United States SBP: Last Week Operating Revenue: 0-500 data was reported at 8.700 % in 04 Oct 2020. This stayed constant from the previous number of 8.700 % for 27 Sep 2020. United States SBP: Last Week Operating Revenue: 0-500 data is updated weekly, averaging 12.650 % from Apr 2020 (Median) to 04 Oct 2020, with 18 observations. The data reached an all-time high of 38.500 % in 26 Apr 2020 and a record low of 8.500 % in 13 Sep 2020. United States SBP: Last Week Operating Revenue: 0-500 data remains active status in CEIC and is reported by U.S. Census Bureau. The data is categorized under Global Database’s United States – Table US.S036: Small Business Pulse Survey: by Sector: Weekly, Beg Sunday (Discontinued).

Description: This dataset contains historical economic data spanning from 1871 to 2024, used in Jaouad Karfali’s research on Economic Cycle Analysis with Numerical Time Cycles. The study aims to improve economic forecasting accuracy through the 9-year cycle model, which demonstrates superior predictive capabilities compared to traditional economic indicators.

Dataset Contents: The dataset includes a comprehensive range of economic indicators used in the research, such as:

USGDP_1871-2024.csv – U.S. Gross Domestic Product (GDP) data. USCPI_cleaned.csv – U.S. Consumer Price Index (CPI), cleaned and processed. USWAGE_1871-2024.csv – U.S. average wages data. EXCHANGEGLOBAL_cleaned.csv – Global exchange rates for the U.S. dollar. EXCHANGEPOUND_cleaned.csv – U.S. dollar to British pound exchange rates. INTERESTRATE_1871-2024.csv – U.S. interest rate data. UNRATE.csv – U.S. unemployment rate statistics. POPTOTUSA647NWDB.csv – U.S. total population data. Significance of the Data: This dataset serves as a foundation for a robust economic analysis of the U.S. economy over multiple decades. It was instrumental in testing the 9-year economic cycle model, which demonstrated an 85% accuracy rate in economic forecasting when compared to traditional models such as ARIMA and VAR.

Applications:

Economic Forecasting: Predicts a 1.5% decline in GDP in 2025, followed by a gradual recovery between 2026-2034. Economic Stability Analysis: Used for comparing forecasts with estimates from institutions like the IMF and World Bank. Academic and Institutional Research: Supports studies in economic cycles and long-term forecasting. Source & Further Information: For more details on the methodology and research findings, refer to the full paper published on SSRN:

https://ssrn.com/author=7429208 https://orcid.org/0009-0002-9626-7289

• Jaouad Karfali

Weekly Economic Calendar shows future release dates of key economic data and publications used by NSW Treasury for monitoring and analysis.

United States SBP: TW: Cash on Hand will Currently Cover: 3-4 Business Weeks data was reported at 16.100 % in 04 Oct 2020. This records an increase from the previous number of 14.000 % for 27 Sep 2020. United States SBP: TW: Cash on Hand will Currently Cover: 3-4 Business Weeks data is updated weekly, averaging 16.650 % from Apr 2020 (Median) to 04 Oct 2020, with 18 observations. The data reached an all-time high of 20.000 % in 10 May 2020 and a record low of 14.000 % in 27 Sep 2020. United States SBP: TW: Cash on Hand will Currently Cover: 3-4 Business Weeks data remains active status in CEIC and is reported by U.S. Census Bureau. The data is categorized under Global Database’s United States – Table US.S036: Small Business Pulse Survey: by Sector: Weekly, Beg Sunday (Discontinued).

Weekly Economic Calendar shows future release dates of key economic data and publications used by NSW Treasury for monitoring and analysis.

United States SBP: TW: Cash on Hand will Currently Cover: 1-2 Business Weeks data was reported at 12.100 % in 04 Oct 2020. This records an increase from the previous number of 10.400 % for 27 Sep 2020. United States SBP: TW: Cash on Hand will Currently Cover: 1-2 Business Weeks data is updated weekly, averaging 10.800 % from Apr 2020 (Median) to 04 Oct 2020, with 18 observations. The data reached an all-time high of 16.600 % in 26 Apr 2020 and a record low of 9.600 % in 13 Sep 2020. United States SBP: TW: Cash on Hand will Currently Cover: 1-2 Business Weeks data remains active status in CEIC and is reported by U.S. Census Bureau. The data is categorized under Global Database’s United States – Table US.S036: Small Business Pulse Survey: by Sector: Weekly, Beg Sunday (Discontinued).

Graph and download economic data for Business Applications with Planned Wages for Kansas (WBUSAPPWNSAKSYY) from 2007-01-06 to 2025-06-28 about business applications, KS, business, wages, and USA.

ZIP Code Business Patterns (ZBP)

County Business Patterns (CBP) is an annual series that provides subnational economic data by industry. This series includes the number of establishments, employment during the week of March 12, first quarter payroll, and annual payroll. This data is useful for studying the economic activity of small areas; analyzing economic changes over time; and as a benchmark for other statistical series, surveys, and databases between economic censuses. Businesses use the data for analyzing market potential, measuring the effectiveness of sales and advertising programs, setting sales quotas, and developing budgets. Government agencies use the data for administration and planning.

This Roundup covers critical economic data and publications used by NSW Treasury for monitoring and analysis.

United States SBP: OS: Last Week Change in Operating Revenue: Decreased data was reported at 38.700 % in 04 Oct 2020. This records an increase from the previous number of 38.400 % for 27 Sep 2020. United States SBP: OS: Last Week Change in Operating Revenue: Decreased data is updated weekly, averaging 42.000 % from Apr 2020 (Median) to 04 Oct 2020, with 18 observations. The data reached an all-time high of 78.000 % in 26 Apr 2020 and a record low of 38.400 % in 27 Sep 2020. United States SBP: OS: Last Week Change in Operating Revenue: Decreased data remains active status in CEIC and is reported by U.S. Census Bureau. The data is categorized under Global Database’s United States – Table US.S046: Small Business Pulse Survey: by Sector: Weekly, Beg Sunday (Discontinued).

Graph and download economic data for MZM Money Stock (DISCONTINUED) (WMZMNS) from 1980-11-03 to 2021-02-01 about MZM, monetary aggregates, and USA.

Graph and download economic data for Other Liquid Deposits: Total (MDLNWM) from 2020-05-04 to 2025-06-30 about liquidity, deposits, and USA.

Average Weekly Earnings of Production Employees: Financial Activities: Finance and Insurance in Ohio (DISCONTINUED) was 985.70000 $ per Week in December of 2018, according to the United States Federal Reserve. Historically, Average Weekly Earnings of Production Employees: Financial Activities: Finance and Insurance in Ohio (DISCONTINUED) reached a record high of 1069.40000 in January of 2017 and a record low of 536.90000 in February of 2001. Trading Economics provides the current actual value, an historical data chart and related indicators for Average Weekly Earnings of Production Employees: Financial Activities: Finance and Insurance in Ohio (DISCONTINUED) - last updated from the United States Federal Reserve on August of 2025.

Graph and download economic data for 4-Week Moving Average of Continued Claims (Insured Unemployment) from 1967-01-28 to 2025-07-12 about moving average, continued claims, 1-month, insurance, average, unemployment, and USA.

Average Weekly Earnings of All Employees: Financial Activities in Florida was 1638.38000 $ per Week in January of 2024, according to the United States Federal Reserve. Historically, Average Weekly Earnings of All Employees: Financial Activities in Florida reached a record high of 1638.38000 in January of 2024 and a record low of 852.85000 in January of 2007. Trading Economics provides the current actual value, an historical data chart and related indicators for Average Weekly Earnings of All Employees: Financial Activities in Florida - last updated from the United States Federal Reserve on August of 2025.

Average Weekly Hours of Production Employees: Financial Activities in Indiana was 37.30000 Hours per Week in January of 2024, according to the United States Federal Reserve. Historically, Average Weekly Hours of Production Employees: Financial Activities in Indiana reached a record high of 37.80000 in January of 2017 and a record low of 34.30000 in January of 2009. Trading Economics provides the current actual value, an historical data chart and related indicators for Average Weekly Hours of Production Employees: Financial Activities in Indiana - last updated from the United States Federal Reserve on July of 2025.

Average Weekly Earnings of All Employees: Professional and Business Services in Minnesota was 1778.00000 $ per Week in June of 2025, according to the United States Federal Reserve. Historically, Average Weekly Earnings of All Employees: Professional and Business Services in Minnesota reached a record high of 1803.65000 in February of 2025 and a record low of 912.63000 in August of 2007. Trading Economics provides the current actual value, an historical data chart and related indicators for Average Weekly Earnings of All Employees: Professional and Business Services in Minnesota - last updated from the United States Federal Reserve on August of 2025.

Average Weekly Wages for Employees in Private Establishments in Virginia Beach-Norfolk-Newport News, VA-NC (MSA) was 1162.01036 $ per Week in October of 2024, according to the United States Federal Reserve. Historically, Average Weekly Wages for Employees in Private Establishments in Virginia Beach-Norfolk-Newport News, VA-NC (MSA) reached a record high of 1162.01036 in October of 2024 and a record low of 365.51533 in January of 1990. Trading Economics provides the current actual value, an historical data chart and related indicators for Average Weekly Wages for Employees in Private Establishments in Virginia Beach-Norfolk-Newport News, VA-NC (MSA) - last updated from the United States Federal Reserve on July of 2025.

Graph and download economic data for Number of Civilians Unemployed for 15 Weeks or Longer for South Carolina (UNEMP15SC) from Q4 2003 to Q3 2024 about 15 weeks +, labor underutilization, SC, civilian, labor force, 16 years +, labor, household survey, unemployment, and USA.

United States SBP: RE: CashonHand will Currently Cover: 3 or More Business Mo data was reported at 36.000 % in 04 Oct 2020. This records a decrease from the previous number of 36.400 % for 27 Sep 2020. United States SBP: RE: CashonHand will Currently Cover: 3 or More Business Mo data is updated weekly, averaging 34.700 % from Apr 2020 (Median) to 04 Oct 2020, with 18 observations. The data reached an all-time high of 39.100 % in 16 Aug 2020 and a record low of 24.700 % in 03 May 2020. United States SBP: RE: CashonHand will Currently Cover: 3 or More Business Mo data remains active status in CEIC and is reported by U.S. Census Bureau. The data is categorized under Global Database’s United States – Table US.S036: Small Business Pulse Survey: by Sector: Weekly, Beg Sunday (Discontinued).