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.

Dataset and dofiles for replicating "Inflation, Blame Attribution, and the 2022 US Congressional Elections".

For a quick summary of the case study, please click "US Economy Powerpoint" and download the Powerpoint.

This dataset was inspired by rising prices for essential goods, the abnormally high inflation rate in March of 7.9 percent of this year, and the 30 trillion-dollar debt that we have. I was extremely curious to see how sustainable this is for the average American and if wages are increasing at the same rate to help combat this inflation. This is not politically driven in the slightest nor was this made to put the blame on Americans. This dataset was inspired by rising prices for essential goods and the abnormally high inflation rate in March of 7.9 percent of this year. I was extremely curious to see how sustainable this is for the average American and if wages are increasing at the same rate to help combat this inflation. This is not politically driven in the slightest nor was this made to put the blame on Americans. All of the datasets were obtained from third party sources websites such as https://dqydj.com/household-income-by-year/ and https://www.usinflationcalculator.com/inflation/historical-inflation-rates/ and only excluding https://fred.stlouisfed.org/series/ASPUS, which is first-party data.

This dataset was inspired by rising prices for essential goods and the abnormally high inflation rate in March of 7.9 percent of this year. I was extremely curious to see how sustainable this is for the average American and if wages are increasing at the same rate to help combat this inflation. This is not politically driven in the slightest nor was this made to put the blame on Americans. This dataset was inspired by rising prices for essential goods and the abnormally high inflation rate in March of 7.9 percent of this year. I was extremely curious to see how sustainable this is for the average American and if wages are increasing at the same rate to help combat this inflation. This is not politically driven in the slightest nor was this made to put the blame on Americans. All of the datasets were obtained from third party sources websites such as https://dqydj.com/household-income-by-year/ and https://www.usinflationcalculator.com/inflation/historical-inflation-rates/ and only excluding https://fred.stlouisfed.org/series/ASPUS, which is first-party data.

I labeled all of the datasets to be self-explanatory based off of the title of the datasets. The US Economy Notebook has most of the code that I used as well as the four of the six phases of data analysis. The last two phases are in the US Economy Powerpoint. The "US Historical Inflation Rates" dataset could have also been labeled "The Inflation Of The US Dollar Month By Month". Lastly, the Average Sales of Houses in Jan is just a filtered version of "Average Sales of Houses in the US" dataset.

Iran’s inflation rate rose sharply to 34.79 percent in 2019 and was projected to rise another 14 percentage points before slowly starting to decline. Given the recent sanctions by the United States regarding the nuclear deal, this number has both political and economic implications. Political implications President Hassan Rouhani won the 2017 election based on economic promises, many stemming from the Joint Comprehensive Plan of Action (JCPOA), commonly known as the Iran Nuclear Deal. Lifting these sanctions opened the Iranian economy to many opportunities, including the chance to benefit from increased oil exports. The JCPOA was an integral part of the Rouhani campaign, so any economic hardship that is linked to the deal will likely be blamed on the president. Economic implications High inflation leads to high interest rates, which leads to less borrowing. Less borrowing means less investment, which slows economic growth. This slower growth often leads to higher inflation, which is what economists call an inflationary spiral. As such, Iran will have difficulty achieving substantial GDP growth until inflation returns to manageable rates.

In 2024, the average consumer price inflation rate in Singapore amounted to about 2.39 percent compared to the previous year. For 2030, Singapore’s inflation is expected to level off at around 1.97 percent. Singapore’s economy in shortSingapore is a prospering, highly developed economy, relying heavily on its role as an intermediary port for transport and storage of goods and merchandise. The lion’s share of its GDP is generated by the services sector, mainly by financial services, oil-refining, and manufacturing. Tourism is also an important contributor. It is one of the leading economies in Asia with one of the highest GDPs in the ASEAN region. The great slump of 2015 to 2016As dramatic as it looks, there was no definite reason for Singapore’s inflation rate to drop below zero in 2015 and 2016. A slump in economic growth and oil prices, as well as a low consumer price index were most likely responsible for inflation taking a hit in those years. Singapore has since recovered and continues its success story as one of the leading economies in the East.

ABSTRACT Food prices play a major role in setting inflation rates, and in recent years’ global climatic conditions has worsened a lot while global demand is increasing due to the growth of the middle class in countries such as China and India. Rising food prices remains a key concern for the government of Saudi Arabia. Saudi Arabia remains vulnerable to increases in food prices due to its high dependence on imports. The Saudi economy is an open-market based economy which is reflected by data of foreign trade with trading partners of the Kingdom. High degree of economic openness of a country causes the domestic inflation rate to be affected by change in the prices of goods in the country of origin. Saudi government is facing the challenge of limiting inflation amid a spike in global food prices. Another major challenge to the effectiveness of the Saudi monetary policy is the lack of autonomy due to the pegged exchange rate system with the US dollar. This paper attempts to study the market dynamics of the kingdom of Saudi Arabia, drivers responsible for inflation and measures that has been taken by the government to deal with the situation.

The inflation rate in Namibia decreased by about one percentage point from 4.29 percent in 2018 to 3.72 percent in 2019. It is projected to remain around 4.5 percent through 2030, significantly lower than the 2002 peak of 12.72 percent. Namibia’s historical context Prior to 1990, Namibia was under apartheid South Africa control, and before World War I, the country was a German colony and even suffered a genocide. Given this turbulent oppression, it is expected that social and economic residual ramifications would follow. Namibia’s inflation rate went through a volatile period during the 1990’s and early 2000’s where it reached around twelve percent several times. Over the past decade, Namibia’s inflation rate has largely declined. Namibia’s successful growth Similarly, Namibia’s gross domestic product (GDP) remained under five billion U.S. dollars through the 1990’s. Since then, the country’s GDP has grown to about 14 billion U.S. dollars as of 2019 and will continue to grow through the upcoming years. Namibia’s increasing economic success is in part linked to developing its services industry. Today, the services sector is responsible for employing about 60 percent of the country’s working population. A well-developed services industry is usually a sign of a similarly well-developed economy. The services sector includes the growing tourist industry with an expanding focus on ecotourism, centered around the country’s endangered wildlife.

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.

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.

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.

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.

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.

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.

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

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.

Iran’s gross domestic product (GDP) inclined by 3.33 percent in 2020 after adjusting for inflation. This figure fell from 13.4 percent growth four years ago, which had been a reaction to sanctions lifting after the Joint Comprehensive Plan of Action (JPCOA) regarding Iran’s nuclear program. United States president Donald Trump ended that country’s participation in the deal, imposing new sanctions.

Political influence on the economy

Political tensions have hampered the economy of Iran, keeping growth low in spite of the country’s considerable oil reserves. The effect of these sanctions becomes obvious when looking at Iran’s oil exports to Europe over the past decade. Some analysts have blamed the new sanctions for the increase in Iran’s inflation rate, as well as the currency depreciation that has accompanied it.

Iran’s options

Although Iran’s main export partners are largely in Asia, many of the transactions are carried out using U.S. dollars. Even though other means of payment are possible, some countries worry about political ramifications of continuing trade relations with Iran. Iran’s greatest strength at the moment may be its low national debt, meaning that it can borrow a substantial amount of money if it can find a willing lender. However, given the instability of the political situation worldwide and regionally, it is difficult to assume that such a borrower exists at the moment.

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.

Expression divergence is thought to be a hallmark of functional diversification between homologs post duplication. Modification in regulatory elements has been invoked to explain expression divergence after duplication for several MADS-box genes, however, verification of reciprocal loss of cis-regulatory elements is lacking in plants. Here, we report that the evolution of MPF2-like genes has entailed degenerative mutations in a core promoter CArG-box and an auxin response factor (ARF) binding element in the large 1st intron in the coding region. Previously, MPF2-like genes were duplicated into MPF2-like-A and -B through genome duplication in Withania and Tubocapsicum (Withaninae). The calyx of Withania grows exorbitantly after pollination unlike Tubocapsicum, where it degenerates. Besides inflated calyx syndrome formation, MPF2-like transcription factors are implicated in functions both during the vegetative and reproductive development as well as in phase transition. MPF2-like-A of Withania (WSA206) is strongly expressed in sepals, while MPF2-like-B (WSB206) is not. Interestingly, their combined expression patterns seem to replicate the pattern of their closely related hypothetical progenitors from Vassobia and Physalis. Using phylogenetic shadowing, site-directed mutagenesis and motif swapping, we could show that the loss of a conserved CArG-box in MPF2-like-B of Withania is responsible for impeding its expression in sepals. Conversely, loss of an ARE in MPF2-like-A relaxed the constraint on expression in sepals. Thus, the ARE is an active suppressor of MPF2-like gene expression in sepals, which in contrast is activated via the CArG-box. The observed expression divergence in MPF2-like genes due to reciprocal loss of cis-regulatory elements has added to genetic and phenotypic variations in the Withaninae and enhanced the potential of natural selection for the adaptive evolution of ICS. Moreover, these results provide insight into the interplay of floral developmental and hormonal pathways during ICS development and add to the understanding of the importance of polyploidy in plants.

In 2023, the U.S. Consumer Price Index was 309.42, and is projected to increase to 352.27 by 2029. The base period was 1982-84. The monthly CPI for all urban consumers in the U.S. can be accessed here. After a time of high inflation, the U.S. inflation rateis projected fall to two percent by 2027. United States Consumer Price Index ForecastIt is projected that the CPI will continue to rise year over year, reaching 325.6 in 2027. The Consumer Price Index of all urban consumers in previous years was lower, and has risen every year since 1992, except in 2009, when the CPI went from 215.30 in 2008 to 214.54 in 2009. The monthly unadjusted Consumer Price Index was 296.17 for the month of August in 2022. The U.S. CPI measures changes in the price of consumer goods and services purchased by households and is thought to reflect inflation in the U.S. as well as the health of the economy. The U.S. Bureau of Labor Statistics calculates the CPI and defines it as, "a measure of the average change over time in the prices paid by urban consumers for a market basket of consumer goods and services." The BLS records the price of thousands of goods and services month by month. They consider goods and services within eight main categories: food and beverage, housing, apparel, transportation, medical care, recreation, education, and other goods and services. They aggregate the data collected in order to compare how much it would cost a consumer to buy the same market basket of goods and services within one month or one year compared with the previous month or year. Given that the CPI is used to calculate U.S. inflation, the CPI influences the annual adjustments of many financial institutions in the United States, both private and public. Wages, social security payments, and pensions are all affected by the CPI.

Including search term, tweet ID, timestamp, number of favourites and number of retweets. (CSV)