Graph and download economic data for Real-time Sahm Rule Recession Indicator (SAHMREALTIME) from Dec 1959 to Sep 2025 about recession indicators, academic data, and USA.

This dataset includes various economic indicators such as stock market performance, inflation rates, GDP, interest rates, employment data, and housing index, all of which are crucial for understanding the state of the economy. By analysing this dataset, one can gain insights into the causes and effects of past recessions in the US, which can inform investment decisions and policy-making.

There are 20 columns and 343 rows spanning 1990-04 to 2022-10

The columns are:

1. Price: Price column refers to the S&P 500 lot price over the years. The S&P 500 is a stock market index that measures the performance of 500 large companies listed on stock exchanges in the United States. This variable represents the value of the S&P 500 index from 1980 to present. Industrial Production: This variable measures the output of industrial establishments in the manufacturing, mining, and utilities sectors. It reflects the overall health of the manufacturing industry, which is a key component of the US economy.

2. INDPRO: Industrial production measures the output of the manufacturing, mining, and utility sectors of the economy. It provides insights into the overall health of the economy, as a decline in industrial production can indicate a slowdown in economic activity. This data can be used by policymakers and investors to assess the state of the economy and make informed decisions.

3. CPI: CPI stands for Consumer Price Index, which measures the change in the prices of a basket of goods and services that consumers purchase. CPI inflation represents the rate at which the prices of goods and services in the economy are increasing.

4. Treasure Bill rate (3 month to 30 Years): Treasury bills (T-bills) are short-term debt securities issued by the US government. This variable represents the interest rates on T-bills with maturities ranging from 3 months to 30 years. It reflects the cost of borrowing money for the government and provides an indication of the overall level of interest rates in the economy.

5. GDP: GDP stands for Gross Domestic Product, which is the value of all goods and services produced in a country. This dataset is taking into account only the Nominal GDP values. Nominal GDP represents the total value of goods and services produced in the US economy without accounting for inflation.

6. Rate: The Federal Funds Rate is the interest rate at which depository institutions lend reserve balances to other depository institutions overnight. It is set by the Federal Reserve and is used as a tool to regulate the money supply in the economy.

7. BBK_Index: The BBKI are maintained and produced by the Indiana Business Research Center at the Kelley School of Business at Indiana University. The BBK Coincident and Leading Indexes and Monthly GDP Growth for the U.S. are constructed from a collapsed dynamic factor analysis of a panel of 490 monthly measures of real economic activity and quarterly real GDP growth. The BBK Leading Index is the leading subcomponent of the cycle measured in standard deviation units from trend real GDP growth.

8. Housing Index: This variable represents the value of the housing market in the US. It is calculated based on the prices of homes sold in the market and provides an indication of the overall health of the housing market.

9. Recession binary column: This variable is a binary indicator that takes a value of 1 when the US economy is in a recession and 0 otherwise. It is based on the official business cycle dates provided by the National Bureau of Economic Research.

Graph and download economic data for NBER based Recession Indicators for the United States from the Period following the Peak through the Trough (USREC) from Dec 1854 to Nov 2025 about peak, trough, recession indicators, and USA.

Graph and download economic data for OECD based Recession Indicators for the United States from the Peak through the Trough (DISCONTINUED) (USARECM) from Feb 1947 to Sep 2022 about peak, trough, recession indicators, and USA.

United States NBER-Based Recession Indicators from the Peak Through the Trough data was reported at 0.000 Unit in 14 May 2025. This stayed constant from the previous number of 0.000 Unit for 13 May 2025. United States NBER-Based Recession Indicators from the Peak Through the Trough data is updated daily, averaging 0.000 Unit from Dec 1854 (Median) to 14 May 2025, with 62256 observations. The data reached an all-time high of 1.000 Unit in 15 Apr 2020 and a record low of 0.000 Unit in 14 May 2025. United States NBER-Based Recession Indicators from the Peak Through the Trough data remains active status in CEIC and is reported by Federal Reserve Bank of St. Louis. The data is categorized under Global Database’s United States – Table US.S: NBER-Based Recession Indicators.

Content

More details about each file are in the individual file descriptions.

Context

This is a dataset from the Federal Reserve Bank of St. Louis hosted by the Federal Reserve Economic Database (FRED). FRED has a data platform found here and they update their information according to the frequency that the data updates. Explore the Federal Reserve Bank of St. Louis using Kaggle and all of the data sources available through the St. Louis Fed organization page!

• Update Frequency: This dataset is updated daily.

Acknowledgements

This dataset is maintained using FRED's API and Kaggle's API.

Cover photo by Eddy Billard on Unsplash
Unsplash Images are distributed under a unique Unsplash License.

View monthly updates and historical trends for US Recession Probability. from United States. Source: Federal Reserve Bank of New York. Track economic data…

OECD based Recession Indicators for the OECD Total Area from the Peak through the Period preceding the Trough was 0.00000 +1 or 0 in August of 2022, according to the United States Federal Reserve. Historically, OECD based Recession Indicators for the OECD Total Area from the Peak through the Period preceding the Trough reached a record high of 1.00000 in March of 1960 and a record low of 0.00000 in February of 1961. Trading Economics provides the current actual value, an historical data chart and related indicators for OECD based Recession Indicators for the OECD Total Area from the Peak through the Period preceding the Trough - last updated from the United States Federal Reserve on November of 2025.

NBER based Recession Indicators for the United States from the Peak through the Trough was 0.00000 +1 or 0 in April of 2025, according to the United States Federal Reserve. Historically, NBER based Recession Indicators for the United States from the Peak through the Trough reached a record high of 1.00000 in December of 1854 and a record low of 0.00000 in January of 1855. Trading Economics provides the current actual value, an historical data chart and related indicators for NBER based Recession Indicators for the United States from the Peak through the Trough - last updated from the United States Federal Reserve on December of 2025.

Graph and download economic data for OECD based Recession Indicators for Major Seven Countries from the Peak through the Trough (DISCONTINUED) (MSCRECM) from Feb 1960 to Aug 2022 about G7, peak, trough, and recession indicators.

Graph and download economic data for Dates of U.S. recessions as inferred by GDP-based recession indicator (JHDUSRGDPBR) from Q4 1967 to Q1 2025 about recession indicators, GDP, and USA.

View monthly updates and historical trends for NBER-based US Recession Indicators from the Peak through the Period preceding the Trough. from United State…

U.S. Recession Indicators - Historical chart and current data through 2025.

Canada - Recession Indicators - Historical chart and current data through 2022.

United States - Smoothed U.S. Recession Probabilities was 0.96% in August of 2025, according to the United States Federal Reserve. Historically, United States - Smoothed U.S. Recession Probabilities reached a record high of 100.00 in March of 2020 and a record low of 0.00 in November of 1967. Trading Economics provides the current actual value, an historical data chart and related indicators for United States - Smoothed U.S. Recession Probabilities - last updated from the United States Federal Reserve on November of 2025.

Graph and download economic data for OECD based Recession Indicators for OECD and Non-member Economies from the Peak through the Trough (DISCONTINUED) (OECDNMERECDM) from 1960-02-01 to 2022-02-28 about OECD and Non-OECD, peak, trough, and recession indicators.

Robustness check: Panel regression results.

Graph and download economic data for OECD based Recession Indicators for Denmark from the Peak through the Trough (DISCONTINUED) (DNKRECDM) from 1960-02-01 to 2022-08-31 about Denmark, peak, trough, and recession indicators.

• p ≤ 0.05;** p ≤ 0.01;*** p ≤ 0.001Multivariate analyses of the associations between recession indicators (during and after) and mental health outcomes for females.

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.

TA:TSX Stock: Are We Headed for a Recession?

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