Graph and download economic data for Interest Rates and Price Indexes; Multi-Family Real Estate Apartment Price Index, Level (BOGZ1FL075035403A) from 1985 to 2024 about multifamily, real estate, family, interest rate, interest, rate, price index, indexes, price, and USA.

Mortgage interest rates in Czechia have experienced significant fluctuations over the past few years, reaching a peak of nearly six percent in December 2022 before gradually declining. As of March 2025, the interest rate on new mortgages in the country amounted to 4.68 percent, showing a slight decrease from the previous month. This trend in mortgage rates has occurred alongside substantial increases in housing prices. Housing market dynamics The changes in mortgage rates have gone hand in hand with notable shifts in the Czech housing market. Despite the high-interest rates, new mortgage lending reached over 18 million Czech koruna in December 2024, marking a significant increase from the same month in the previous year. This growth in lending has continued despite the steady rise in housing prices, with the house price index reaching 219.9 in the third quarter of 2024. This marks a significant increase from the 2015 baseline, reflecting the ongoing upward trend. The average purchase price per square meter for family houses increasing across the country. In 2023, Prague recorded the highest average price at 111,087 Czech koruna per square meter. Construction sector trends The construction sector in Czechia has shown its response to these market conditions. The index of multi-dwelling building construction fluctuated recently, with 2024 showing a slight decrease to 83.8 index points compared to the previous year. However, regarding non-residential buildings, the construction has been continuously growing since 2018 with hotels and industrial buildings accounting for the majority of new non-residential constructions.

In the United States, interest rates for all mortgage types started to increase in 2021. This was due to the Federal Reserve introducing a series of hikes in the federal funds rate to contain the rising inflation. In the fourth quarter of 2024, the 30-year fixed rate rose slightly, to **** percent. Despite the increase, the rate remained below the peak of **** percent in the same quarter a year ago. Why have U.S. home sales decreased? Cheaper mortgages normally encourage consumers to buy homes, while higher borrowing costs have the opposite effect. As interest rates increased in 2022, the number of existing homes sold plummeted. Soaring house prices over the past 10 years have further affected housing affordability. Between 2013 and 2023, the median price of an existing single-family home risen by about ** percent. On the other hand, the median weekly earnings have risen much slower. Comparing mortgage terms and rates Between 2008 and 2023, the average rate on a 15-year fixed-rate mortgage in the United States stood between **** and **** percent. Over the same period, a 30-year mortgage term averaged a fixed-rate of between **** and **** percent. Rates on 15-year loan terms are lower to encourage a quicker repayment, which helps to improve a homeowner’s equity.

Graph and download economic data for Interest Rates and Price Indexes; Commercial Real Estate Price Index, Level (BOGZ1FL075035503A) from 1945 to 2024 about real estate, commercial, interest rate, interest, rate, price index, indexes, price, and USA.

The US residential real estate market, a cornerstone of the American economy, is projected to experience steady growth over the next decade. While the provided CAGR of 2.04% is a modest figure, it reflects a market maturing after a period of significant expansion. This sustained growth is driven by several key factors. Firstly, population growth and urbanization continue to fuel demand for housing, particularly in densely populated areas and emerging suburban markets. Secondly, low interest rates (historically, though this can fluctuate) have made mortgages more accessible, stimulating buyer activity. Thirdly, a robust construction sector, though facing challenges in material costs and labor shortages, is gradually increasing the housing supply, mitigating some of the upward pressure on prices. However, challenges remain. Rising inflation and potential interest rate hikes pose a risk to affordability, potentially dampening demand. Furthermore, the ongoing evolution of remote work is reshaping residential preferences, with a shift toward larger homes in suburban or exurban locations. This trend impacts the relative demand for various property types, potentially increasing the appeal of landed houses and villas compared to apartments and condominiums in certain regions. The segmentation of the market into apartments/condominiums and landed houses/villas provides crucial insights into consumer preferences and investment strategies. High-density urban areas will continue to see strong demand for apartments and condos, while suburban and rural areas are likely to experience a greater increase in landed property sales. Major players like Simon Property Group, Mill Creek Residential, and others are strategically adapting to these trends, focusing on both development and management across various property types and geographic locations. Analyzing regional data within the US (e.g., comparing growth in the Northeast versus the Southwest) will highlight market nuances and potential investment opportunities. While the global data provided is valuable for understanding broader market forces, focusing the analysis on the US market allows for a more granular understanding of the specific drivers, trends, and challenges within this significant segment of the real estate sector. The forecast period (2025-2033) suggests continued, albeit measured, expansion. Recent developments include: May 2022: Resource REIT Inc. completed the sale of all of its outstanding shares of common stock to Blackstone Real Estate Income Trust Inc. for USD 14.75 per share in an all-cash deal valued at USD 3.7 billion, including the assumption of the REIT's debt., February 2022: The largest owner of commercial real estate in the world and private equity company Blackstone is growing its portfolio of residential rentals and commercial properties in the United States. The company revealed that it would shell out about USD 6 billion to buy Preferred Apartment Communities, an Atlanta-based real estate investment trust that owns 44 multifamily communities and roughly 12,000 homes in the Southeast, mostly in Atlanta, Nashville, Charlotte, North Carolina, and the Florida cities of Jacksonville, Orlando, and Tampa.. Key drivers for this market are: Investment Plan Towards Urban Rail Development. Potential restraints include: Italy’s Fragmented Approach to Tenders. Notable trends are: Existing Home Sales Witnessing Strong Growth.

Exploiting variation in the timing of resets of adjustable-rate mortgages (ARMs), we find that a sizable decline in mortgage payments (up to 50 percent) induces a significant increase in car purchases (up to 35 percent). This effect is attenuated by voluntary deleveraging. Borrowers with lower incomes and housing wealth have significantly higher marginal propensity to consume. Areas with a larger share of ARMs were more responsive to lower interest rates and saw a relative decline in defaults and an increase in house prices, car purchases, and employment. Household balance sheets and mortgage contract rigidity are important for monetary policy pass-through.

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.

Soaring interest rates are filtering through to the housing market, with lenders raising mortgage rates and pulling deals. What effect is this having on the housing market?

Graph and download economic data for Interest Rates and Price Indexes; Owner-Occupied Real Estate CoreLogic National Seasonally Adjusted by FRB Staff (SA), Level (BOGZ1FL075035243A) from 1975 to 2024 about real estate, interest rate, interest, rate, price index, indexes, price, and USA.

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

In May 29, 2019, FHFA published its final Monthly Interest Rate Survey (MIRS), due to dwindling participation by financial institutions. MIRS had provided information on a monthly basis on interest rates, loan terms, and house prices by property type (all, new, previously occupied); by loan type (fixed- or adjustable-rate), and by lender type (savings associations, mortgage companies, commercial banks and savings banks); as well as information on 15-year and 30-year, fixed-rate loans. Additionally, MIRS provided quarterly information on conventional loans by major metropolitan area and by Federal Home Loan Bank district, and was used to compile FHFA’s monthly adjustable-rate mortgage index entitled the “National Average Contract Mortgage Rate for the Purchase of Previously Occupied Homes by Combined Lenders,” also known as the ARM Index.

House Price Index YoY in the United States decreased to 3 percent in April from 3.90 percent in March of 2025. This dataset includes a chart with historical data for the United States FHFA House Price Index YoY.

The US home loan market, a cornerstone of the American economy, is experiencing robust growth, projected to maintain a Compound Annual Growth Rate (CAGR) of 18% from 2025 to 2033. This expansion is fueled by several key drivers. Low interest rates, particularly in the early part of the forecast period, have historically stimulated borrowing, making homeownership more accessible. A growing population, coupled with increasing urbanization and a persistent demand for housing in key metropolitan areas, further fuels this market's expansion. Government initiatives aimed at supporting homeownership, such as tax incentives and affordable housing programs, also play a significant role. The market is segmented by loan type (purchase, refinance, improvement), source (banks, HFCs), interest rate (fixed, floating), and loan tenure. While refinancing activity might fluctuate based on prevailing interest rates, the underlying demand for home purchases remains strong, particularly in regions with robust job markets and population growth. Competition among lenders, including major players like Rocket Mortgage, LoanDepot, and Wells Fargo, alongside regional and smaller banks, is fierce, resulting in innovative loan products and competitive pricing. However, the market is not without its challenges. Rising inflation and potential interest rate hikes pose a significant risk, potentially dampening demand and increasing borrowing costs. Stringent lending regulations and increased scrutiny of creditworthiness could restrict access to loans for some borrowers. Furthermore, fluctuations in the housing market itself, including supply chain disruptions impacting construction and material costs, can influence the overall growth trajectory. Despite these headwinds, the long-term outlook for the US home loan market remains positive, driven by the fundamental need for housing and ongoing economic expansion in select regions. The diverse segmentation of the market allows for a nuanced understanding of the specific growth drivers and challenges within each segment. For instance, the home improvement loan segment is expected to see strong growth driven by homeowners' increasing desire to upgrade their existing properties. Recent developments include: June 2023: Bank of America Corp has been adding consumer branches in four new U.S. states, it said on Tuesday, bringing its national footprint closer to rival JPMorgan Chase & Co. Bank of America will likely open new financial centers in Nebraska, Wisconsin, Alabama, and Louisiana as part of a four-year expansion across nine markets, including Louisville, Milwaukee, and New Orleans., July 2022: Rocket Mortgage entered the Canadian Market with the acquisition. The company expanded from offering home loans in Ontario at launch to now providing mortgages in every province, primarily from its headquarters in downtown Windsor. The Edison Financial team grew along with the company, starting with just four team members in early 2020 to more than 140 at present.. Key drivers for this market are: Increase in digitization in mortgage lending market, Increase in innovations in software designs to speed up the mortgage-application process. Potential restraints include: Increase in digitization in mortgage lending market, Increase in innovations in software designs to speed up the mortgage-application process. Notable trends are: Growth in Nonbank Lenders is Expected to Drive the Market.

Mortgage interest rates in Europe soared in 2022 and remained elevated in the following two years. In many countries, this resulted in mortgage interest rates across the region more than doubling. In the fourth quarter of 2024, the average mortgage interest rate in the UK stood at 4.5 percent. Belgium had the lowest rate, at 2.89 percent, while Poland had the highest, at 7.5 percent. Why did mortgage interest rates increase? Mortgage rates have risen as a result of the European Central Bank (ECB) interest rate increase. The ECB increased its interest rates to tackle inflation. As inflation calms, the ECB is expected to cut rates, which allows mortgage lenders to reduce mortgage interest rates. What is the impact of interest rates on home buying? Lower interest rates make taking out a housing loan more affordable, and thus, encourage home buying. That can be seen in many countries across Europe: In France, the number of residential properties sold rose in the years leading up to 2021, and fell as interest rates increased. The number of houses sold in the UK followed a similar trend.

Graph and download economic data for Interest Rates and Price Indexes; Multi-Family Real Estate Apartment Price Index, Level (BOGZ1FL075035403Q) from Q4 1985 to Q1 2025 about multifamily, real estate, family, interest rate, interest, rate, price index, indexes, price, and USA.

Companies operating in the third-party real estate industry have had to navigate numerous economic headwinds in recent years, notably rising interest rates, spiralling inflation and muted economic growth. Revenue is projected to sink at a compound annual rate of 0.6% over the five years through 2025, including an estimated jump of 1.2% in 2025 to €207.6 billion, while the average industry profit margin is forecast to reach 35.1%. Amid spiralling inflation, central banks across Europe ratcheted up interest rates, resulting in borrowing costs skyrocketing over the two years through 2023. In residential markets, elevated mortgage rates combined with tightening credit conditions eventually ate into demand, inciting a drop in house prices. Rental markets performed well when house prices were elevated (2021-2023), being the cheaper alternative for cash-strapped buyers. However, even lessors felt the pinch of rising mortgage rates, forcing them to hoist rent prices to cover costs and pricing out potential buyers. This led to a slowdown in rental markets in 2023, weighing on revenue growth. However, this has started to turn around in 2025 as interest rates have been falling across Europe in the two years through 2025, reducing borrowing costs for buyers and boosting property transactions. This has helped revenue to rebound slightly in 2025 as estate agents earn commission from property transactions. Revenue is forecast to swell at a compound annual rate of 3.7% over the five years through 2030 to €249.5 billion. Housing prices are recovering in 2025 as fixed-rate mortgages begin to drop and economic uncertainty subsides, aiding revenue growth in the short term. Over the coming years, PropTech—technology-driven innovations designed to improve and streamline the real estate industry—will force estate agents to adapt, shaking up the traditional real estate sector. A notable application of PropTech is the use of AI and data analytics to predict a home’s future value and speed up the process of retrofitting properties to become more sustainable.

The Chinese economy has undergone a long-term transition reform, but there is still a planned economy characteristic in the financial sector, which is financial repression. Due to the existence of financial repression, China’s actual interest rate level should be lower than the Consumer Price Index (CPI). However, based on official China’s interest rates and CPI, over half of the years China’s actual interest rate remained higher than CPI by our calculation from 1999 to 2022. This is inconsistent with the financial repression that exists in China, and the main reason is the calculation methods of China’s CPI. China’s CPI measurement system originated from the planned economy era, which did not fully consider the rise in housing purchase prices, so the current CPI measurement system can be more realistically presented by taking the rise in housing prices into consider. The core idea of this study is to mining relevant official statistical data and calculate the proportion of Chinese residents’ expenditure on purchasing houses to their total expenditure. By taking the proportion of house purchases as the weight of house price factor, and taking the proportion of other consumption as the weight of official CPI, the Generalized CPI (GCPI) is formulated. The GCPI is then compared with market interest rates to determine the actual interest rate situation in China over the past 20 years. This study has found that if GCPI is used as a measure, China’s real interest rates have been negative for most years since 1999. Chinese residents have suffered the negative effects of financial repression over the past 20 years, and their property income cannot keep up with the actual losses caused by inflation. Therefore, it is believed that China’s CPI calculation method should be adjusted to take into account the rise in housing prices, so China’s actual inflation level could be more accurately reflected. In view of the above, deepening interest rate marketization reform and expand channels for financial investment are the future development goals of China’s financial system.

As of January 2025, the average monthly interest rate for house loans in Indonesia was 6.87 percent. The country's house loan interest rate has gradually decreased over the past few years, with a drop of around 1.4 percent compared to the rate in January 2021. House financing and ownership in Indonesia With mortgage interest rates anticipated to remain lower compared to the pre-COVID-19 pandemic level, Indonesia's residential property market is expected to continue growing. Indonesian banks provided mortgage loans exceeding 730 trillion Indonesian as of January 2025, catering to the majority of Indonesians who rely on loans to finance their homeownership needs. Notably, house ownership rates in Indonesian rural areas are significantly higher compared to urban areas. Amid its soaring land and house prices, Jakarta struggled with the lowest house ownership rate of any province in Indonesia. Housing prices Despite its significant housing backlog, which underscores the need for affordable housing, Indonesia's residential property price index has steadily increased in recent years. At the end of 2024, cities like Batam, Pontianak, Pekanbaru, and Samarinda saw the highest increases in property prices. This trend is not limited to primary properties, as the resale price index of second-hand houses has also shown consistent growth over the past few years.

Research in modelling housing market dynamics using agent-based models (ABMs) has grown due to the rise of accessible individual-level data. This research involves forecasting house prices, analysing urban regeneration, and the impact of economic shocks. There is a trend towards using machine learning (ML) algorithms to enhance ABM decision-making frameworks. This study investigates exogenous shocks to the UK housing market and integrates reinforcement learning (RL) to adapt housing market dynamics in an ABM. Results show agents can learn real-time trends and make decisions to manage shocks, achieving goals like adjusting the median house price without pre-determined rules. This model is transferable to other housing markets with similar complexities. The RL agent adjusts mortgage interest rates based on market conditions. Importantly, our model shows how a central bank agent learned conservative behaviours in sensitive scenarios, aligning with a 2009 study, demonstrating emergent behavioural patterns.

The mortgage interest rate in Germany decreased notably between 2013 and 2022, falling below 1.5 percent. This was part of an overall trend of falling mortgage interest rates in Europe. The mortgage interest rate in Germany has since increased to 3.9 percent in the second quarter of 2024. The German mortgage market In Europe, Germany is the second-largest mortgage market, with a total value of mortgages outstanding amounting to over 1.8 trillion euros. Mortgage loans are one of the oldest bank products. Among the factors that influence mortgage interest rates are inflation, economic growth, monetary policies, the bond market, the stability of lenders, and the overall conditions of the housing market. Mortgage loans The higher cost of borrowing has a significant effect on the market: While the interest rates were at their lowest, mortgage lending was on the rise. In 2023, when the rates reached a 10-year-high, the quarterly gross mortgage lending fell to the lowest value since 2014. Meanwhile, house prices have also increased substantially in recent years. According to the House Price Index in Germany, between 2015 and 2022, house prices increased by over 60 percent.