Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
License information was derived automatically
United States CSI: Economic Outlook 12 Months data was reported at 123.000 1966=100 in Sep 2018. This records an increase from the previous number of 118.000 1966=100 for Aug 2018. United States CSI: Economic Outlook 12 Months data is updated monthly, averaging 105.000 1966=100 from Jan 1978 (Median) to Sep 2018, with 489 observations. The data reached an all-time high of 165.000 1966=100 in Jan 2000 and a record low of 31.000 1966=100 in Feb 2009. United States CSI: Economic Outlook 12 Months data remains active status in CEIC and is reported by University of Michigan. The data is categorized under Global Database’s United States – Table US.H025: Consumer Sentiment Index. The question was: Now turning to business conditions in the country as a whole -- do you think that during the next 12 months we'll have good times financially or bad times or what?
In most years since 1980, global GDP growth has been relatively consistent, generally fluctuating between two and five percent growth from year to year. The most notable exceptions to this were during the Great Recession in 2009, and again in 2020 during the Covid-19 pandemic, where the global economy actually shrank in both of these years. As the world economy continues to deal with the economic impact of the pandemic, as well as the fallout from Russia's invasion of Ukraine in 2022, the future remains uncertain, however current estimates suggest that annual growth will return to steady figures of around 3 percent in 2029.
https://www.kappasignal.com/p/legal-disclaimer.htmlhttps://www.kappasignal.com/p/legal-disclaimer.html
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.
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)
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)
Stock price prediction
Portfolio optimization
Algorithmic trading
Market sentiment analysis
Risk management
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
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
The net outlook score reported for Indonesian business experts is the highest of all surveyed countries in Q4 2019. See the economic satisfaction score of the countries for information on how satisfied the experts are with the current economic situation of their respective countries. The Global Economic Outlook Score Each quarter, Statista in cooperation with Atheneum asks business professionals in countries worldwide to report on their satisfaction with the current economic situation of their country and the overall economic outlook for the next 6 months. They are also asked for their current satisfaction and outlook for individual categories: employment rate, consumer demand and confidence, strength of the local currency, international trade, political stability, economic stability and capital expenditure and investments. The experts who participate are generally businesspeople in leading positions at their companies and have at least ten years of experience. They are recruited through the Atheneum expert network. Net scores capture a balanced view of the entire economy The expert evaluations are converted into net scores by subtracting the share of negative evaluations from the share of positive evaluations. To create the overall Global Scores each countries scores are weighted by their GDP, the average of which provides the Global Satisfaction Score and the Global Outlook Score.
Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
License information was derived automatically
United States CEO Economic Outlook Index data was reported at 109.300 % in Sep 2018. This records a decrease from the previous number of 111.100 % for Jun 2018. United States CEO Economic Outlook Index data is updated quarterly, averaging 84.700 % from Dec 2002 (Median) to Sep 2018, with 64 observations. The data reached an all-time high of 118.600 % in Mar 2018 and a record low of -5.000 % in Mar 2009. United States CEO Economic Outlook Index data remains active status in CEIC and is reported by Business Roundtable. The data is categorized under Global Database’s United States – Table US.S018: CEO Economic Outlook Survey.
Attribution-NonCommercial-ShareAlike 4.0 (CC BY-NC-SA 4.0)https://creativecommons.org/licenses/by-nc-sa/4.0/
License information was derived automatically
Please, if you use this dataset or do you like my work please UPVOTE 👁️
This dataset provides a comprehensive historical record of inflation rates worldwide, covering the period from 1960 to the present. It includes inflation data at the national level for multiple countries and territories, making it a valuable resource for economic analysis, financial forecasting, and macroeconomic research.
Data Source: https://datos.bancomundial.org/indicador/FP.CPI.TOTL.ZG?end=2023&start=1960&view=chart
Key Features:
✅ Global Coverage – Inflation rates for countries across all continents.
✅ Long-Term Data – Over 60 years of historical records, ideal for trend analysis.
✅ Regional Classification – Data categorized by region, sub-region, and intermediate region for in-depth geographic analysis.
✅ Standardized Indicators – Based on CPI (Consumer Price Index) inflation rates from reputable sources.
Potential Use Cases:
📊 Economic Research – Analyze inflation trends and economic cycles.
📈 Financial Forecasting – Predict future inflation and its impact on global markets.
🌍 Policy & Development Studies – Examine regional disparities and economic policies.
📚 Machine Learning Applications – Train predictive models using historical inflation trends.
This dataset is an essential tool for economists, data scientists, and financial analysts looking to explore global inflation patterns and their implications on economic stability.
ODC Public Domain Dedication and Licence (PDDL) v1.0http://www.opendatacommons.org/licenses/pddl/1.0/
License information was derived automatically
IMF World Economic Outlook (WEO) database. The IMF World Economic Outlook is a twice-yearly survey by IMF staff that presents IMF staff economists' analyses of global economic developments during th...
In 2020, global gross domestic product declined by 6.7 percent as a result of the coronavirus (COVID-19) pandemic outbreak. In Latin America, overall GDP loss amounted to 8.5 percent.
Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
License information was derived automatically
Google Search Trends: Online Training: Udemy data was reported at 0.000 Score in 14 May 2025. This stayed constant from the previous number of 0.000 Score for 13 May 2025. Google Search Trends: Online Training: Udemy data is updated daily, averaging 0.000 Score from Dec 2021 (Median) to 14 May 2025, with 1261 observations. The data reached an all-time high of 100.000 Score in 24 Dec 2024 and a record low of 0.000 Score in 14 May 2025. Google Search Trends: Online Training: Udemy data remains active status in CEIC and is reported by Google Trends. The data is categorized under Global Database’s Laos – Table LA.Google.GT: Google Search Trends: by Categories.
Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
License information was derived automatically
Chile Economic Outlook: Next 5 years data was reported at 29.240 Index Point in Apr 2025. This records a decrease from the previous number of 31.288 Index Point for Mar 2025. Chile Economic Outlook: Next 5 years data is updated monthly, averaging 32.075 Index Point from Mar 2002 (Median) to Apr 2025, with 278 observations. The data reached an all-time high of 51.436 Index Point in Dec 2017 and a record low of 17.720 Index Point in Oct 2022. Chile Economic Outlook: Next 5 years data remains active status in CEIC and is reported by Central Bank of Chile. The data is categorized under Global Database’s Chile – Table CL.S004: Economic Perception Index.
Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
License information was derived automatically
Saint Kitts and Nevis Google Search Trends: Economic Measures: Short-Time Working data was reported at 0.000 Score in 14 May 2025. This stayed constant from the previous number of 0.000 Score for 13 May 2025. Saint Kitts and Nevis Google Search Trends: Economic Measures: Short-Time Working data is updated daily, averaging 0.000 Score from Dec 2021 (Median) to 14 May 2025, with 1261 observations. The data reached an all-time high of 0.000 Score in 14 May 2025 and a record low of 0.000 Score in 14 May 2025. Saint Kitts and Nevis Google Search Trends: Economic Measures: Short-Time Working data remains active status in CEIC and is reported by Google Trends. The data is categorized under Global Database’s Saint Kitts and Nevis – Table KN.Google.GT: Google Search Trends: by Categories.
Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
License information was derived automatically
United States Google Search Trends: Economic Measures: Unemployment data was reported at 59.000 Score in 14 May 2025. This records a decrease from the previous number of 65.000 Score for 13 May 2025. United States Google Search Trends: Economic Measures: Unemployment data is updated daily, averaging 61.000 Score from Dec 2021 (Median) to 14 May 2025, with 1261 observations. The data reached an all-time high of 100.000 Score in 13 Jan 2025 and a record low of 0.000 Score in 18 Feb 2023. United States Google Search Trends: Economic Measures: Unemployment data remains active status in CEIC and is reported by Google Trends. The data is categorized under Global Database’s United States – Table US.Google.GT: Google Search Trends: by Categories.
Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
License information was derived automatically
Azerbaijan Google Search Trends: Economic Measures: Unemployment data was reported at 18.000 Score in 14 May 2025. This records an increase from the previous number of 16.000 Score for 13 May 2025. Azerbaijan Google Search Trends: Economic Measures: Unemployment data is updated daily, averaging 0.000 Score from Dec 2021 (Median) to 14 May 2025, with 1261 observations. The data reached an all-time high of 100.000 Score in 20 Feb 2023 and a record low of 0.000 Score in 02 May 2025. Azerbaijan Google Search Trends: Economic Measures: Unemployment data remains active status in CEIC and is reported by Google Trends. The data is categorized under Global Database’s Azerbaijan – Table AZ.Google.GT: Google Search Trends: by Categories.
Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
License information was derived automatically
Mexico Google Search Trends: Economic Measures: Unemployment data was reported at 2.000 Score in 14 May 2025. This records a decrease from the previous number of 3.000 Score for 13 May 2025. Mexico Google Search Trends: Economic Measures: Unemployment data is updated daily, averaging 2.000 Score from Dec 2021 (Median) to 14 May 2025, with 1261 observations. The data reached an all-time high of 64.000 Score in 21 Apr 2023 and a record low of 0.000 Score in 11 Jun 2023. Mexico Google Search Trends: Economic Measures: Unemployment data remains active status in CEIC and is reported by Google Trends. The data is categorized under Global Database’s Mexico – Table MX.Google.GT: Google Search Trends: by Categories.
Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
License information was derived automatically
Kyrgyzstan Google Search Trends: Economic Measures: Unemployment data was reported at 6.000 Score in 14 May 2025. This records an increase from the previous number of 4.000 Score for 13 May 2025. Kyrgyzstan Google Search Trends: Economic Measures: Unemployment data is updated daily, averaging 0.000 Score from Dec 2021 (Median) to 14 May 2025, with 1261 observations. The data reached an all-time high of 100.000 Score in 13 Jan 2025 and a record low of 0.000 Score in 11 May 2025. Kyrgyzstan Google Search Trends: Economic Measures: Unemployment data remains active status in CEIC and is reported by Google Trends. The data is categorized under Global Database’s Kyrgyzstan – Table KG.Google.GT: Google Search Trends: by Categories.
Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
License information was derived automatically
Norway Google Search Trends: Online Training: Coursera data was reported at 2.000 Score in 14 May 2025. This stayed constant from the previous number of 2.000 Score for 13 May 2025. Norway Google Search Trends: Online Training: Coursera data is updated daily, averaging 0.000 Score from Dec 2021 (Median) to 14 May 2025, with 1261 observations. The data reached an all-time high of 22.000 Score in 08 May 2022 and a record low of 0.000 Score in 02 May 2025. Norway Google Search Trends: Online Training: Coursera data remains active status in CEIC and is reported by Google Trends. The data is categorized under Global Database’s Norway – Table NO.Google.GT: Google Search Trends: by Categories.
Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
License information was derived automatically
United States Google Search Trends: Government Measures: Unemployment Benefits data was reported at 10.000 Score in 15 May 2025. This stayed constant from the previous number of 10.000 Score for 14 May 2025. United States Google Search Trends: Government Measures: Unemployment Benefits data is updated daily, averaging 11.000 Score from Dec 2021 (Median) to 15 May 2025, with 1262 observations. The data reached an all-time high of 90.000 Score in 09 Jan 2023 and a record low of 0.000 Score in 21 Apr 2023. United States Google Search Trends: Government Measures: Unemployment Benefits data remains active status in CEIC and is reported by Google Trends. The data is categorized under Global Database’s United States – Table US.Google.GT: Google Search Trends: by Categories.
Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
License information was derived automatically
United States Google Search Trends: Travel & Accommodations: Airbnb data was reported at 6.000 Score in 08 May 2025. This stayed constant from the previous number of 6.000 Score for 07 May 2025. United States Google Search Trends: Travel & Accommodations: Airbnb data is updated daily, averaging 3.000 Score from Dec 2021 (Median) to 08 May 2025, with 1255 observations. The data reached an all-time high of 8.000 Score in 23 Jul 2024 and a record low of 0.000 Score in 18 Feb 2023. United States Google Search Trends: Travel & Accommodations: Airbnb data remains active status in CEIC and is reported by Google Trends. The data is categorized under Global Database’s United States – Table US.Google.GT: Google Search Trends: by Categories.
Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
License information was derived automatically
United States Google Search Trends: Government Measures: Government Subsidy data was reported at 0.000 Score in 14 May 2025. This stayed constant from the previous number of 0.000 Score for 13 May 2025. United States Google Search Trends: Government Measures: Government Subsidy data is updated daily, averaging 0.000 Score from Dec 2021 (Median) to 14 May 2025, with 1261 observations. The data reached an all-time high of 0.000 Score in 14 May 2025 and a record low of 0.000 Score in 14 May 2025. United States Google Search Trends: Government Measures: Government Subsidy data remains active status in CEIC and is reported by Google Trends. The data is categorized under Global Database’s United States – Table US.Google.GT: Google Search Trends: by Categories.
Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
License information was derived automatically
Trinidad and Tobago Google Search Trends: Economic Measures: Bankruptcy data was reported at 1.000 Score in 15 May 2025. This records a decrease from the previous number of 2.000 Score for 14 May 2025. Trinidad and Tobago Google Search Trends: Economic Measures: Bankruptcy data is updated daily, averaging 0.000 Score from Dec 2021 (Median) to 15 May 2025, with 1262 observations. The data reached an all-time high of 59.000 Score in 15 Jul 2022 and a record low of 0.000 Score in 11 May 2025. Trinidad and Tobago Google Search Trends: Economic Measures: Bankruptcy data remains active status in CEIC and is reported by Google Trends. The data is categorized under Global Database’s Trinidad and Tobago – Table TT.Google.GT: Google Search Trends: by Categories.
Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
License information was derived automatically
United States CSI: Economic Outlook 12 Months data was reported at 123.000 1966=100 in Sep 2018. This records an increase from the previous number of 118.000 1966=100 for Aug 2018. United States CSI: Economic Outlook 12 Months data is updated monthly, averaging 105.000 1966=100 from Jan 1978 (Median) to Sep 2018, with 489 observations. The data reached an all-time high of 165.000 1966=100 in Jan 2000 and a record low of 31.000 1966=100 in Feb 2009. United States CSI: Economic Outlook 12 Months data remains active status in CEIC and is reported by University of Michigan. The data is categorized under Global Database’s United States – Table US.H025: Consumer Sentiment Index. The question was: Now turning to business conditions in the country as a whole -- do you think that during the next 12 months we'll have good times financially or bad times or what?