18 datasets found
  1. Opinion of U.S. adults on Biden's responsibility for inflation rate 2022

    • statista.com
    Updated Jul 9, 2022
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    Statista (2022). Opinion of U.S. adults on Biden's responsibility for inflation rate 2022 [Dataset]. https://www.statista.com/statistics/1307099/biden-perceived-responsibility-inflation-rate-us/
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    Dataset updated
    Jul 9, 2022
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    Jul 9, 2022 - Jul 11, 2022
    Area covered
    United States
    Description

    According to a survey conducted between July 9 and July 11, 2022, ** percent of Americans thought that Joe Biden was highly responsible for the current trend in the inflation rate. This is compared to ** percent of Americans who said President Biden did not have a lot of responsibility for the current inflation rate.

    Inflation in the U.S. Global events in 2022 had a significant impact on the United States. Inflation rose from *** percent in January 2021 to *** percent in June 2022. Significantly higher prices of basic goods led to increased concern over the state of the economy, and the ability to cover increasing monthly costs with the same income. Low interest rates, COVID-19-related supply constraints, corporate profiteering, and strong consumer spending had already put pressure on prices before Russia’s invasion of Ukraine in February 2022. Despite rising wages on paper, the rapid growth of consumer prices resulted in an overall decline in real hourly earnings in the first half of 2022.

    How much control does Joe Biden have over inflation? The bulk of economic performance and the inflation rate is determined by factors outside the President’s direct control, but U.S. presidents are often held accountable for it. Some of those factors are market forces, private business, productivity growth, the state of the global economy, and policies of the Federal Reserve. Although high-spending decisions such as the 2021 COVID-19 relief bill may have contributed to rising inflation rates, the bill has been seen by economists as a necessary intervention for preventing a recession at the time, as well as being of significant importance to low-income workers impacted by the pandemic.

    The most important tool for curbing inflation and controlling the U.S. economy is the Federal Reserve. The Reserve has the ability to set, raise, and lower interest rates and determine the wider monetary policy for the United States – something out of the president’s control. In June 2022, the Reserve announced it would raise interest rates **** percent for the second time that year – hoisting the rate to a target range of **** to *** percent – in an attempt to slow consumer demand and balance demand with supply. However, it can often take time before the impacts of interventions by the Federal Reserve are seen in the public’s day-to-day lives. Most economists expect this wave of inflation to pass in a year to 18 months.

  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
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    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. T

    Venezuela Inflation Rate

    • tradingeconomics.com
    • fr.tradingeconomics.com
    • +13more
    csv, excel, json, xml
    Updated Feb 12, 2013
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    TRADING ECONOMICS (2013). Venezuela Inflation Rate [Dataset]. https://tradingeconomics.com/venezuela/inflation-cpi
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    csv, json, xml, excelAvailable download formats
    Dataset updated
    Feb 12, 2013
    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
    Jan 31, 1973 - Apr 30, 2025
    Area covered
    Venezuela
    Description

    Inflation Rate in Venezuela increased to 172 percent in April from 136 percent in March of 2025. This dataset provides - Venezuela Inflation Rate - actual values, historical data, forecast, chart, statistics, economic calendar and news.

  4. Inflation rate in China 2014-2030

    • statista.com
    • abripper.com
    Updated Oct 30, 2025
    + more versions
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    Statista (2025). Inflation rate in China 2014-2030 [Dataset]. https://www.statista.com/statistics/270338/inflation-rate-in-china/
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    Dataset updated
    Oct 30, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    China
    Description

    In 2024, the average annual inflation rate in China ranged at around 0.2 percent compared to the previous year. For 2025, projections by the IMF expect nearly no inflation. The monthly inflation rate in China dropped to negative values in the first quarter of 2025. Calculation of inflation The inflation rate is calculated based on the Consumer Price Index (CPI) for China. The CPI is computed using a product basket that contains a predefined range of products and services on which the average consumer spends money throughout the year. Included are expenses for groceries, clothes, rent, power, telecommunications, recreational activities, and raw materials (e.g. gas, oil), as well as federal fees and taxes. The product basked is adjusted every five years to reflect changes in consumer preference and has been updated in 2020 for the last time. The inflation rate is then calculated using changes in the CPI. As the inflation of a country is seen as a key economic indicator, it is frequently used for international comparison. China's inflation in comparison Among the main industrialized and emerging economies worldwide, China displayed comparatively low inflation in 2023 and 2024. In previous years, China's inflation ranged marginally above the inflation rates of established industrialized powerhouses such as the United States or the European Union. However, this changed in 2021, as inflation rates in developed countries rose quickly, while prices in China only increased moderately. According to IMF estimates for 2024, Zimbabwe was expected to be the country with the highest inflation rate, with a consumer price increase of about 561 percent compared to 2023. In 2023, Turkmenistan had the lowest price increase worldwide with prices actually decreasing by about 1.7 percent.

  5. T

    United States Food Inflation

    • tradingeconomics.com
    • tr.tradingeconomics.com
    • +13more
    csv, excel, json, xml
    Updated Sep 15, 2025
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    TRADING ECONOMICS (2025). United States Food Inflation [Dataset]. https://tradingeconomics.com/united-states/food-inflation
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    csv, excel, json, xmlAvailable download formats
    Dataset updated
    Sep 15, 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
    Jan 31, 1914 - Sep 30, 2025
    Area covered
    United States
    Description

    Cost of food in the United States increased 3.10 percent in September of 2025 over the same month in the previous year. This dataset provides the latest reported value for - United States Food Inflation - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

  6. Average weekly earning growth in the UK compared with inflation 2015-2025

    • statista.com
    Updated Jan 15, 2015
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    Statista (2015). Average weekly earning growth in the UK compared with inflation 2015-2025 [Dataset]. https://www.statista.com/statistics/1272447/uk-wage-growth-vs-inflation/
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    Dataset updated
    Jan 15, 2015
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    Jan 2015 - Sep 2025
    Area covered
    United Kingdom
    Description

    In the three months to August 2025, average weekly earnings in the United Kingdom grew by 4.7 percent. In the same month, the inflation rate for the Consumer Price Index was 3.8 percent, indicating that wages were rising faster than prices that month. Average salaries in the UK In 2024, the average salary for full-time workers in the UK was 37,430 British pounds a year, up from 34,963 in the previous year. In London, the average annual salary was far higher than the rest of the country, at 47,455 pounds per year, compared with just 32,960 in North East England. There also still exists a noticeable gender pay gap in the UK, which was seven percent for full-time workers in 2024, down from 7.5 percent in 2023. Lastly, the monthly earnings of the top one percent in the UK was 15,887 pounds as of November 2024, far higher than even that of the average for the top five percent, who earned 7,641 pounds per month, while pay for the lowest 10 percent of earners was just 805 pounds per month. Waves of industrial action in the UK One of the main consequences of high inflation and low wage growth throughout 2022 and 2023 was an increase in industrial action in the UK. In December 2022, for example, there were approximately 830,000 working days lost due to labor disputes. Throughout this month, workers across various industry sectors were involved in industrial disputes, such as nurses, train drivers, and driving instructors. Many of the workers who took part in strikes were part of the UK's public sector, which saw far weaker wage growth than that of the private sector throughout 2022. Widespread industrial action continued into 2023, with approximately 303,000 workers involved in industrial disputes in March 2023. There was far less industrial action by 2024, however, due to settlements in many of the disputes, although some are ongoing as of 2025.

  7. T

    Nigeria Inflation Rate

    • tradingeconomics.com
    • de.tradingeconomics.com
    • +13more
    csv, excel, json, xml
    Updated Sep 15, 2025
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    TRADING ECONOMICS (2025). Nigeria Inflation Rate [Dataset]. https://tradingeconomics.com/nigeria/inflation-cpi
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    xml, excel, json, csvAvailable download formats
    Dataset updated
    Sep 15, 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
    Jan 31, 1996 - Oct 31, 2025
    Area covered
    Nigeria
    Description

    Inflation Rate in Nigeria decreased to 16.05 percent in October from 18.02 percent in September of 2025. This dataset provides - Nigeria Inflation Rate - actual values, historical data, forecast, chart, statistics, economic calendar and news.

  8. f

    Collocational strength of government.

    • plos.figshare.com
    xls
    Updated Jul 26, 2023
    + more versions
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    Dan Heaton; Elena Nichele; Jeremie Clos; Joel E. Fischer (2023). Collocational strength of government. [Dataset]. http://doi.org/10.1371/journal.pone.0288662.t004
    Explore at:
    xlsAvailable download formats
    Dataset updated
    Jul 26, 2023
    Dataset provided by
    PLOS ONE
    Authors
    Dan Heaton; Elena Nichele; Jeremie Clos; Joel E. Fischer
    License

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

    Description

    In August 2020, the UK government and regulation body Ofqual replaced school examinations with automatically computed A Level grades in England and Wales. This algorithm factored in school attainment in each subject over the previous three years. Government officials initially stated that the algorithm was used to combat grade inflation. After public outcry, teacher assessment grades used instead. Views concerning who was to blame for this scandal were expressed on the social media website Twitter. While previous work used NLP-based opinion mining computational linguistic tools to analyse this discourse, shortcomings included accuracy issues, difficulties in interpretation and limited conclusions on who authors blamed. Thus, we chose to complement this research by analysing 18,239 tweets relating to the A Level algorithm using Corpus Linguistics (CL) and Critical Discourse Analysis (CDA), underpinned by social actor representation. We examined how blame was attributed to different entities who were presented as social actors or having social agency. Through analysing transitivity in this discourse, we found the algorithm itself, the UK government and Ofqual were all implicated as potentially responsible as social actors through active agency, agency metaphor possession and instances of passive constructions. According to our results, students were found to have limited blame through the same analysis. We discuss how this builds upon existing research where the algorithm is implicated and how such a wide range of constructions obscure blame. Methodologically, we demonstrated that CL and CDA complement existing NLP-based computational linguistic tools in researching the 2020 A Level algorithm; however, there is further scope for how these approaches can be used in an iterative manner.

  9. George Washington University Poll: October 2004 [Roper #31109918]

    • ropercenter.cornell.edu
    Updated Nov 1, 2004
    + more versions
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    Roper Center for Public Opinion Research (2004). George Washington University Poll: October 2004 [Roper #31109918] [Dataset]. http://doi.org/10.25940/ROPER-31109918
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    Dataset updated
    Nov 1, 2004
    Dataset provided by
    Roper Center for Public Opinion Researchhttps://ropercenter.cornell.edu/
    License

    https://ropercenter.cornell.edu/roper-center-data-archive-terms-and-conditionshttps://ropercenter.cornell.edu/roper-center-data-archive-terms-and-conditions

    Time period covered
    Oct 27, 2004 - Oct 31, 2004
    Area covered
    United States
    Measurement technique
    Survey sample: National likely voters. Survey based on 1000 telephone interviews.
    Dataset funded by
    George Washington University
    Description

    Public opinion poll on: Congress; Economics; Elections; Ideology; Information; Middle East; Mood; Notable People; Political Partisanship; Presidency; Presidential Approval; Problems; Ratings; Religion; Terrorism; Values; Veterans; Vote for President; War.

  10. D

    Treasury Inflation-Protected Securities Market Research Report 2033

    • dataintelo.com
    csv, pdf, pptx
    Updated Sep 30, 2025
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    Dataintelo (2025). Treasury Inflation-Protected Securities Market Research Report 2033 [Dataset]. https://dataintelo.com/report/treasury-inflation-protected-securities-market
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    pptx, pdf, csvAvailable download formats
    Dataset updated
    Sep 30, 2025
    Dataset authored and provided by
    Dataintelo
    License

    https://dataintelo.com/privacy-and-policyhttps://dataintelo.com/privacy-and-policy

    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Treasury Inflation-Protected Securities (TIPS) Market Outlook



    According to our latest research, the global Treasury Inflation-Protected Securities (TIPS) market size reached USD 1.85 trillion in 2024, with a robust year-over-year growth rate driven by heightened investor focus on inflation risk management. The market is projected to expand at a CAGR of 6.2% from 2025 to 2033, reaching an estimated value of USD 3.17 trillion by the end of the forecast period. This impressive trajectory is supported by persistent inflationary pressures, increased demand for inflation-hedged instruments, and growing institutional participation, as per our comprehensive 2025 industry analysis.




    The primary growth driver for the TIPS market is the global economic environment characterized by recurrent inflationary cycles and macroeconomic uncertainties. As central banks in major economies continue to adjust monetary policies in response to inflation, investors are increasingly seeking assets that offer real returns and preserve purchasing power. TIPS are uniquely structured to provide a hedge against inflation, as their principal and interest payments are directly linked to the Consumer Price Index (CPI). This feature has amplified their attractiveness to both institutional and retail investors, especially during periods of rising inflation expectations. Moreover, the growing sophistication among investors and the availability of more transparent information about inflation-protected securities are further catalyzing market adoption.




    Another significant growth factor is the evolving regulatory and investment landscape. Pension funds, sovereign wealth funds, and insurance companies are mandated or incentivized to allocate a portion of their portfolios to inflation-hedged assets, including TIPS. The increasing integration of environmental, social, and governance (ESG) criteria is also indirectly benefiting the market, as TIPS are perceived as lower-risk, government-backed securities that align with responsible investment principles. Additionally, technological advancements and the proliferation of digital trading platforms have democratized access to TIPS, enabling a broader spectrum of investors to participate in this market. These trends are expected to sustain strong demand and deepen market liquidity in the coming years.




    Demographic shifts and long-term financial planning needs are further fueling demand for TIPS. An aging global population is prompting greater emphasis on retirement planning, with retirees and pre-retirees seeking stable, inflation-protected income streams. TIPS are increasingly incorporated into target-date funds, retirement portfolios, and annuity products, enhancing their relevance across various life stages. Furthermore, heightened awareness of inflation risk, especially in the wake of recent economic shocks and supply chain disruptions, is spurring proactive portfolio diversification strategies among both retail and institutional investors. This sustained interest is anticipated to underpin the market’s expansion over the forecast horizon.




    Regionally, North America continues to dominate the TIPS market, accounting for the majority of global issuance and trading activity. The United States Treasury remains the largest issuer of TIPS, with strong participation from domestic and international investors. Europe and Asia Pacific are witnessing accelerating growth, driven by rising inflation concerns and the gradual introduction of inflation-linked securities in these regions. Latin America and the Middle East & Africa, while smaller in market share, are experiencing increased adoption as part of broader efforts to diversify sovereign debt portfolios and enhance financial system resilience. This regional diversification is contributing to the overall stability and growth of the global TIPS market.



    Type Analysis



    The TIPS market is segmented by type into Short-Term TIPS, Medium-Term TIPS, and Long-Term TIPS. Short-Term TIPS, typically with maturities of 1 to 5 years, are favored by investors seeking lower duration risk and higher liquidity. These securities are particularly attractive during periods of heightened interest rate volatility, as they offer more frequent opportunities for reinvestment and capital preservation. Institutional investors such as money market funds and

  11. CPI in the UK 2000-2025

    • statista.com
    Updated Nov 28, 2025
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    Statista (2025). CPI in the UK 2000-2025 [Dataset]. https://www.statista.com/statistics/306631/consumer-price-index-cpi-united-kingdom/
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    Dataset updated
    Nov 28, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    United Kingdom
    Description

    The Consumer Price Index of the United Kingdom was 139.2 in the third quarter of 2025, indicating that consumer prices have increased by 39.2 percent when compared with the first quarter of 2015. As of September 2025, the inflation rate for the CPI was 3.8 percent, an uptick from the start of 2025, when prices were rising by three percent. A long period of elevated inflation between 2021 and 2023 peaked in October 2022 and saw prices increase by over 20 percent in just three years. Uptick in inflation expected in 2025 In late 2024, the UK's main economic forecaster, the Office for Budget Responsibility, predicted that the annual inflation rate for 2025 would average out at around 2.6 percent. In March 2025, however, the OBR revised this figure upward, with annual inflation now expected to be 3.2 percent. This uptick in inflation is predicted to peak in the third quarter of the year at 3.7 percent before falling to two percent by the second quarter of 2026. Although this period of higher inflation is predicted to be far less severe than in 2022, it will no doubt put further pressure on households already struggling with their cost of living. Cost of living woes continue The share of UK households reporting that their cost of living was increasing has been steadily rising since Summer 2024. At that time, less than half of UK households reported rising costs, down from 91 percent two years earlier. As of March 2025, however, 59 percent of households said their costs were rising, the highest figure since 2023. Of these households, 93 percent reported that their food shop was increasing, with three quarters of them reporting higher energy costs. With higher inflation predicted in 2025, the pressure on UK households will likely continue, although a crisis on the scale of 2021-2023 will hopefully be avoided.

  12. Pakistan CPI Monthly Product Prices 2024

    • kaggle.com
    Updated Jul 2, 2025
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    Imaad Mahmood (2025). Pakistan CPI Monthly Product Prices 2024 [Dataset]. https://www.kaggle.com/datasets/imaadmahmood/pakistan-cpi-monthly-product-prices-2024
    Explore at:
    CroissantCroissant is a format for machine-learning datasets. Learn more about this at mlcommons.org/croissant.
    Dataset updated
    Jul 2, 2025
    Dataset provided by
    Kaggle
    Authors
    Imaad Mahmood
    License

    MIT Licensehttps://opensource.org/licenses/MIT
    License information was derived automatically

    Area covered
    Pakistan
    Description

    Pakistan CPI Monthly Product Prices 2024

    Overview:

    • This dataset contains monthly average prices of various consumer products in Pakistan from January to June 2024, compiled from the official Consumer Price Index (CPI) data published by the Pakistan Bureau of Statistics (PBS). It provides granular insights into price movements of essential goods and services across multiple categories, reflecting inflationary trends and consumer price dynamics in the country.

    Dataset Contents: The dataset includes the following columns:

    -**Month:** Month and year of the recorded price (e.g., Jan-2024)

    -**Product:** Name of the consumer product or service Measurement Unit: Unit of measurement for the product (e.g., kg, liter, dozen)

    -**Average_Price_PKR:** Average price of the product in Pakistani Rupees (PKR) for the specified month

    -**Average_Monthly_Change_percent:** Percentage change in average price compared to the previous month

    -**Average_Yearly_Change_percent:** Percentage change in average price compared to the same month in the previous year

    Data Source:

    • The data is sourced from the Pakistan Bureau of Statistics (PBS), the official government agency responsible for collecting and publishing Pakistan’s price indices and inflation data. PBS collects prices monthly from 35 cities across urban and rural areas using a robust methodology involving direct market visits and multiple price points per item. The base year for the CPI data is 2015-16, following PBS’s latest rebasing and methodology updates. For more information, visit pbs.gov.pk.

    Potential Use Cases:

    • This dataset is useful for economic research and inflation analysis, time series modeling and forecasting of consumer prices, policy analysis and decision making, market research and business strategy development, as well as machine learning projects involving price prediction or anomaly detection.

    Licensing:

    • This dataset is shared under the MIT License. Please cite the Pakistan Bureau of Statistics as the original data source when using this data.
  13. George Mason University Center for Climate Change Communication/Yale...

    • ropercenter.cornell.edu
    Updated Mar 31, 2012
    + more versions
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    Knowledge Networks (2012). George Mason University Center for Climate Change Communication/Yale University Project on Climate Change Communication Poll: March 2012 [Roper #31112744] [Dataset]. http://doi.org/10.25940/ROPER-31112744
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    Dataset updated
    Mar 31, 2012
    Dataset provided by
    Roper Center for Public Opinion Researchhttps://ropercenter.cornell.edu/
    Authors
    Knowledge Networks
    License

    https://ropercenter.cornell.edu/roper-center-data-archive-terms-and-conditionshttps://ropercenter.cornell.edu/roper-center-data-archive-terms-and-conditions

    Time period covered
    Mar 12, 2012 - Mar 30, 2012
    Area covered
    United States
    Measurement technique
    Survey sample: National adult. Survey based on 1008 web-based surveys.
    Dataset funded by
    George Mason University Center for Climate Change Communication
    Yale University Project on Climate Change Communication
    Description

    Public opinion poll on: Agriculture; Animals; Asia; Business; China; Communications Technology; Congress; Consumer; Defense; Disasters; Economics; Elections; Energy; Environment; Europe; Family; Finances; Foreign Policy; Future; Government; Groups and Organizations; Health; Ideology; Information; Japan; Latin America; Local; Media; Medicine; Mood; Notable People; Nuclear; Participation; Political Partisanship; Power; Presidency; Problems; Regulation; Science; Social Interactions; Social Media; Spending; States; Taxing; Technology; Television; Transportation; Viral Outbreaks/Influenza; Vote for President; Work.

  14. V

    Gross domestic product (GDP) in Venezuela 2026

    • statista.com
    Updated Apr 25, 2014
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    Statista (2014). Gross domestic product (GDP) in Venezuela 2026 [Dataset]. https://www.statista.com/statistics/370937/gross-domestic-product-gdp-in-venezuela/
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    Dataset updated
    Apr 25, 2014
    Dataset authored and provided by
    Statista
    Area covered
    Venezuela
    Description

    Gross domestic product (GDP) of Venezuela fell to 43.79 billion U.S. dollars in 2020, down from a 2012 peak of 372.59 U.S. dollars. Venezuela’s economic capacity Venezuela is famously the country with the largest oil reserves. However, mismanagement of the economy has led to several economic problems. Most notably, inflation has gotten out of control and has turned into hyperinflation. This represents a complete breakdown in people’s faith in the currency and, to a similar extent, the entire financial system. The Maduro Diet President Nicolás Maduro has largely been blamed for the economic situation in Venezuela. Many people have lost weight due to food shortages, which critics refer to as the “Maduro Diet”. In early 2019, opposition leader Juan Guaido declared the Maduro administration illegitimate, plunging the country into a constitutional crisis that divided the diplomatic world. Regardless of the outcome, Venezuela will still have to deal with high inflation, growing national debt, and challenges in infrastructure.

  15. f

    The top ten words with the highest keyness score.

    • plos.figshare.com
    xls
    Updated Jul 26, 2023
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    Dan Heaton; Elena Nichele; Jeremie Clos; Joel E. Fischer (2023). The top ten words with the highest keyness score. [Dataset]. http://doi.org/10.1371/journal.pone.0288662.t001
    Explore at:
    xlsAvailable download formats
    Dataset updated
    Jul 26, 2023
    Dataset provided by
    PLOS ONE
    Authors
    Dan Heaton; Elena Nichele; Jeremie Clos; Joel E. Fischer
    License

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

    Description

    In August 2020, the UK government and regulation body Ofqual replaced school examinations with automatically computed A Level grades in England and Wales. This algorithm factored in school attainment in each subject over the previous three years. Government officials initially stated that the algorithm was used to combat grade inflation. After public outcry, teacher assessment grades used instead. Views concerning who was to blame for this scandal were expressed on the social media website Twitter. While previous work used NLP-based opinion mining computational linguistic tools to analyse this discourse, shortcomings included accuracy issues, difficulties in interpretation and limited conclusions on who authors blamed. Thus, we chose to complement this research by analysing 18,239 tweets relating to the A Level algorithm using Corpus Linguistics (CL) and Critical Discourse Analysis (CDA), underpinned by social actor representation. We examined how blame was attributed to different entities who were presented as social actors or having social agency. Through analysing transitivity in this discourse, we found the algorithm itself, the UK government and Ofqual were all implicated as potentially responsible as social actors through active agency, agency metaphor possession and instances of passive constructions. According to our results, students were found to have limited blame through the same analysis. We discuss how this builds upon existing research where the algorithm is implicated and how such a wide range of constructions obscure blame. Methodologically, we demonstrated that CL and CDA complement existing NLP-based computational linguistic tools in researching the 2020 A Level algorithm; however, there is further scope for how these approaches can be used in an iterative manner.

  16. Business confidence index in the UK 2008-2025

    • statista.com
    Updated Feb 4, 2025
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    Statista (2025). Business confidence index in the UK 2008-2025 [Dataset]. https://www.statista.com/statistics/623727/business-confidence-in-the-united-kingdom/
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    Dataset updated
    Feb 4, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    Jan 2015 - Oct 2025
    Area covered
    United Kingdom
    Description

    The Business Confidence Index (BCI) of the United Kingdom was 100.7 in October 2025, a significant increase from the previous month. During this time period, business confidence was highest in late 2021 and was at its lowest point in May 2020. Taxation overtakes inflation as main business concern In the third quarter of 2023, inflation was seen by 65 percent of UK firms as a major external concern facing their business. At that time, the UK's inflation rate was still at the relatively high figure of 6.7 percent, although this was down from a peak of 11.1 percent in October 2022. As the rate of inflation continued to fall in 2024, the issue became slightly less pressing for UK businesses, with 49 percent seeing it as a main concern in the second quarter of 2024, although it was still ahead of other issues. In the second half of 2024, however, taxation has emerged as the main worry for UK firms, with 63 percent of businesses citing it as an external concern in the fourth quarter of 2024. This is likely related to the rise in National Insurance businesses will have to pay from April 2025 onwards, one of the main measures announced in the Autumn Budget in October 2024. UK business demographics In 2024, there were approximately 5.5 million private business enterprises in the UK, which was down from a peak of 5.98 million in 2020. As of this year, the UK's private sector workforce was around 27.6 million, compared with 6.1 million who worked in the public sector. While most businesses in the UK are small enterprises that employ fewer than ten people, the UK's large businesses are responsible for employing a large share of the workforce, with around 8.2 million people working for large businesses in 2024. The biggest UK-based company, in terms of global employees in 2024 was the Compass Group, with a global workforce of around half a million, followed by Tesco at 345,000 employees.

  17. f

    Consumption change after land expropriation.

    • plos.figshare.com
    xls
    Updated Jun 26, 2025
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    Mesele Belay Zegeye; Moges Asmare Sisay; Dagnaw Beza Ayalew (2025). Consumption change after land expropriation. [Dataset]. http://doi.org/10.1371/journal.pone.0325985.t005
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    xlsAvailable download formats
    Dataset updated
    Jun 26, 2025
    Dataset provided by
    PLOS ONE
    Authors
    Mesele Belay Zegeye; Moges Asmare Sisay; Dagnaw Beza Ayalew
    License

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

    Description

    The aim of this study was to examine the effects of urbanization and land expropriation on the livelihoods of Peri-urban farmers in North Wollo Zone, Ethiopia. Data were collected from 378 peri-urban farmers using a structured questionnaire and multistage sampling. Qualitative data were obtained through focus group discussions and key informant interviews. A binary logistic regression model was used to identify factors influencing livelihood diversification among expropriated farm households. The results revealed a significant trend of expropriation without fair compensation, stemming from the disregard of legal procedures of expropriation and compensation in the study area. On average, 33.06% of respondents were fully expropriated and evicted, while the majority (66.94%) lost only part of their agricultural land. Expropriated farmers faced numerous challenges during their livelihood diversification, including high inflation, lack of urban living skills, informal land sales at low prices, misuse of compensation, displacement, family conflicts, social disruption, and skill gaps. They also blamed that they did not get any government support in properly utilizing compensation money for livelihood diversification. The Logit model results showed that livelihood diversification is positively influenced by factors such as the household head’s education, marital status, access to alternative land, fair compensation, off-farm employment, training, social networks, and livestock assets. It is negatively affected by farming as the primary occupation, household size, and expropriated land size. The study recommends that the government should help families of expropriated household’s secure sustainable livelihoods through fair compensation and proper support.

  18. U.S. debt growth 1969-2023, by president

    • statista.com
    Updated Nov 19, 2025
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    Statista (2025). U.S. debt growth 1969-2023, by president [Dataset]. https://www.statista.com/statistics/1366899/percent-change-national-debt-president-us/
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    Dataset updated
    Nov 19, 2025
    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    United States
    Description

    Adding to national debt is an inevitable fact of being President of the United States. The extent to which debt rises under any sitting president depends not only on the policy and spending choices they have made, but also the choices made by presidents and congresses that have come before them. Ronald Reagan and George W. Bush President Ronald Reagan increased the U.S. debt by around **** trillion U.S. dollars, or ****** percent. This is often attributed to "Reaganomics," in which Reagan implemented significant supply-side economic policies in which he reduced government regulation, cut taxes, and tightened the money supply. Spending increased under President George W. Bush in light of the wars in Iraq and Afghanistan. To finance the wars, President Bush chose to borrow the money, rather than use war bonds or increase taxes, unlike previous war-time presidents. Additionally, Bush introduced a number of tax cuts, and oversaw the beginning of the 2008 financial crisis. Barack Obama President Obama inherited both wars in Iraq and Afghanistan, and the financial crisis. The Obama administration also did not increase taxes to pay for the wars, and additionally passed expensive legislation to kickstart the economy following the economic crash, as well as the Affordable Care Act in 2010. The ACA expanded healthcare coverage to cover more than ** million more Americans through programs like Medicare and Medicaid. Though controversial at the time, more than half of Americans have a favorable view of the ACA in 2023. Additionally, he signed legislation making the W. Bush-era tax cuts permanent.

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    Learn how you can add new datasets to our index.

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Statista (2022). Opinion of U.S. adults on Biden's responsibility for inflation rate 2022 [Dataset]. https://www.statista.com/statistics/1307099/biden-perceived-responsibility-inflation-rate-us/
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Opinion of U.S. adults on Biden's responsibility for inflation rate 2022

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Dataset updated
Jul 9, 2022
Dataset authored and provided by
Statistahttp://statista.com/
Time period covered
Jul 9, 2022 - Jul 11, 2022
Area covered
United States
Description

According to a survey conducted between July 9 and July 11, 2022, ** percent of Americans thought that Joe Biden was highly responsible for the current trend in the inflation rate. This is compared to ** percent of Americans who said President Biden did not have a lot of responsibility for the current inflation rate.

Inflation in the U.S. Global events in 2022 had a significant impact on the United States. Inflation rose from *** percent in January 2021 to *** percent in June 2022. Significantly higher prices of basic goods led to increased concern over the state of the economy, and the ability to cover increasing monthly costs with the same income. Low interest rates, COVID-19-related supply constraints, corporate profiteering, and strong consumer spending had already put pressure on prices before Russia’s invasion of Ukraine in February 2022. Despite rising wages on paper, the rapid growth of consumer prices resulted in an overall decline in real hourly earnings in the first half of 2022.

How much control does Joe Biden have over inflation? The bulk of economic performance and the inflation rate is determined by factors outside the President’s direct control, but U.S. presidents are often held accountable for it. Some of those factors are market forces, private business, productivity growth, the state of the global economy, and policies of the Federal Reserve. Although high-spending decisions such as the 2021 COVID-19 relief bill may have contributed to rising inflation rates, the bill has been seen by economists as a necessary intervention for preventing a recession at the time, as well as being of significant importance to low-income workers impacted by the pandemic.

The most important tool for curbing inflation and controlling the U.S. economy is the Federal Reserve. The Reserve has the ability to set, raise, and lower interest rates and determine the wider monetary policy for the United States – something out of the president’s control. In June 2022, the Reserve announced it would raise interest rates **** percent for the second time that year – hoisting the rate to a target range of **** to *** percent – in an attempt to slow consumer demand and balance demand with supply. However, it can often take time before the impacts of interventions by the Federal Reserve are seen in the public’s day-to-day lives. Most economists expect this wave of inflation to pass in a year to 18 months.

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