monthly questions on business activity, stocks of goods, orders placed with suppliers, perceived economic uncertainty, employment, selling prices.

Construction survey

- Monthly questions on building activity and factors limiting it, order books, employment, perceived economic uncertainty, prices charged.

- Quarterly questions on operating time ensured by current backlog.

Consumer survey

- Monthly questions on financial situation, perceived economic uncertainty, general economic situation, price trends, unemployment, major purchases and savings.

- Quarterly questions on intention to buy a car, purchase or build a home, home improvements.

Indicators

Monthly Confidence Indicators (CIs) reflecting overall perceptions and expectations are calculated separately for all four business sectors covered by the survey programme, as well as consumers. The computation is done both at country and aggregate level (EU and euro area).

A monthly Economic Sentiment Indicator (ESI) is calculated based on a selection of questions from the industry, services, retail trade, construction and consumer surveys at country level and at aggregate level (EU and euro area) in order to track overall economic activity. The ESI has been calculated since 1985.

Since 2020, the set of monthly composite indicators also contains an Employment Expectations Indicator (EEI), which helps getting a timely indication of expected changes in dependent employment. The indicator is constructed as a weighted average of the employment expectations of managers in four surveyed business sectors (industry, services, retail trade and construction).

A monthly euro area Business Climate Indicator (BCI) is available for industry.

Detailed methodological information about the BCS surveys and indicators is provided in a user guide to the Joint Harmonised EU Programme of Business and Consumer Surveys: https://ec.europa.eu/economy_finance/db_indicators/surveys/documents/methodological_guidelines/bcs_user_guide.pdf

Note: Up until April 2023, the BCS surveys included a sixth survey for the financial services sector, which was only available at EU/euro area level. This survey has been discontinued.

Indonesia House Purchase/Construction Plan in the Next 12 Months: Number Desire data was reported at 71.665 % in Mar 2025. This records a decrease from the previous number of 71.858 % for Feb 2025. Indonesia House Purchase/Construction Plan in the Next 12 Months: Number Desire data is updated monthly, averaging 67.197 % from Jan 2017 (Median) to Mar 2025, with 77 observations. The data reached an all-time high of 78.410 % in Oct 2022 and a record low of 62.234 % in Dec 2017. Indonesia House Purchase/Construction Plan in the Next 12 Months: Number Desire data remains active status in CEIC and is reported by Bank Indonesia. The data is categorized under Indonesia Premium Database’s Domestic Trade and Household Survey – Table ID.HA007: Consumer Confidence Index: Respondent's First Choice Type of Investments in the Next 12 Months. [COVID-19-IMPACT]

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.

BLDR Builders FirstSource Inc. Common Stock

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

The GCC real estate market, valued at $13.39 billion in 2025, exhibits robust growth potential, projected to expand at a Compound Annual Growth Rate (CAGR) of 9.63% from 2025 to 2033. This expansion is driven by several key factors. Significant investments in infrastructure development across the GCC, fueled by government initiatives promoting economic diversification and tourism, are creating a surge in demand for both residential and commercial properties. The region's burgeoning population, coupled with a rising middle class and increasing urbanization, further fuels this demand. Furthermore, favorable government policies, including streamlined building regulations and attractive investment incentives, are attracting both domestic and international investors, stimulating market activity. The rising preference for sustainable and smart building technologies is also shaping the market landscape, with developers increasingly incorporating green building practices and smart home features to attract environmentally conscious buyers. The market is segmented into single-family and multi-family dwellings, with multi-family units experiencing relatively faster growth due to increasing population density in urban centers. Major players like Memaar Building Systems, Dubox, and others are shaping the market through innovative construction techniques and technological advancements. However, certain challenges persist. Fluctuations in global oil prices can impact investor confidence and construction activity. The availability of skilled labor and the cost of construction materials remain significant concerns, potentially impacting project timelines and costs. Furthermore, regulatory changes and potential economic slowdowns could influence market growth. Nevertheless, the long-term outlook for the GCC real estate market remains positive, driven by sustained economic growth, population increase, and ongoing infrastructure development. The diverse nature of the market, catering to various segments and income groups, ensures its resilience and continued expansion in the coming years. The market's trajectory suggests significant opportunities for investors and developers who can adapt to the evolving trends and navigate the challenges effectively. GCC Real Estate Market: A Comprehensive Forecast Report (2019-2033) This in-depth report provides a comprehensive analysis of the GCC real estate market, offering invaluable insights for investors, developers, and industry professionals. Covering the historical period (2019-2024), base year (2025), and forecasting the market's trajectory until 2033, this report uses data to illuminate the opportunities and challenges within the dynamic GCC real estate landscape. Keywords: GCC real estate market, Dubai real estate, Saudi Arabia real estate, Abu Dhabi real estate, real estate investment GCC, GCC property market, real estate development GCC, single-family homes GCC, multi-family homes GCC. Recent developments include: June 2023: Saudi Arabia's Red Sea International Co. acquired a 51% stake in local construction firm Fundamental Installation for Electric Work Co. Ltd. (First Fix) for a total transaction value of 544.2 million (USD 145 million)., May 2022: Saudi Giga projected a merger to create a new development powerhouse. Saudi Arabia's Public Investment Fund (PIF) combined two big projects, with The Red Sea Development Company (TRSDC) having taken over Amaala under a single new entity, which will be soon known as Red Sea Global.. Key drivers for this market are: Increasing Demand of prefabricated Housing in GCC, Government Initiatives Driving the Construction. Potential restraints include: Low construction tolerance, supplier dependance and expensive development. Notable trends are: Rising Demand for Single Family Type in the Region Fuelling the Market Demand.

According to Cognitive Market Research, The Global Ready to Move in Luxury Homes Market size is USD 600.5 billion in 2023 and will grow at a compound annual growth rate (CAGR) of 8.0% from 2023 to 2030.

Remote work fueled demand for Ready to Move-in Luxury Homes, emphasizing dedicated offices and advanced amenities, creating synergy with the evolving work landscape.
The dominant category in the Ready to Move-in Luxury Homes market is the 1000-3000 square feet segment.
In the ready to move-in luxury homes market, luxury homes dominate.
North America will continue to lead, whereas the Europe Ready to Move in Luxury Homes Market will experience the strongest growth until 2030.

Market Dynamics of the Ready-to-Move-in Luxury Home Market

Remote Work and Low-Interest Rates Drive Surge in Demand for Ready-to-Move-in Luxury Home 

The advent of widespread remote work became a driving force for the ready-to-move-in luxury homes market. As companies embraced flexible work arrangements, professionals sought residences that catered to remote work needs. The cause-and-effect relationship unfolded as the demand for homes with dedicated office spaces, high-speed internet, and enhanced amenities surged. The market responded by prioritizing features conducive to remote work, such as spacious home offices and advanced technology infrastructure, creating a symbiotic relationship between the evolving work landscape and the flourishing luxury real estate sector.

Historic Low-Interest Rates Propel Demand for Ready to Move-in Luxury Homes

The ready to move-in luxury homes market experienced a boost driven by historically low-interest rates. As central banks implemented measures to stimulate economies amidst the pandemic, mortgage rates reached unprecedented lows. This led to increased buyer confidence and heightened affordability, catalyzing demand in the luxury real estate sector. The cause-and-effect relationship materialized as favorable financing conditions encouraged prospective buyers to invest in ready-to-move-in luxury homes, fostering a climate of increased transactions and market activity. Low-interest rates emerged as a pivotal driver shaping the positive trajectory of the luxury real estate market.

Restraints of the Ready-to-Move-in Luxury Homes

Supply Chain Disruptions and Construction Slowdown Impacting Ready-to-Move-in Luxury Homes Market

Supply chain disruptions emerged as a significant restraint in the ready to move-in luxury homes market. The cause-and-effect dynamic unfolded as the pandemic disrupted the flow of construction materials and labor, leading to a slowdown in construction activities. Delays in obtaining essential materials and the inability to secure skilled labor hindered project timelines. This restraint underscored the market's vulnerability to external factors affecting the construction industry, impacting the timely delivery of luxury homes and potentially dissuading prospective buyers who sought immediate occupancy.

Impact of COVID-19 on the Ready-to-Move-in Luxury Homes Market

The ready-to-move-in luxury homes market faced a dual impact from the COVID-19 pandemic. Lockdowns and economic uncertainties caused a slowdown in transactions and construction activities. However, as remote work gained prominence, there was a notable shift in demand toward spacious and well-equipped luxury homes. The market adapted by incorporating features like home offices and private amenities. Low interest rates further stimulated demand, leading to a rebound. Despite initial challenges, the pandemic catalyzed a transformation in the luxury real estate sector, aligning offerings with the evolving lifestyle preferences shaped by the new normal.

Opportunity for the growth of the Ready-to-Move-in Luxury Homes Market.

The increasing preference among affluent buyers for hassle-free, immediate occupancy solutions that combine convenience with high-end amenities.

One key opportunity for the growth of the ready-to-move-in luxury homes market lies in the increasing preference among affluent buyers for hassle-free, immediate occupancy solutions that combine convenience with high-end amenities. With rising disposable incomes and evolving lifestyles, especially among urban professionals, HNIs, and NRIs, there is a growing demand for premium properties that are fully constructed, elegantly designed, and equipped with smart home techno...

Indonesia House Purchase/Construction Plan in the Next 12 Months: Very Possible data was reported at 4.834 % in Mar 2025. This records an increase from the previous number of 3.781 % for Feb 2025. Indonesia House Purchase/Construction Plan in the Next 12 Months: Very Possible data is updated monthly, averaging 5.671 % from Jan 2017 (Median) to Mar 2025, with 77 observations. The data reached an all-time high of 7.849 % in Feb 2018 and a record low of 2.840 % in Apr 2022. Indonesia House Purchase/Construction Plan in the Next 12 Months: Very Possible data remains active status in CEIC and is reported by Bank Indonesia. The data is categorized under Indonesia Premium Database’s Domestic Trade and Household Survey – Table ID.HA007: Consumer Confidence Index: Respondent's First Choice Type of Investments in the Next 12 Months. [COVID-19-IMPACT]

Snapshot img { margin: 10px !important; } Overview of the global housing mortgage market

The global residential loan value segment will grow at a moderate CAGR of nearly 4% by 2020. The global housing real estate market is gaining from an improving business environment, low inflation rates, and surging consumer confidence. Enhanced risk management, underwriting standards, and supervision will drive the prospects for growth in this market until the end of the forecast period. The implementation of enhanced internal risk management frameworks and underwriting standards of all housing mortgage loan originators and brokers will help in the enforcement of the prudential supervision.

A good underwriting standard is consistent across mortgage lenders and brokers and has become a hallmark of the housing mortgage origination business. Such an underwriting takes into account the value of the property, the borrower’s creditworthiness, verification of the submitted information, and sound and independent appraisals.

Housing mortgage market facts based on drivers

In this market, factors such as the rising demand for building manufacturers will aid in the growth of this market during the forecast period. Due to intense material storage and increasing scarcity of skilled labor in the housing mortgage market, the policymakers have been compelled to design measures to ensure the easy availability of cash for builders. Additionally, governments have also started to devise mechanisms like LTV and DTI to encourage the construction of houses in different geographies. In this market, the real estate and housing mortgage managers, the investment community, and developers will need to collaborate with governments to manage and mitigate risks in schemes that might otherwise appear uneconomic.

Housing mortgage market value based on geography

Americas
APAC
EMEA

During 2015, the APAC region dominated the housing mortgage market by accounting for a share of nearly 44%. The introduction of a massive monetary stimulus program, which is aimed at stabilizing inflation and attracting large flows of capital, will aid in the growth of this market in APAC. The countries in this region have also started implementing strategic policies like minimum cash down payments, restricted loan tenures, and mortgage servicing ratio for electronic clearing services to bolster the prospects for market growth until 2020.

Housing mortgage market statistics: Competitive landscape and key vendors

In the global housing mortgage market, the competitive dynamics have changed drastically over the last ten years. Consequently, to remain competitive in this market, the mortgage originators appointed mobile lenders to reduce branch network costs. In addition, the mortgage lenders in this market competed for new businesses through product innovations like home-equity loans, which provide a line of credit against residential property.

Top vendors in this market

Bank of China
China Construction Bank
HSBC
Wells Fargo

Key questions answered in the report include

What will the housing mortgage market size and the growth rate be in 2020?
What are the key factors driving the global housing mortgage market?
What are the key market trends impacting the growth of the global housing mortgage market?
What are the challenges to market growth?
Who are the key vendors in the global housing mortgage market?
What are the market opportunities and threats faced by the vendors in the global housing mortgage market?
Trending factors influencing the market shares of the Americas, APAC, and EMEA.
What are the key outcomes of the five forces analysis of the global housing mortgage market?

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