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

View quarterly updates and historical trends for Ohio House Price All-Transactions Index. Source: Federal Housing Finance Agency. Track economic data with…

Graph and download economic data for All-Transactions House Price Index for Columbus, OH (MSA) (ATNHPIUS18140Q) from Q2 1976 to Q2 2025 about Columbus, OH, appraisers, HPI, housing, price index, indexes, price, 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 Cleveland-Elyria, OH (MSA) (ATNHPIUS17460Q) from Q3 1975 to Q4 2024 about Cleveland, OH, appraisers, HPI, housing, price index, indexes, price, and USA.

Graph and download economic data for All-Transactions House Price Index for Cincinnati, OH-KY-IN (MSA) (ATNHPIUS17140Q) from Q2 1976 to Q3 2025 about Cincinnati, KY, IN, OH, appraisers, HPI, housing, price index, indexes, price, and USA.

The Housing Developers industry in Ohio is expected to grow an annualized x.x% to $x.x billion over the five years to 2025, while the national industry will likely grow at x.x% during the same period. Industry establishments decreased an annualized -x.x% to x,xxx locations. Industry employment has decreased an annualized -x.x% to x,xxx workers, while industry wages have increased an annualized x.x% to $x.x million.

Graph and download economic data for All-Transactions House Price Index for Toledo, OH (MSA) (ATNHPIUS45780Q) from Q4 1978 to Q3 2025 about Toledo, OH, appraisers, HPI, housing, price index, indexes, price, and USA.

Browse the full historical data for Ohio County mortgage loan limits from 1972 to 2025. This comprehensive table shows how loan limits have changed over 50+ years, helping you understand long-term trends in your local housing market.

The Real Estate Appraisal industry in Ohio is expected to grow an annualized x.x% to $x.x million over the five years to 2025, while the national industry will likely grow at x.x% during the same period. Industry establishments decreased an annualized -x.x% to x,xxx locations. Industry employment has increased an annualized x.x% to x,xxx workers, while industry wages have increased an annualized x.x% to $x.x million.

This statistic shows the revenue of the industry “community housing services“ in Ohio by segment from 2012 to 2017, with a forecast to 2024. It is projected that the revenue of community housing services in Ohio will amount to approximately ***** million U.S. Dollars by 2024.

Explore borrowing and mortgage trends in Clark County, including conventional vs. government loan performance, average loan sizes, and market share shifts. Data sourced from HMDA regulatory filings shows how local lending patterns evolve through changing market conditions.

The Community Housing & Homeless Shelters industry in Ohio is expected to grow an annualized x.x% to $x.x million over the five years to 2025, while the national industry will likely grow at x% during the same period. Industry establishments increased an annualized x.x% to xxx locations. Industry employment has increased an annualized x.x% to x,xxx workers, while industry wages have increased an annualized x.x% to $x.x million.

The Real Estate Investment Trusts industry in Ohio is expected to grow an annualized x.x% to $x.x million over the five years to 2025, while the national industry will likely grow at x.x% during the same period. Industry establishments decreased an annualized -x.x% to xx locations. Industry employment has increased an annualized x.x% to x,xxx workers, while industry wages have increased an annualized x.x% to $x.x million.

The Property Management industry in Ohio is expected to grow an annualized x.x% to $x.x billion over the five years to 2025, while the national industry will likely grow at x.x% during the same period. Industry establishments increased an annualized x.x% to x,xxx locations. Industry employment has increased an annualized x.x% to x,xxx workers, while industry wages have increased an annualized x.x% to $x.x billion.

All the signs in the housing market seem to be pointing the right way, except the amount of time loans are spending in the foreclosure process. Foreclosure fast-tracks for vacant homes in foreclosure may help reverse that trend.

Explore borrowing and mortgage trends in Wood County, including conventional vs. government loan performance, average loan sizes, and market share shifts. Data sourced from HMDA regulatory filings shows how local lending patterns evolve through changing market conditions.

This statistic shows the revenue of the industry “community food and housing, and emergency and other relief services“ in Ohio by segment from 2012 to 2017, with a forecast to 2024. It is projected that the revenue of community food and housing, and emergency and other relief services in Ohio will amount to approximately ******* million U.S. Dollars by 2024.

Explore borrowing and mortgage trends in Miami County, including conventional vs. government loan performance, average loan sizes, and market share shifts. Data sourced from HMDA regulatory filings shows how local lending patterns evolve through changing market conditions.

The Intellectual Property Licensing industry in Ohio is expected to grow an annualized x.x% to $x.x billion over the five years to 2025, while the national industry will likely grow at x.x% during the same period. Industry establishments increased an annualized x.x% to xxx locations. Industry employment has increased an annualized x.x% to x,xxx workers, while industry wages have increased an annualized x.x% to $x.x million.