siftAO

Data Sources

Data sources, attribution, and educational materials.

Data Sources & Attribution

U.S. Census Bureau

Demographics, housing, and economic data

SiftAO uses data from the U.S. Census Bureau's American Community Survey (ACS), Decennial Census, and Economic Census programs. This includes demographic data, housing characteristics, and economic indicators at state, county, ZIP code, and census tract levels.

Attribution Requirements:

“Data sourced from the U.S. Census Bureau. The Census Bureau has reviewed this data product for unauthorized disclosure of confidential information and has approved the disclosure avoidance practices applied to this release.”

Visit Census.gov

Federal Reserve Economic Data (FRED)

Economic indicators and financial metrics

Economic data is sourced from the Federal Reserve Bank of St. Louis's FRED database, including employment statistics, GDP data, interest rates, and other macroeconomic indicators relevant to real estate market analysis.

Attribution Requirements:

“Economic data sourced from Federal Reserve Economic Data (FRED), Federal Reserve Bank of St. Louis.”

Visit FRED

Redfin Market Data

Real estate market trends and pricing

Real estate market data including home prices, inventory levels, and sales volume is sourced from Redfin's publicly available market data. This data provides insights into residential real estate trends across different geographic markets.

Attribution Requirements:

“Real estate data sourced from Redfin. Redfin is not affiliated with or endorsing this platform. Data is subject to Redfin's terms of use and licensing agreements.”

Visit Redfin Data Center

Realtor.com

Realtor.com Hotness Market Rating Data

Realtor.com's Hotness Index provides a hotness score and national ranking for local markets. It measures how many viewers are searching for homes in a given area compared to the national average, helping investors identify markets experiencing fast-moving supply and demand dynamics and trending residential real estate areas.

Attribution Requirements:

“Real estate data sourced from Realtor.com. Realtor.com is not affiliated with or endorsing this platform. Data is subject to Realtor.com's terms of use and licensing agreements.”

Visit Realtor.com Market Data

Zillow Research

New construction prices and sales

New-construction sale prices, price per square foot, and sales counts come from Zillow Research's public data, alongside its all-homes benchmark. These figures are published for metro areas and appear on SiftAO's development pages.

Attribution Requirements:

“New construction data sourced from Zillow Research. Zillow is not affiliated with or endorsing this platform. Data is subject to Zillow's terms of use.”

Visit Zillow Research

FBI Uniform Crime Reporting

County crime trends

County crime trends on SiftAO's development pages come from the FBI's Uniform Crime Reporting program (Table 10, sheriff and county police department reports), compared across reporting years.

Attribution Requirements:

“Crime data sourced from the FBI Uniform Crime Reporting (UCR) Program via the Crime Data Explorer. The FBI is not affiliated with or endorsing this platform.”

Visit FBI Crime Data Explorer

Urban Land Institute (ULI)

Industry research and market insights

The Urban Land Institute is a member-driven research and education organization covering land use, development, and capital markets. Beyond the research, it is the best network we have found for real estate professionals who want to connect with like-minded peers — local district council programming puts you in the room with the developers, brokers, and capital partners actually doing deals in your market.

Attribution Requirements:

“Referenced research published by the Urban Land Institute. ULI is not affiliated with or endorsing this platform. Content is subject to ULI's terms of use.”

Visit ULI

Adventures in CRE (A.CRE)

Financial modeling and development frameworks

Adventures in CRE publishes professional-grade commercial real estate financial models, underwriting templates, and development feasibility frameworks. If you want to learn financial modeling — or land a job in commercial real estate — their Accelerator is the single best course we have taken. Their modeling conventions inform how SiftAO structures the inputs an investor carries from market screening into a proforma.

Attribution Requirements:

“Referenced models and frameworks published by Adventures in CRE. A.CRE is not affiliated with or endorsing this platform. Content is subject to A.CRE's terms of use.”

Visit Adventures in CRE

Legal Disclaimers

Data Accuracy and Liability

Data Accuracy Statement

While SiftAO strives to provide accurate and up-to-date information, we cannot guarantee the completeness, accuracy, or timeliness of all data presented. Data is sourced from third-party providers and may contain errors, omissions, or delays.

Investment Disclaimer

SiftAO is a data visualization and analysis tool. It does not provide investment advice, recommendations, or guidance. All investment decisions should be made in consultation with qualified financial and real estate professionals. Past performance does not guarantee future results.

Limitation of Liability

SiftAO and its operators shall not be liable for any direct, indirect, incidental, special, or consequential damages arising from the use of this platform or reliance on the data provided. Users assume all risks associated with their use of the platform and data.

Send feedback

Opens your email client, addressed to info@siftao.com.