The median sales price of new homes sold in the United States increased steadily from 1965 to 2022, followed by two years of decline. In 2024, a newly built home cost approximately ******* U.S. dollars. That was a decline from the peak price of 434,500 U.S. dollars in 2022. Prices varied greatly across different regions in the country, with the most expensive housing found in the Northeast region.

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

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

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Description:

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

Acknowledgement:

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

Objective:

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

Graph and download economic data for All-Transactions House Price Index for California (CASTHPI) from Q1 1975 to Q3 2025 about appraisers, CA, HPI, housing, price index, indexes, price, and USA.

All-Transactions House Price Index for Colorado was 857.96000 Index 1980 Q1=100 in April of 2025, according to the United States Federal Reserve. Historically, All-Transactions House Price Index for Colorado reached a record high of 857.96000 in April of 2025 and a record low of 54.30000 in January of 1975. Trading Economics provides the current actual value, an historical data chart and related indicators for All-Transactions House Price Index for Colorado - last updated from the United States Federal Reserve on December of 2025.

All-Transactions House Price Index for Michigan was 562.95000 Index 1980 Q1=100 in April of 2025, according to the United States Federal Reserve. Historically, All-Transactions House Price Index for Michigan reached a record high of 562.95000 in April of 2025 and a record low of 60.31000 in January of 1975. Trading Economics provides the current actual value, an historical data chart and related indicators for All-Transactions House Price Index for Michigan - last updated from the United States Federal Reserve on November of 2025.

The average price paid when a Dutch private individual bought existing residential property in 2023 was about 416,000 euros. In recent years, the housing market has continued to grow in the Netherlands due to low mortgage rates, a recovering economy and a high level of consumer confidence. For example, the number of registered transactions nearly doubled between 2011 and 2021, before declining in 2022.

Graph and download economic data for All-Transactions House Price Index for Los Angeles County, CA (ATNHPIUS06037A) from 1975 to 2024 about Los Angeles County, CA; Los Angeles; CA; HPI; housing; price index; indexes; price; and USA.

Graph and download economic data for All-Transactions House Price Index for Olympia-Lacey-Tumwater, WA (MSA) (ATNHPIUS36500Q) from Q4 1980 to Q3 2025 about Olympia, WA, appraisers, HPI, housing, price index, indexes, price, and USA.

In the United States, the projected number of single-family housing unit starts in 2026 is estimated to increase. After a peak in 2021, the number of home construction starts decreased two years in a row. However, those figures are expected to pick back up in the next years. Single-family homes are the preferred option for Americans Single-family homes were the most common type of home purchased in 2023 in the United States, making up roughly ** percent of all purchases, showing that demand for single-family units remains strong. That explains why there is usually a far higher number of single-family homes than of other type of homes being built any given year. There were roughly *** multifamily homes whose construction started in 2024. Single family housing units in the United States The median size of a single family housing unit in the United States based on square footage has remained relatively consistent over the past two decades. The cost of housing varies around the United States. In 2023, the most expensive median price of an existing single-family home was on the West coast. However, it was in the Northeast where the median price of a new single-family home was the most expensive.

United States House Price Index: FHFA: California data was reported at 655.910 Mar1980=100 in Jun 2018. This records an increase from the previous number of 639.250 Mar1980=100 for Mar 2018. United States House Price Index: FHFA: California data is updated quarterly, averaging 227.460 Mar1980=100 from Mar 1975 (Median) to Jun 2018, with 174 observations. The data reached an all-time high of 655.910 Mar1980=100 in Jun 2018 and a record low of 41.630 Mar1980=100 in Mar 1975. United States House Price Index: FHFA: California data remains active status in CEIC and is reported by Federal Housing Finance Agency. The data is categorized under Global Database’s United States – Table US.EB014: House Price Index.

Graph and download economic data for All-Transactions House Price Index for Texas (TXSTHPI) from Q1 1975 to Q3 2025 about appraisers, TX, HPI, housing, price index, indexes, price, and USA.

New housing price index (NHPI). Monthly data are available from January 1981. The table presents data for the most recent reference period and the last four periods. The base period for the index is (201612=100).

Graph and download economic data for All-Transactions House Price Index for New York (NYSTHPI) from Q1 1975 to Q3 2025 about appraisers, NY, HPI, housing, price index, indexes, price, and USA.

Graph and download economic data for All-Transactions House Price Index for the United States (USSTHPI) from Q1 1975 to Q3 2025 about appraisers, HPI, housing, price index, indexes, price, and USA.

The monthly median asking rent for unfurnished apartments in the United States in the first quarter of 2025 amounted to ***** U.S. dollars. This was an increase of about *** U.S. dollars in just five years. In 2020, the median rent stood at ***** U.S. dollars. The U.S. rental market As rental apartment vacancy rates fall, rents are on the rise. This makes it more difficult for Americans to, first, find an apartment to rent, and second, find an apartment which they can afford. Nevertheless, renting has become much more common in recent years, with the number of renter households having substantially increased in the past two decades. In 2025, there were approximately **** million renter households in the U.S. Rents in different states Of course, rents vary from state to state. The most expensive rents are found in Hawaii, California, District of Colombia, New Jersey, and Florida. Following the COVID-19 pandemic, growth was the strongest in the Sun Belt states, and especially in states with lower costs of living, such as Texas. In Austin, TX, the average rent soared by nearly ** percent in 2021, and remained elevated, despite a slight decline in 2023.

Graph and download economic data for All-Transactions House Price Index for Colorado (COSTHPI) from Q1 1975 to Q3 2025 about CO, appraisers, HPI, housing, price index, indexes, price, and USA.

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

Graph and download economic data for All-Transactions House Price Index for San Francisco-San Mateo-Redwood City, CA (MSAD) (ATNHPIUS41884Q) from Q3 1975 to Q3 2025 about San Francisco, appraisers, CA, HPI, housing, price index, indexes, price, and USA.