100+ datasets found
  1. Impact of inflation on economy in Norway 2024

    • statista.com
    Updated Nov 28, 2025
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    Statista (2025). Impact of inflation on economy in Norway 2024 [Dataset]. https://www.statista.com/statistics/1331663/impact-inflation-economy-norway/
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    Dataset updated
    Nov 28, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    Norway
    Description

    In the third quarter of 2024, half of Norwegian companies had problems with increasing purchase prices as a result of rising inflation seen around the world. Moreover, more than 40 percent faced problems due to an unstable economic framework. On the other hand, only 10 percent had issues with lack of credits or financing. As a consequence of the COVID-19 pandemic, as well as the Russian War in Ukraine that started in February 2022, inflation has been surging worldwide. For more information about inflation in the Nordic countries, please visit our dedicated topic page.

  2. The Impacts of Supply Chain Disruptions on Inflation

    • clevelandfed.org
    Updated May 10, 2023
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    Federal Reserve Bank of Cleveland (2023). The Impacts of Supply Chain Disruptions on Inflation [Dataset]. https://www.clevelandfed.org/publications/economic-commentary/2023/ec-202308-impacts-supply-chain-disruptions-on-inflation
    Explore at:
    Dataset updated
    May 10, 2023
    Dataset authored and provided by
    Federal Reserve Bank of Clevelandhttps://www.clevelandfed.org/
    Description

    Since early 2021, inflation has consistently exceeded the Federal Reserve’s target of 2 percent. Using a combination of data, economic theory, and narrative information around historical events, we empirically assess what has caused persistently elevated inflation. Our estimates suggest that both aggregate demand and supply factors, including supply chain disruptions, have contributed significantly to high inflation.

  3. Inflation impact Analysis

    • kaggle.com
    zip
    Updated Jan 7, 2025
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    vijay thurimella (2025). Inflation impact Analysis [Dataset]. https://www.kaggle.com/datasets/vijaythurimella/inflation-impact-analysis
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    zip(1476 bytes)Available download formats
    Dataset updated
    Jan 7, 2025
    Authors
    vijay thurimella
    License

    https://www.gnu.org/licenses/gpl-3.0.htmlhttps://www.gnu.org/licenses/gpl-3.0.html

    Description

    Inflation occurs when there is a sustained increase in the general price level of goods and services in an economy over time. It impacts various aspects of the economy, including purchasing power, consumer behaviour, savings, and investment. Moderate inflation is typically a sign of a healthy, growing economy, as it encourages spending and investment. However, high or unpredictable inflation can erode the value of money, disrupt financial planning, and lead to economic uncertainty.

    To analyze the impact of inflation, we need to compare it with other economic indicators. So, to analyze the impact of inflation on the economy, we will compare it with the exchange rates over time. This comparison is important because exchange rates are influenced by inflation differentials between countries, such that higher inflation in a country generally leads to a weaker currency relative to countries with lower inflation.

  4. Data from: The Long-Run Costs of Higher Inflation

    • clevelandfed.org
    Updated Oct 17, 2023
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    Federal Reserve Bank of Cleveland (2023). The Long-Run Costs of Higher Inflation [Dataset]. https://www.clevelandfed.org/publications/economic-commentary/2023/ec-202317-the-long-run-costs-of-higher-inflation
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    Dataset updated
    Oct 17, 2023
    Dataset authored and provided by
    Federal Reserve Bank of Clevelandhttps://www.clevelandfed.org/
    Description

    This Economic Commentary provides an overview of several frictions and the channels through which they affect economic welfare under elevated trend inflation above 2 percent. These frictions, associated with financial transactions, price and wage stickiness, and cognitive limitations, suggest that inflation imposes significant costs on society. Higher inflation may lead to a steeper Phillips curve, a situation which increases the volatility of inflation and interest rates.

  5. Global inflation rate from 2000 to 2030

    • statista.com
    • abripper.com
    Updated Nov 19, 2025
    + more versions
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    Statista (2025). Global inflation rate from 2000 to 2030 [Dataset]. https://www.statista.com/statistics/256598/global-inflation-rate-compared-to-previous-year/
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    Dataset updated
    Nov 19, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    Apr 2025
    Area covered
    Worldwide
    Description

    Inflation is generally defined as the continued increase in the average prices of goods and services in a given region. Following the extremely high global inflation experienced in the 1980s and 1990s, global inflation has been relatively stable since the turn of the millennium, usually hovering between three and five percent per year. There was a sharp increase in 2008 due to the global financial crisis now known as the Great Recession, but inflation was fairly stable throughout the 2010s, before the current inflation crisis began in 2021. Recent years Despite the economic impact of the coronavirus pandemic, the global inflation rate fell to 3.26 percent in the pandemic's first year, before rising to 4.66 percent in 2021. This increase came as the impact of supply chain delays began to take more of an effect on consumer prices, before the Russia-Ukraine war exacerbated this further. A series of compounding issues such as rising energy and food prices, fiscal instability in the wake of the pandemic, and consumer insecurity have created a new global recession, and global inflation in 2024 is estimated to have reached 5.76 percent. This is the highest annual increase in inflation since 1996. Venezuela Venezuela is the country with the highest individual inflation rate in the world, forecast at around 200 percent in 2022. While this is figure is over 100 times larger than the global average in most years, it actually marks a decrease in Venezuela's inflation rate, which had peaked at over 65,000 percent in 2018. Between 2016 and 2021, Venezuela experienced hyperinflation due to the government's excessive spending and printing of money in an attempt to curve its already-high inflation rate, and the wave of migrants that left the country resulted in one of the largest refugee crises in recent years. In addition to its economic problems, political instability and foreign sanctions pose further long-term problems for Venezuela. While hyperinflation may be coming to an end, it remains to be seen how much of an impact this will have on the economy, how living standards will change, and how many refugees may return in the coming years.

  6. Data from: Did Inflation Affect Households Differently? A Look at the...

    • clevelandfed.org
    Updated Jun 10, 2025
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    Federal Reserve Bank of Cleveland (2025). Did Inflation Affect Households Differently? A Look at the Postpandemic Inflation and Wage Growth Dynamics [Dataset]. https://www.clevelandfed.org/publications/economic-commentary/2025/ec-202511-did-inflation-affect-households-differently
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    Dataset updated
    Jun 10, 2025
    Dataset authored and provided by
    Federal Reserve Bank of Clevelandhttps://www.clevelandfed.org/
    Description

    We analyze the heterogeneous effects of postpandemic inflation and disinflation by inspecting inflation and wage growth experienced across quintiles of household income and wage distributions. We find that after inflation peaked in June 2022, households and workers in the bottom 40 percent of the income and wage distributions have consistently experienced both higher inflation and higher wage growth when compared to the middle 40 and top 20 percent of these distributions. Comparing the cumulated growth of both variables, we observe that the bottom and middle 40 percent reach the end of 2024 with 4.5 percentage points more of cumulated wage increase than inflation since January 2019, while the top 20 percent ended the same period with close to 3.5 percentage points of increase in their cumulated purchasing power. Replication materials for this Economic Commentary may be found at github.com/avdluduvice/LuduviceTruss-WilliamsWalker_InfWageGrowth .

  7. Impact of inflation on consumer spending worldwide 2023

    • statista.com
    Updated Oct 15, 2023
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    Statista (2023). Impact of inflation on consumer spending worldwide 2023 [Dataset]. https://www.statista.com/statistics/1440244/impact-of-inflation-on-spending-global/
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    Dataset updated
    Oct 15, 2023
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    2023
    Area covered
    Worldwide
    Description

    In case prices for goods and services go up significantly in 2023, over ** percent of consumers around the world said they would shop less in general and cut down on spending as a response. A fifth of survey respondents said they would look for and purchase cheaper and better value products. Less than **** percent of those surveyed worldwide believed inflation would be unlikely to impact their habits. What does inflation look like? The world entered a new inflation crisis in 2021, driven by a confluence of factors including the COVID-19 pandemic which restricted global supply chains, and the Russian-Ukraine war which exacerbated food and energy shortages. In 2022, global inflation hit **** percent, the highest annual increase in decades. The rate of inflation is estimated to remain high in the near future, at around *** percent in 2023 and *** percent in 2024. Inflation dominated the list of most important problems facing the world according to a survey conducted in October 2023 – leading ahead of poverty and social inequality, crime and violence, and unemployment. In a global consumer trends survey, the majority of respondents said that inflation impacted them completely or a lot – for instance, ***** in ** respondents in the United States admitted they had been seriously impacted. Inflation’s impact on the holidays The end-of-year holiday season is typically regarded as a period of increased retail spending, driven by a series of major shopping events such as Black Friday and Cyber Monday, as well as the public holidays Thanksgiving and Christmas. However, inflation has put a damper on the holiday cheer, with consumers expressing their intentions to cut back spending amid the cost-of-living crisis. In 2022, a significant share of consumers in Europe said they planned to cut at least some related expenses. In fact, ** percent of respondents in the United Kingdom planned to cut all expenses related to Black Friday and Christmas.

  8. T

    United States Inflation Rate

    • tradingeconomics.com
    • fa.tradingeconomics.com
    • +13more
    csv, excel, json, xml
    Updated Oct 24, 2025
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    TRADING ECONOMICS (2025). United States Inflation Rate [Dataset]. https://tradingeconomics.com/united-states/inflation-cpi
    Explore at:
    json, excel, xml, csvAvailable download formats
    Dataset updated
    Oct 24, 2025
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Dec 31, 1914 - Sep 30, 2025
    Area covered
    United States
    Description

    Inflation Rate in the United States increased to 3 percent in September from 2.90 percent in August of 2025. This dataset provides - United States Inflation Rate - actual values, historical data, forecast, chart, statistics, economic calendar and news.

  9. Global Inflation rate (1960-present)

    • kaggle.com
    zip
    Updated Feb 4, 2025
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    Frederick Salazar Sanchez (2025). Global Inflation rate (1960-present) [Dataset]. https://www.kaggle.com/datasets/fredericksalazar/global-inflation-rate-1960-present
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    zip(169451 bytes)Available download formats
    Dataset updated
    Feb 4, 2025
    Authors
    Frederick Salazar Sanchez
    License

    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

    Description

    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.

  10. i

    Inflation and the Nation: A Global Recession’s Potential Effects on the...

    • ibisworld.com
    Updated Oct 19, 2022
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    IBISWorld (2022). Inflation and the Nation: A Global Recession’s Potential Effects on the Australian Economy [Dataset]. https://www.ibisworld.com/blog/inflation-global-recession/61/1131/
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    Dataset updated
    Oct 19, 2022
    Dataset authored and provided by
    IBISWorld
    Time period covered
    Oct 19, 2022
    Area covered
    Australia
    Description

    IBISWorld examines the potentially significant effects of a global recession on domestic industries, businesses and consumers.

  11. Data from: Understanding Post-Pandemic Surprises in Inflation and the Labor...

    • clevelandfed.org
    Updated Jun 18, 2024
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    Federal Reserve Bank of Cleveland (2024). Understanding Post-Pandemic Surprises in Inflation and the Labor Market [Dataset]. https://www.clevelandfed.org/publications/economic-commentary/2024/ec-202411-understanding-postpandemic-surprises
    Explore at:
    Dataset updated
    Jun 18, 2024
    Dataset authored and provided by
    Federal Reserve Bank of Clevelandhttps://www.clevelandfed.org/
    Description

    Since the COVID-19 pandemic, the United States has experienced sharply rising then falling inflation alongside persistent labor market imbalances. This Economic Commentary interprets these macroeconomic dynamics, as represented by the Beveridge and Phillips curves, through the lens of a macroeconomic model. It uses the structure of the model to rationalize the debate about whether the US economy can expect a hard or soft landing. The model is surprised by the resiliency of the labor market as the US economy experienced disinflation. We suggest that the model’s limited ability to capture this resiliency is a feature of using a linear model to forecast the historically unprecedented movements seen after the pandemic among inflation, unemployment, and vacancy rates. We explain how, by adjusting the model to mimic congestion in a tight labor market and greater wage and price flexibility in a high-inflation environment, as during the post-pandemic period, the model can then capture what has been a path consistent with a soft landing.

  12. Federal Reserve Interest Rates, 1954-Present

    • kaggle.com
    zip
    Updated Mar 16, 2017
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    Federal Reserve (2017). Federal Reserve Interest Rates, 1954-Present [Dataset]. https://www.kaggle.com/federalreserve/interest-rates
    Explore at:
    zip(7069 bytes)Available download formats
    Dataset updated
    Mar 16, 2017
    Dataset provided by
    Federal Reserve Systemhttp://www.federalreserve.gov/
    Authors
    Federal Reserve
    License

    https://creativecommons.org/publicdomain/zero/1.0/https://creativecommons.org/publicdomain/zero/1.0/

    Description

    Context

    The Federal Reserve sets interest rates to promote conditions that achieve the mandate set by the Congress — high employment, low and stable inflation, sustainable economic growth, and moderate long-term interest rates. Interest rates set by the Fed directly influence the cost of borrowing money. Lower interest rates encourage more people to obtain a mortgage for a new home or to borrow money for an automobile or for home improvement. Lower rates encourage businesses to borrow funds to invest in expansion such as purchasing new equipment, updating plants, or hiring more workers. Higher interest rates restrain such borrowing by consumers and businesses.

    Content

    This dataset includes data on the economic conditions in the United States on a monthly basis since 1954. The federal funds rate is the interest rate at which depository institutions trade federal funds (balances held at Federal Reserve Banks) with each other overnight. The rate that the borrowing institution pays to the lending institution is determined between the two banks; the weighted average rate for all of these types of negotiations is called the effective federal funds rate. The effective federal funds rate is determined by the market but is influenced by the Federal Reserve through open market operations to reach the federal funds rate target. The Federal Open Market Committee (FOMC) meets eight times a year to determine the federal funds target rate; the target rate transitioned to a target range with an upper and lower limit in December 2008. The real gross domestic product is calculated as the seasonally adjusted quarterly rate of change in the gross domestic product based on chained 2009 dollars. The unemployment rate represents the number of unemployed as a seasonally adjusted percentage of the labor force. The inflation rate reflects the monthly change in the Consumer Price Index of products excluding food and energy.

    Acknowledgements

    The interest rate data was published by the Federal Reserve Bank of St. Louis' economic data portal. The gross domestic product data was provided by the US Bureau of Economic Analysis; the unemployment and consumer price index data was provided by the US Bureau of Labor Statistics.

    Inspiration

    How does economic growth, unemployment, and inflation impact the Federal Reserve's interest rates decisions? How has the interest rate policy changed over time? Can you predict the Federal Reserve's next decision? Will the target range set in March 2017 be increased, decreased, or remain the same?

  13. 3

    Worldwide Inflation rate from 1980 to 2029, by countries

    • 360analytika.com
    xlsx
    Updated Jun 6, 2025
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    360 Analytika (2025). Worldwide Inflation rate from 1980 to 2029, by countries [Dataset]. https://360analytika.com/worldwide-inflation-rate-by-countries/
    Explore at:
    xlsxAvailable download formats
    Dataset updated
    Jun 6, 2025
    Dataset authored and provided by
    360 Analytika
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Area covered
    World
    Description

    The rate at which prices for goods and services are generally rising and, as a result, currency's purchasing power is declining is known as inflation. Central banks attempt to limit inflation—and avoid deflation—in order to keep the economy running smoothly. Each unit of currency may purchase fewer products and services as prices rise. This results in a reduction in the actual value of money, a process that impacts every level of the economy, from consumers to governments. The percentage change in the cost of a basket of goods and services over a certain time period, often a year, is measured by the inflation rate. It’s a key metric for assessing the health of an economy, showing how much more expensive everyday goods and services have become. The change in the average price level of a basket of goods and services over a year is represented by the inflation rate average consumer prices (annual per cent change). It’s calculated by taking the average of prices across all months of a given year compared to the previous year. This metric is determined by averaging monthly price data and comparing it to the average of the previous year. It provides a broader view of inflation trends across a longer time frame, smoothing out any short-term volatility. The Inflation rate, end of period consumer prices (annual per cent change) reflects the price level change from the end of one period (typically December) to the end of the next period (the following December). Instead of taking an average, this rate focuses on the price level at a specific point in time, providing a snapshot of inflation. It’s calculated by comparing the Consumer Price Index (CPI) of the final month of the year with the CPI of the last month of the previous year.

  14. T

    United States Core Inflation Rate

    • tradingeconomics.com
    • id.tradingeconomics.com
    • +13more
    csv, excel, json, xml
    Updated Oct 24, 2025
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    TRADING ECONOMICS (2025). United States Core Inflation Rate [Dataset]. https://tradingeconomics.com/united-states/core-inflation-rate
    Explore at:
    excel, csv, json, xmlAvailable download formats
    Dataset updated
    Oct 24, 2025
    Dataset authored and provided by
    TRADING ECONOMICS
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Time period covered
    Feb 28, 1957 - Sep 30, 2025
    Area covered
    United States
    Description

    Core consumer prices in the United States increased 3 percent in September of 2025 over the same month in the previous year. This dataset provides - United States Core Inflation Rate - actual values, historical data, forecast, chart, statistics, economic calendar and news.

  15. Inflation rate and central bank interest rate 2025, by selected countries

    • statista.com
    Updated Nov 19, 2025
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    Statista (2025). Inflation rate and central bank interest rate 2025, by selected countries [Dataset]. https://www.statista.com/statistics/1317878/inflation-rate-interest-rate-by-country/
    Explore at:
    Dataset updated
    Nov 19, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    Sep 2025
    Area covered
    Worldwide
    Description

    In September 2025, global inflation rates and central bank interest rates showed significant variation across major economies. Most economies initiated interest rate cuts from mid-2024 due to declining inflationary pressures. The U.S., UK, and EU central banks followed a consistent pattern of regular rate reductions throughout late 2024. In September 2025, Russia maintained the highest interest rate at 17 percent, while Japan retained the lowest at 0.5 percent. Varied inflation rates across major economies The inflation landscape varies considerably among major economies. China had the lowest inflation rate at -0.3 percent in September 2025. In contrast, Russia maintained a high inflation rate of 8 percent. These figures align with broader trends observed in early 2025, where China had the lowest inflation rate among major developed and emerging economies, while Russia's rate remained the highest. Central bank responses and economic indicators Central banks globally implemented aggressive rate hikes throughout 2022-23 to combat inflation. The European Central Bank exemplified this trend, raising rates from 0 percent in January 2022 to 4.5 percent by September 2023. A coordinated shift among major central banks began in mid-2024, with the ECB, Bank of England, and Federal Reserve initiating rate cuts, with forecasts suggesting further cuts through 2025 and 2026.

  16. Global Inflation Dataset - (1970~2022)

    • kaggle.com
    zip
    Updated Feb 21, 2023
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    Belayet HossainDS (2023). Global Inflation Dataset - (1970~2022) [Dataset]. https://www.kaggle.com/datasets/belayethossainds/global-inflation-dataset-212-country-19702022/versions/1
    Explore at:
    zip(80411 bytes)Available download formats
    Dataset updated
    Feb 21, 2023
    Authors
    Belayet HossainDS
    Description

    About Dataset

    https://www.tbsnews.net/sites/default/files/styles/big_2/public/images/2021/03/12/inflation_1.jpg" alt="Inflation hits nine-year high in June | undefined">###

    Global Energy, Food, Consumer, and Producer Price Inflation: A Comprehensive Dataset for Understanding Economic Trends

    Key Concepts:

    1. Energy Consumer Price Inflation data.
    2. Food Consumer Price Inflation data.
    3. Headline Consumer Price Inflation data.
    4. Official Core Consumer Price Inflation data.
    5. Producer Price Inflation data.
    6. 206 Countries name, Country code and IMF code.
    7. 52 Years data from 1970 to 2022.

    The global economy is highly complex, and understanding economic trends and patterns is crucial for making informed decisions about investments, policies, and more. One key factor that impacts the economy is inflation, which refers to the rate at which prices increase over time. The Global Energy, Food, Consumer, and Producer Price Inflation dataset provides a comprehensive collection of inflation rates across 206 countries from 1970 to 2022, covering four critical sectors of the economy.

    Finally, the Global Producer Price Inflation dataset provides a detailed look at price changes at the producer level, providing insights into supply chain dynamics and trends. This data can be used to make informed decisions about investments in various sectors of the economy and to develop effective policies to manage producer price inflation.

    In conclusion, the Global Energy, Food, Consumer, and Producer Price Inflation dataset provides a comprehensive resource for understanding economic trends and patterns across 206 countries. By examining this data, analysts can gain insights into the complex factors that impact the economy and make informed decisions about investments, policies, and more.

    Potential User:
    1. Economists and economic researchers
    2. Policy makers and government officials
    3. Investors and financial analysts
    4. Agricultural researchers and policymakers
    5. Energy analysts and policy makers
    6. Food industry professionals
    7. Business leaders and decision makers
    8. Academics and students in economics, finance, and related fields
    
    Acknowledgements:

    The data were collected from the official website of worldbank.org

  17. F

    Inflation, consumer prices for the United States

    • fred.stlouisfed.org
    json
    Updated Apr 16, 2025
    + more versions
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    (2025). Inflation, consumer prices for the United States [Dataset]. https://fred.stlouisfed.org/series/FPCPITOTLZGUSA
    Explore at:
    jsonAvailable download formats
    Dataset updated
    Apr 16, 2025
    License

    https://fred.stlouisfed.org/legal/#copyright-public-domainhttps://fred.stlouisfed.org/legal/#copyright-public-domain

    Area covered
    United States
    Description

    Graph and download economic data for Inflation, consumer prices for the United States (FPCPITOTLZGUSA) from 1960 to 2024 about consumer, CPI, inflation, price index, indexes, price, and USA.

  18. US Financial Indicators - 1974 to 2024

    • kaggle.com
    zip
    Updated Nov 25, 2024
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    Abhishek Bhatnagar (2024). US Financial Indicators - 1974 to 2024 [Dataset]. https://www.kaggle.com/datasets/abhishekb7/us-financial-indicators-1974-to-2024
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    zip(15336 bytes)Available download formats
    Dataset updated
    Nov 25, 2024
    Authors
    Abhishek Bhatnagar
    License

    https://creativecommons.org/publicdomain/zero/1.0/https://creativecommons.org/publicdomain/zero/1.0/

    Area covered
    United States
    Description

    U.S. Economic and Financial Dataset

    Dataset Description

    This dataset combines historical U.S. economic and financial indicators, spanning the last 50 years, to facilitate time series analysis and uncover patterns in macroeconomic trends. It is designed for exploring relationships between interest rates, inflation, economic growth, stock market performance, and industrial production.

    Key Features

    • Frequency: Monthly
    • Time Period: Last 50 years from Nov-24
    • Sources:
      • Federal Reserve Economic Data (FRED)
      • Yahoo Finance

    Dataset Feature Description

    1. Interest Rate (Interest_Rate):

      • The effective federal funds rate, representing the interest rate at which depository institutions trade federal funds overnight.
    2. Inflation (Inflation):

      • The Consumer Price Index for All Urban Consumers, an indicator of inflation trends.
    3. GDP (GDP):

      • Real GDP measures the inflation-adjusted value of goods and services produced in the U.S.
    4. Unemployment Rate (Unemployment):

      • The percentage of the labor force that is unemployed and actively seeking work.
    5. Stock Market Performance (S&P500):

      • Monthly average of the adjusted close price, representing stock market trends.
    6. Industrial Production (Ind_Prod):

      • A measure of real output in the industrial sector, including manufacturing, mining, and utilities.

    Dataset Statistics

    1. Total Entries: 599
    2. Columns: 6
    3. Memory usage: 37.54 kB
    4. Data types: float64

    Feature Overview

    • Columns:
      • Interest_Rate: Monthly Federal Funds Rate (%)
      • Inflation: CPI (All Urban Consumers, Index)
      • GDP: Real GDP (Billions of Chained 2012 Dollars)
      • Unemployment: Unemployment Rate (%)
      • Ind_Prod: Industrial Production Index (2017=100)
      • S&P500: Monthly Average of S&P 500 Adjusted Close Prices

    Executive Summary

    This project explores the interconnected dynamics of key macroeconomic indicators and financial market trends over the past 50 years, leveraging data from the Federal Reserve Economic Data (FRED) and Yahoo Finance. The dataset integrates critical variables such as the Federal Funds Rate, Inflation (CPI), Real GDP, Unemployment Rate, Industrial Production, and the S&P 500 Index, providing a holistic view of the U.S. economy and financial markets.

    The analysis focuses on uncovering relationships between these variables through time-series visualization, correlation analysis, and trend decomposition. Key findings are included in the Insights section. This project serves as a robust resource for understanding long-term economic trends, policy impacts, and market behavior. It is particularly valuable for students, researchers, policymakers, and financial analysts seeking to connect macroeconomic theory with real-world data.

    Potential Use Cases

    • Economic Analysis: Examine relationships between interest rates, inflation, GDP, and unemployment.
    • Stock Market Prediction: Study how macroeconomic indicators influence stock market trends.
    • Time Series Modeling: Perform ARIMA, VAR, or other models to forecast economic trends.
    • Cyclic Pattern Analysis: Identify how economic shocks and recoveries impact key indicators.

    Snap of Power Analysis

    imagehttps://github.com/user-attachments/assets/1b40e0ca-7d2e-4fbc-8cfd-df3f09e4fdb8">

    To ensure sufficient power, the dataset covers last 50 years of monthly data i.e., around 600 entries.

    Key Insights derived through EDA, time-series visualization, correlation analysis, and trend decomposition

    • Interest Rate and Inflation Dynamics: The interest Rate and inflation exhibit an inverse relationship, especially during periods of aggressive monetary tightening by the Federal Reserve.
    • Economic Growth and Market Performance: GDP growth and the S&P 500 Index show a positive correlation, reflecting how market performance often aligns with overall economic health.
    • Labor Market and Industrial Output: Unemployment and industrial production demonstrate a strong inverse relationship. Higher industrial output is typically associated with lower unemployment
    • Market Behavior During Economic Shocks: The S&P 500 experienced sharp declines during significant crises, such as the 2008 financial crash and the COVID-19 pandemic in 2020. These events also triggered increased unemployment and contractions in GDP, highlighting the interplay between markets and the broader economy.
    • Correlation Highlights: S&P 500 and GDP have a strong positive correlation. Interest rates negatively correlate with GDP and inflation, reflecting monetary policy impacts. Unemployment is negatively correlated with industrial production but positively correlated with interest rates.

    Link to GitHub Repo

    https:/...

  19. k

    Data from: Recent Appreciation in the U.S. Dollar Unlikely to Have Large...

    • kansascityfed.org
    pdf
    Updated Aug 24, 2022
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    (2022). Recent Appreciation in the U.S. Dollar Unlikely to Have Large Effect on Domestic Inflation [Dataset]. https://www.kansascityfed.org/research/economic-bulletin/recent-appreciation-in-the-us-dollar-unlikely-to-have-large-effect-on-domestic-inflation/
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    pdfAvailable download formats
    Dataset updated
    Aug 24, 2022
    Description

    The U.S. dollar has appreciated more than 8.5 percent since May 2021, raising questions about potential effects on domestic inflation. If imports are billed in foreign currencies, then a strong dollar could reduce import prices and therefore domestic inflation. However, U.S. imports are almost entirely invoiced in U.S. dollars, dampening this effect. We find that the recent appreciation in the U.S. dollar has a negligible effect on domestic inflation as measured by the core price index for personal consumption expenditures.

  20. Inflation 101: Why Should You Care about Inflation?

    • clevelandfed.org
    Updated May 11, 2020
    + more versions
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    Federal Reserve Bank of Cleveland (2020). Inflation 101: Why Should You Care about Inflation? [Dataset]. https://www.clevelandfed.org/center-for-inflation-research/inflation-101/why-should-you-care-start
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    Dataset updated
    May 11, 2020
    Dataset authored and provided by
    Federal Reserve Bank of Clevelandhttps://www.clevelandfed.org/
    Description

    We provide explanations of basic and fundamental concepts on the definition of inflation, measurement of inflation, costs of inflation, the importance of measuring and controlling inflation, the role of the Federal Reserve in inflation, and other concepts such as price indexes, hyperinflation, trend and underlying inflation, measures of inflation like CPI, core CPI, median CPI, trimmed-mean CPI, PCE, core PCE, and trimmed-mean PCE.

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Statista (2025). Impact of inflation on economy in Norway 2024 [Dataset]. https://www.statista.com/statistics/1331663/impact-inflation-economy-norway/
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Impact of inflation on economy in Norway 2024

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Dataset updated
Nov 28, 2025
Dataset authored and provided by
Statistahttp://statista.com/
Area covered
Norway
Description

In the third quarter of 2024, half of Norwegian companies had problems with increasing purchase prices as a result of rising inflation seen around the world. Moreover, more than 40 percent faced problems due to an unstable economic framework. On the other hand, only 10 percent had issues with lack of credits or financing. As a consequence of the COVID-19 pandemic, as well as the Russian War in Ukraine that started in February 2022, inflation has been surging worldwide. For more information about inflation in the Nordic countries, please visit our dedicated topic page.

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