We report average expected inflation rates over the next one through 30 years. Our estimates of expected inflation rates are calculated using a Federal Reserve Bank of Cleveland model that combines financial data and survey-based measures. Released monthly.

The inflation rate in Germany was 1.35 percent in 2019. The current rate meets the European Central Bank’s target rate, which is “below, but close to, 2 percent.” Many central bankers favor inflation between 2 and 3 percent, but Germans in particular would rather risk deflation than too much inflation.

Causes of inflation

Central bankers like low, stable inflation because this is a sign of a growing economy. When the economy grows, workers become more productive and spend more, and prices slowly rise. Monetary policy can cause inflation, but Germany has given this responsibility to the European Central Bank (ECB). Importantly, inflation expectations affect inflation, making it a self-fulfilling prophecy.

The German context

During the eurozone crisis, German politicians were advocating for the ECB to raise interest rates quickly. This would have reduced inflation, possibly causing deflation, but would have presented another hurdle for the struggling Greek economy. This is because of the hyperinflation of the Weimar Republic in the 1920s, when Germans carried their pay home in wheelbarrows because the banknotes had lost so much value. Ever since, Germans often warn that inflation harms pensioners and that personal provisions are necessary in any case. Fortunately for them, this statistic forecasts stable, modest inflation that does not alarm many economists.

For 2024, cyber incidents were a leading business risk to companies of all sizes globally according to risk management experts worldwide. Some industries are more prone to cyberattacks than others. For instance, manufacturing was the most targeted industry globally by ransomware incidents in 2023. Meanwhile, the number of cyber incidents in the financial sector increased in recent years. How does cybercrime jeopardize businesses? Cyber incidents pose a multitude of risks to businesses across various aspects. Financially, they can result in direct losses through theft, ransom payments, or disruptions in operations, which affect revenue streams and stability. Between 2001 and 2023, the monetary damage from cybercrime in the United States rose from **** million U.S. dollars to a staggering **** billion dollars. What challenges do businesses face due to inflation? Inflation poses numerous challenges to organizations, affecting consumer spending, interest rates, driving up operational expenses, and creating uncertainty in strategic planning. Rising prices frequently result in increased costs for raw materials and wages, thereby reducing profit margins. Throughout much of the 2010s, inflation was consistently low, especially between 2013 and 2020, when it fluctuated between *** and *** percent. However, the annual global inflation rate peaked in 2022, at **** percent, and is expected to decline in the following years. This heightened inflation was a sign that the global economy was undergoing a period of great uncertainty, which made it more expensive to do business.

The Federal Reserve Bank of Cleveland estimates the expected rate of inflation over the next 30 years along with the inflation risk premium, the real risk premium, and the real interest rate.

Their estimates are calculated with a model that uses Treasury yields, inflation data, inflation swaps, and survey-based measures of inflation expectations.

For more information, please visit the "https://www.clevelandfed.org/indicators-and-data/inflation-expectations#background">Federal Reserve Bank of Cleveland.

In 2021, the inflation rate in Ghana amounted to about 9.98 percent compared to the previous year. Ghana’s inflation peaked at almost 17.5 percent in 2016 and is predicted to decrease to 8 percent by 2030. Steady is best for inflationAccording to economists, a steady inflation rate between two and three percent is desirable to achieve a stable economy in a country. Inflation is the increase in the price level of consumer goods and services over a certain time period. A high inflation rate is often caused by excessive money supply and can turn into hyperinflation, i.e. if inflation occurs too quickly and rapidly, it can devalue currency and cause a recession and even economic collapse. This scenario is currently taking place in Venezuela , for example. The opposite of inflation, the decrease in the price level of goods and services below zero percent, is called deflation. While hyperinflation devalues money, deflation usually increases its value. Both events can damage an economy severely. Is Ghana’s economy at risk?Ghana’s economy is considered quite stable and fast-growing, and is rich in oil, diamonds, and gold. After struggling in the years around 2015 due to increased government spending and plummeting oil prices, it is now on an upswing again. This is also reflected in the decreasing inflation rate, and other key indicators like unemployment and rapid GDP growth support this theory. However, Ghana’s government debt is still struggling with the consequences of the 2015 crisis and forecast to keep skyrocketing during the next few years.

This analysis presents a rigorous exploration of financial data, incorporating a diverse range of statistical features. By providing a robust foundation, it facilitates advanced research and innovative modeling techniques within the field of finance.

S&P 500 Inflation Risk

Financial data:

• Historical daily stock prices (open, high, low, close, volume)

• Fundamental data (e.g., market capitalization, price to earnings P/E ratio, dividend yield, earnings per share EPS, price to earnings growth, debt-to-equity ratio, price-to-book ratio, current ratio, free cash flow, projected earnings growth, return on equity, dividend payout ratio, price to sales ratio, credit rating)

• Technical indicators (e.g., moving averages, RSI, MACD, average directional index, aroon oscillator, stochastic oscillator, on-balance volume, accumulation/distribution A/D line, parabolic SAR indicator, bollinger bands indicators, fibonacci, williams percent range, commodity channel index)

Machine learning features:

• Feature engineering based on financial data and technical indicators

• Sentiment analysis data from social media and news articles

• Macroeconomic data (e.g., GDP, unemployment rate, interest rates, consumer spending, building permits, consumer confidence, inflation, producer price index, money supply, home sales, retail sales, bond yields)

Potential Applications:

• Stock price prediction

• Portfolio optimization

• Algorithmic trading

• Market sentiment analysis

• Risk management

Use Cases:

• Researchers investigating the effectiveness of machine learning in stock market prediction

• Analysts developing quantitative trading Buy/Sell strategies

• Individuals interested in building their own stock market prediction models

• Students learning about machine learning and financial applications

Additional Notes:

• The dataset may include different levels of granularity (e.g., daily, hourly)

• Data cleaning and preprocessing are essential before model training

• Regular updates are recommended to maintain the accuracy and relevance of the data

The Federal Reserve Bank of Cleveland estimates the expected rate of inflation over the next 30 years along with the inflation risk premium, the real risk premium, and the real interest rate.

Their estimates are calculated with a model that uses Treasury yields, inflation data, inflation swaps, and survey-based measures of inflation expectations.

For more information, please visit the "https://www.clevelandfed.org/indicators-and-data/inflation-expectations#background">Federal Reserve Bank of Cleveland.

The Federal Reserve Bank of Cleveland estimates the expected rate of inflation over the next 30 years along with the inflation risk premium, the real risk premium, and the real interest rate.

Their estimates are calculated with a model that uses Treasury yields, inflation data, inflation swaps, and survey-based measures of inflation expectations.

For more information, please visit the "https://www.clevelandfed.org/indicators-and-data/inflation-expectations#background">Federal Reserve Bank of Cleveland.

The Researcher Datasets from the PRS Group provide annual and monthly weighted average risks across countries from 1984 on a wealth of Political, Economic and Financial risk topics for 140 monitored countries. The components of the ICRG Economic Risk Rating are GDP per Head, Real GDP Growth, Annual Inflation Rate, Budget Balance as a Percentage of GDP and Current Account as a % of GDP.

The dataset contains data related to credit risk related factors that influence the banks in Pakistan.

This is not going to be an article or Op-Ed about Michael Jordan. Since 2009 we've been in the longest bull-market in history, that's 11 years and counting. However a few metrics like the stock market P/E, the call to put ratio and of course the Shiller P/E suggest a great crash is coming in-between the levels of 1929 and the dot.com bubble. Mean reversion historically is inevitable and the Fed's printing money experiment could end in disaster for the stock market in late 2021 or 2022. You can read Jeremy Grantham's Last Dance article here. You are likely well aware of Michael Burry's predicament as well. It's easier for you just to skim through two related videos on this topic of a stock market crash. Michael Burry's Warning see this YouTube. Jeremy Grantham's Warning See this YouTube. Typically when there is a major event in the world, there is a crash and then a bear market and a recovery that takes many many months. In March, 2020 that's not what we saw since the Fed did some astonishing things that means a liquidity sloth and the risk of a major inflation event. The pandemic represented the quickest decline of at least 30% in the history of the benchmark S&P 500, but the recovery was not correlated to anything but Fed intervention. Since the pandemic clearly isn't disappearing and many sectors such as travel, business travel, tourism and supply chain disruptions appear significantly disrupted - the so-called economic recovery isn't so great. And there's this little problem at the heart of global capitalism today, the stock market just keeps going up. Crashes and corrections typically occur frequently in a normal market. But the Fed liquidity and irresponsible printing of money is creating a scenario where normal behavior isn't occurring on the markets. According to data provided by market analytics firm Yardeni Research, the benchmark index has undergone 38 declines of at least 10% since the beginning of 1950. Since March, 2020 we've barely seen a down month. September, 2020 was flat-ish. The S&P 500 has more than doubled since those lows. Look at the angle of the curve: The S&P 500 was 735 at the low in 2009, so in this bull market alone it has gone up 6x in valuation. That's not a normal cycle and it could mean we are due for an epic correction. I have to agree with the analysts who claim that the long, long bull market since 2009 has finally matured into a fully-fledged epic bubble. There is a complacency, buy-the dip frenzy and general meme environment to what BigTech can do in such an environment. The weight of Apple, Amazon, Alphabet, Microsoft, Facebook, Nvidia and Tesla together in the S&P and Nasdaq is approach a ridiculous weighting. When these stocks are seen both as growth, value and companies with unbeatable moats the entire dynamics of the stock market begin to break down. Check out FANG during the pandemic. BigTech is Seen as Bullet-Proof me valuations and a hysterical speculative behavior leads to even higher highs, even as 2020 offered many younger people an on-ramp into investing for the first time. Some analysts at JP Morgan are even saying that until retail investors stop charging into stocks, markets probably don’t have too much to worry about. Hedge funds with payment for order flows can predict exactly how these retail investors are behaving and monetize them. PFOF might even have to be banned by the SEC. The risk-on market theoretically just keeps going up until the Fed raises interest rates, which could be in 2023! For some context, we're more than 1.4 years removed from the bear-market bottom of the coronavirus crash and haven't had even a 5% correction in nine months. This is the most over-priced the market has likely ever been. At the night of the dot-com bubble the S&P 500 was only 1,400. Today it is 4,500, not so many years after. Clearly something is not quite right if you look at history and the P/E ratios. A market pumped with liquidity produces higher earnings with historically low interest rates, it's an environment where dangerous things can occur. In late 1997, as the S&P 500 passed its previous 1929 peak of 21x earnings, that seemed like a lot, but nothing compared to today. For some context, the S&P 500 Shiller P/E closed last week at 38.58, which is nearly a two-decade high. It's also well over double the average Shiller P/E of 16.84, dating back 151 years. So the stock market is likely around 2x over-valued. Try to think rationally about what this means for valuations today and your favorite stock prices, what should they be in historical terms? The S&P 500 is up 31% in the past year. It will likely hit 5,000 before a correction given the amount of added liquidity to the system and the QE the Fed is using that's like a huge abuse of MMT, or Modern Monetary Theory. This has also lent to bubbles in the housing market, crypto and even commodities like Gold with long-term global GDP meeting many headwinds in the years ahead due to a demographic shift of an ageing population and significant technological automation. So if you think that stocks or equities or ETFs are the best place to put your money in 2022, you might want to think again. The crash of the OTC and small-cap market since February 2021 has been quite an indication of what a correction looks like. According to the Motley Fool what happens after major downturns in the market historically speaking? In each of the previous four instances that the S&P 500's Shiller P/E shot above and sustained 30, the index lost anywhere from 20% to 89% of its value. So what's what we too are due for, reversion to the mean will be realistically brutal after the Fed's hyper-extreme intervention has run its course. Of course what the Fed stimulus has really done is simply allowed the 1% to get a whole lot richer to the point of wealth inequality spiraling out of control in the decades ahead leading us likely to a dystopia in an unfair and unequal version of BigTech capitalism. This has also led to a trend of short squeeze to these tech stocks, as shown in recent years' data. Of course the Fed has to say that's its done all of these things for the people, employment numbers and the labor market. Women in the workplace have been set behind likely 15 years in social progress due to the pandemic and the Fed's response. While the 89% lost during the Great Depression would be virtually impossible today thanks to ongoing intervention from the Federal Reserve and Capitol Hill, a correction of 20% to 50% would be pretty fair and simply return the curve back to a normal trajectory as interest rates going back up eventually in the 2023 to 2025 period. It's very unlikely the market has taken Fed tapering into account (priced-in), since the euphoria of a can't miss market just keeps pushing the markets higher. But all good things must come to an end. Earlier this month, the U.S. Bureau of Labor Statistics released inflation data from July. This report showed that the Consumer Price Index for All Urban Consumers rose 5.2% over the past 12 months. While the Fed and economists promise us this inflation is temporary, others are not so certain. As you print so much money, the money you have is worth less and certain goods cost more. Wage gains in some industries cannot be taken back, they are permanent - in the service sector like restaurants, hospitality and travel that have been among the hardest hit. The pandemic has led to a paradigm shift in the future of work, and that too is not temporary. The Great Resignation means white collar jobs with be more WFM than ever before, with a new software revolution, different transport and energy behaviors and so forth. Climate change alone could slow down global GDP in the 21st century. How can inflation be temporary when so many trends don't appear to be temporary? Sure the price of lumber or used-cars could be temporary, but a global chip shortage is exasperating the automobile sector. The stock market isn't even behaving like it cares about anything other than the Fed, and its $billions of dollars of buying bonds each month. Some central banks will start to taper about December, 2021 (like the European). However Delta could further mutate into a variant that makes the first generation of vaccines less effective. Such a macro event could be enough to trigger the correction we've been speaking about. So stay safe, and keep your money safe. The Last Dance of the 2009 bull market could feel especially more painful because we've been spoiled for so long in the markets. We can barely remember what March, 2020 felt like. Some people sold their life savings simply due to scare tactics by the likes of Bill Ackman. His scare tactics on CNBC won him likely hundreds of millions as the stock market tanked. Hedge funds further gamed the Reddit and Gamestop movement, orchestrating them and leading the new retail investors into meme speculation and a whole bunch of other unsavory things like options trading at such scale we've never seen before. It's not just inflation and higher interest rates, it's how absurdly high valuations have become. Still correlation does not imply causation. Just because inflation has picked up, it doesn't guarantee that stocks will head lower. Nevertheless, weaker buying power associated with higher inflation can't be overlooked as a potential negative for the U.S. economy and equities. The current S&P500 10-year P/E Ratio is 38.7. This is 97% above the modern-era market average of 19.6, putting the current P/E 2.5 standard deviations above the modern-era average. This is just math, folks. History is saying the stock market is 2x its true value. So why and who would be full on the market or an asset class like crypto that is mostly speculative in nature to begin with? Study the following on a historical basis, and due your own due diligence as to the health of the markets: Debt-to-GDP ratio Call to put ratio

The average market risk premium in the United States decreased slightly to *** percent in 2023. This suggests that investors demand a slightly lower return for investments in that country, in exchange for the risk they are exposed to. This premium has hovered between *** and *** percent since 2011. What causes country-specific risk? Risk to investments come from two main sources. First, inflation causes an asset’s price to decrease in real terms. A 100 U.S. dollar investment with three percent inflation is only worth ** U.S. dollars after one year. Investors are also interested in risks of project failure or non-performing loans. The unique U.S. context Analysts have historically considered the United States Treasury to be risk-free. This view has been shifting, but many advisors continue to use treasury yield rates as a risk-free rate. Given the fact that U.S. government securities are available at a variety of terms, this gives investment managers a range of tools for predicting future market developments.

Graph and download economic data for 10-Year Real Interest Rate (REAINTRATREARAT10Y) from Jan 1982 to Jun 2025 about 10-year, interest rate, interest, real, rate, and USA.

Mexico Comm Banks: Cap Requirement: Mkt Risk: Dom Inflation Indexed Rate data was reported at 6,042.100 MXN mn in Feb 2019. This records an increase from the previous number of 6,033.660 MXN mn for Jan 2019. Mexico Comm Banks: Cap Requirement: Mkt Risk: Dom Inflation Indexed Rate data is updated monthly, averaging 4,767.500 MXN mn from Jan 2010 (Median) to Feb 2019, with 110 observations. The data reached an all-time high of 6,653.000 MXN mn in Feb 2012 and a record low of 3,519.790 MXN mn in Jun 2016. Mexico Comm Banks: Cap Requirement: Mkt Risk: Dom Inflation Indexed Rate data remains active status in CEIC and is reported by Bank of Mexico. The data is categorized under Global Database’s Mexico – Table MX.KB022: Capital Adequacy Ratio: Commercial Banks.

This paper estimates a model in which persistent fluctuations in expected consumption growth, expected inflation, and their time-varying volatility determine asset price variation. The model features Epstein-Zin recursive preferences, which determine the market price of macro risk factors. Analysis of the US nominal term structure data from 1953 to 2006 shows that agents dislike high uncertainty and demand compensation for volatility risks. Also, the time variation of the term premium is driven by the compensation for inflation volatility risk, which is distinct from consumption volatility risk. The central role of inflation volatility risk in explaining the time-varying term premium is consistent with other empirical evidence including survey data. In contrast, the existing long-run risks literature emphasizes consumption volatility risk and ignores inflation-specific time-varying volatility. The estimation results of this paper suggest that inflation-specific volatility risk is essential for fitting the time series of the US nominal term structure data.

The average market risk premium in Canada was *** percent in 2024. This means investors demanded an extra *** Canadian dollars on a 100 Canadian dollar investment. This extra cost should compensate for the risk of an investment based in Canada. What causes risk? As far as country-specific factors are concerned, macroeconomic trends can cause risk. For example, the inflation rate in relation to other countries can change the relative value of an investment. Lower inflation in Canada could weaken the Canadian dollar, reducing the value of Canadian assets in terms of another currency, such as the euro or U.S. dollar. The Canadian context As a country, Canada has a fairly high national debt. Some economists point to this as an increased default risk, since debt servicing can become costly. However, most investors agree that Canada, as an advanced economy, is creditworthy and not at risk of defaulting. A better measure is to look at Canada’s risk premium in the context of interest rates from other countries. These deposit rates can be used as a baseline for the market risk premium of other countries, though they do not include all the factors that have been used to calculate this statistic.

According to the European Commission's autumn 2024 Economic Forecast, inflation reached 1.1 percent in 2024. However, it is expected to increase to 1.9 percent in 2025 and 1.7 percent in 2026. Changes in consumption In 2022, inflation recorded a decisive increase due to a global energy crisis. In particular, electricity prices were almost 200 percent higher compared to 2021, and this consequently caused higher costs for producers and for final consumers. Therefore, Italian citizens had to confront themselves with higher prices and the risk that their purchasing power would have been eroded by the inflation. Therefore, they changed consumption habits. In fact, more than half of the consumers stopped buying unnecessary products and limited food waste.

The Federal Reserve Bank of Cleveland estimates the expected rate of inflation over the next 30 years along with the inflation risk premium, the real risk premium, and the real interest rate.

Their estimates are calculated with a model that uses Treasury yields, inflation data, inflation swaps, and survey-based measures of inflation expectations.

For more information, please visit the "https://www.clevelandfed.org/indicators-and-data/inflation-expectations#background">Federal Reserve Bank of Cleveland.

Prices in New Zealand rose by 1.72 percent in 2020. Central bankers at the Reserve Bank of New Zealand were surely relieved to see the rebound from the dangerously low .29 percent inflation in 2015.

What is inflation?

Inflation is the rise in price levels in an economy. 2 percent inflation means 100 New Zealand dollars will be worth 98 dollars in one year. While the precise inflation target varies, most economists agree that inflation between 2 to 3 percent is optimal for an economy. High inflation can lead to higher unemployment because firms would rather wait and higher workers at the same price using future dollars, making the labor relatively cheaper. However, it affects the trade balance because of the relatively higher purchasing power of foreign currencies.

Other risks of inflation and deflation

Inflation helps a country with higher national debt when the debt is in the local currency, because the country can repay with the future dollars which are relatively cheaper. Deflation, then, helps when debts are in a foreign currency. The main problem with deflation is that investors prefer to hold their money, waiting to invest until it is worth more. This is particularly true of countries like New Zealand, where the lion’s share of employment is in the services sector.

The Federal Reserve Bank of Cleveland estimates the expected rate of inflation over the next 30 years along with the inflation risk premium, the real risk premium, and the real interest rate.

Their estimates are calculated with a model that uses Treasury yields, inflation data, inflation swaps, and survey-based measures of inflation expectations.

For more information, please visit the "https://www.clevelandfed.org/indicators-and-data/inflation-expectations#background">Federal Reserve Bank of Cleveland.