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Hedge Fund Market in US Size 2025-2029

The US hedge fund market size is forecast to increase by USD 738 billion at a CAGR of 8.1% between 2024 and 2029.

US Hedge Fund Market is experiencing significant growth due to increasing investor interest in alternative investment options. This trend is driven by the desire for higher returns and risk diversification, leading to a surge in assets under management. Furthermore, technological advancements are transforming the hedge fund industry, enabling companies to offer innovative solutions and improve operational efficiency. However, the market is not without challenges. Regulatory constraints continue to pose significant obstacles, with stringent regulations governing fund operations, investor protection, and transparency.
Compliance with these regulations requires substantial resources and expertise, presenting a significant challenge for hedge fund managers. Companies seeking to capitalize on market opportunities and navigate these challenges effectively must stay informed of regulatory developments and invest in robust compliance frameworks. Additionally, leveraging technology to streamline operations and enhance transparency can help hedge funds remain competitive and meet investor demands.

What will be the Size of the Hedge Fund Market in US during the forecast period?

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US hedge funds market activities and evolving patterns continue to unfold, shaping the industry's landscape. Hedge funds employ various strategies, such as quantitative methods, algorithmic trading, and relative value strategies, to manage risk and generate alpha. Investor relations play a crucial role in attracting and retaining capital from high-net-worth individuals, family offices, pension funds, and institutional investors. Fund of funds and multi-strategy funds offer diversification, while big data analytics and alternative data inform investment decisions. Machine learning and artificial intelligence enhance risk management and performance measurement. Regulatory compliance and transparency are essential components of hedge fund operations, ensuring liquidity and mitigating drawdowns.
Market dynamics are influenced by various factors, including hedge fund leverage, volatility, and capacity. Hedge fund managers must navigate these complexities to deliver competitive returns, employing due diligence and effective fee structures. Hedge fund distribution channels, such as conferences and sales efforts, facilitate access to new investors. The hedge fund market is a continually evolving ecosystem, where technology, regulatory requirements, and investor expectations shape the industry's future. Hedge fund liquidation and exit strategies, performance fees, and risk appetite are critical considerations for hedge fund managers and investors alike. Ultimately, the hedge fund industry's success hinges on its ability to adapt and innovate in a rapidly changing financial landscape.

How is this Hedge Fund in US Industry segmented?

The hedge fund in US industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD billion' for the period 2025-2029, as well as historical data from 2019-2023 for the following segments.

Type

  Offshore
  Domestic
  Fund of funds


Method

  Long and short equity
  Event driven
  Global macro
  Others


End-user

  Institutional
  Individual


Fund Structure

  Small (
  Medium (USD500M-USD2B)
  Large (>USD2B)


Investor Type

  Institutional
  High-Net-Worth Individuals


Geography

  North America

    US

By Type Insights

The offshore segment is estimated to witness significant growth during the forecast period.

The offshore segment of the hedge fund market in the US houses funds that are managed or marketed by American firms but are domiciled and operated in offshore jurisdictions. These funds, located in financial centers known for their favorable regulatory environments, tax treatment, and legal infrastructure, offer investors tax efficiency through lower or zero taxation on investment income, capital gains, and distributions. The reduced regulatory burden in offshore jurisdictions enables greater flexibility in fund operations, investment strategies, and disclosure obligations, making offshore hedge funds an appealing choice for tax-conscious investors. Portfolio construction, risk management, and hedge fund allocation strategies are crucial elements for these funds, with relative value and long-short equity strategies commonly employed.

Performance fees and management fees are the primary revenue sources for hedge fund managers, while family offices and institutional investors provide significant hedge fund capital. Regulatory compliance and due diligence are essential for investors, ensuring transparency and performance measurement. Hedge fund research, risk appetite, and investor relat

The hedge fund industry boomed in the 1990s, and the value of assets managed by hedge funds worldwide grew steadily until 2007. The value fell markedly the following year because of the financial crisis and did not recover until 2013. In 2024, the value of assets under management (AUM) of hedge funds reached over **** trillion U.S. dollars. Which firms dominate the hedge fund industry? The biggest hedge funds in the market typically attain their size by combining exceptional results, a solid track record, and efficient risk management tactics. In 2023, Field Street Capital Management was the biggest hedge fund company, with nearly *** billion U.S. dollars of assets under management. Some other prominent global hedge funds by AUM include Citadel, Bridgewater Associates, Mariner Investment Group LLC, etc. These industry giants often boast a diverse range of investment strategies and maintain a global presence, which allows them to capitalize on opportunities across diverse sectors and assets. Hedge Funds: What's changing? Hedge funds constantly tweak their investment strategies to keep up with market shifts. The cryptocurrency market introduces a novel asset class that is distinct from traditional financial markets. Therefore, the primary reason behind hedge funds investing in digital assets was to diversify their portfolios. The escalating interest in cryptocurrencies and blockchain technology prompted hedge funds to explore new prospects and risks associated with digital assets. In 2021, the average assets under management of crypto hedge funds more than doubled from the previous year, rising from ** to ** million U.S. dollars.

Hedge Fund Market Outlook

According to our latest research, the global hedge fund market size reached USD 4.3 trillion in 2024, with a robust compound annual growth rate (CAGR) of 8.2% from 2025 to 2033. Propelled by increasing institutional participation and diversification strategies, the market is forecasted to attain USD 8.3 trillion by 2033. The hedge fund industry is experiencing significant growth due to evolving investment landscapes, increased demand for alternative assets, and the pursuit of higher returns in a persistently low-yield environment. As per our latest research, these factors are fundamentally reshaping the hedge fund ecosystem and driving expansion across all major regions.

Several key growth drivers are fueling the expansion of the global hedge fund market. Firstly, institutional investors such as pension funds, sovereign wealth funds, and endowments are allocating a larger share of their portfolios to hedge funds in search of alpha and risk-adjusted returns. This trend is underpinned by the ongoing need to diversify away from traditional asset classes like equities and fixed income, especially in the face of heightened market volatility and macroeconomic uncertainty. Additionally, the growing sophistication of hedge fund strategies, enabled by advancements in technology and data analytics, is attracting a broader range of investors seeking customized solutions for capital preservation and growth. The integration of artificial intelligence and machine learning into investment models is further enhancing the ability of hedge funds to generate returns in complex and dynamic markets.

Another significant growth factor is the increasing appeal of hedge funds among high net worth individuals (HNWIs) and family offices. As global wealth continues to rise, particularly in emerging markets, HNWIs are seeking access to alternative investment vehicles that offer uncorrelated returns and downside protection. Hedge funds, with their flexible mandate and diverse strategy spectrum, are well positioned to meet these evolving investor needs. Moreover, regulatory reforms in several jurisdictions have made it easier for sophisticated retail investors to participate in hedge fund offerings, further expanding the investor base. The proliferation of digital platforms and fund marketplaces has also reduced barriers to entry, enabling greater transparency, operational efficiency, and investor engagement.

The hedge fund market is also benefiting from its ability to adapt to shifting macroeconomic and geopolitical conditions. In periods of market dislocation, hedge funds have demonstrated resilience by employing strategies such as long/short equity, global macro, and event-driven approaches to capitalize on price inefficiencies and arbitrage opportunities. This agility has reinforced the perception of hedge funds as valuable portfolio diversifiers and risk mitigators. Furthermore, as environmental, social, and governance (ESG) considerations become increasingly central to investment decision-making, many hedge funds are integrating ESG factors into their strategies, appealing to a new generation of socially conscious investors and institutional allocators.

From a regional perspective, North America continues to dominate the global hedge fund market, accounting for the largest share of assets under management (AUM). However, Asia Pacific and Europe are emerging as key growth engines, supported by regulatory liberalization, rising institutional participation, and the development of sophisticated financial markets. Latin America and the Middle East & Africa are also witnessing increased activity, driven by growing demand for alternative investments and the expansion of local capital markets. These regional dynamics are contributing to a more diversified and resilient global hedge fund landscape.

Strategy Type Analysis

The hedge fund market is characterized by a diverse array of strategy types, each designed to exploit specific market inefficiencies and deliver differentiated risk-return profiles. Equity hedge strategies remain the most prevalent, accounting for a significant portion of global hedge fund assets. These funds typically take long and short positions in equities and related derivatives, aiming to generate alpha through stock selection and market timing. The appeal of equity hedge strategies lies in their flexibility to adapt to varying market conditions

As of June 17, 2024, the most shorted stock was for, the American holographic technology services provider, MicroCloud Hologram Inc., with 66.64 percent of their total float having been shorted. This is a change from mid-January 2021, when video game retailed GameStop had an incredible 121.07 percent of their available shares in a short position. In effect this means that investors had 'borrowed' more shares (with a future promise to return them) than the total number of shares available for public trading. Owing to this behavior of professional investors, retail investors enacted a campaign to drive up the stock price of Gamestop, leading to losses of billions when investors had to repurchase the stock they had borrowed. At this time, a similar – but less effective – social media campaign was also carried out for the stock price of cinema operator AMC, and the price of silver. What is short selling? Short selling is essentially where an investor bets on a share price falling by: borrowing a number of shares selling these shares while the price is still high; purchasing the same number again once the price falls; then returning the borrowed shares at a profit. Of course, a profit will only be made if the share price does fall; should the share price rise the investor will then need to purchase the shares back at a higher price, and thus incur a loss. Short selling can lead to some very large profits in a short amount of time, with Tesla stock generating over one billion dollars in short sell profits during the first week of March 2020 alone, owing to the financial crash caused by the coronavirus (COVID-19) pandemic. However, owing to the short-term, opportunistic nature of short selling, these returns look less impressive when considered as net profits from short sell positions over the full year. The risks of short selling Short selling carries greater risks than traditional investments, and for this reason financial advisors often recommend against this strategy for ‘retail’ (i.e. non-professional) investors. The reason for this is that losses from short selling are potentially uncapped, whereas losses from traditional investments are limited to the initial cost. For example, if someone purchases 100 dollars of shares, the maximum they can lose is the 100 dollars the spent on those shares. However, say someone borrows 100 dollars of shares instead, betting on the price falling. If these shares are then sold for 100 dollars but the price subsequently rises, the losses could greatly exceed the initial investment should the price rise to, say, 500 dollars. The risks of short selling can be seen by looking again at Tesla, with the company causing the greatest losses over 2020 from short selling at over 40 billion U.S. dollars.

A list of the top 50 Renaissance Technologies holdings showing which stocks are owned by Jim Simons's hedge fund.

A list of the top 50 Pershing Square Capital Management holdings showing which stocks are owned by Bill Ackman's hedge fund.

In 2025, ** percent of adults in the United States invested in the stock market. This figure has remained steady over the last few years and is still below the levels before the Great Recession, when it peaked in 2007 at ** percent. What is the stock market? The stock market can be defined as a group of stock exchanges where investors can buy shares in a publicly traded company. In more recent years, it is estimated an increasing number of Americans are using neobrokers, making stock trading more accessible to investors. Other investments A significant number of people think stocks and bonds are the safest investments, while others point to real estate, gold, bonds, or a savings account. Since witnessing the significant one-day losses in the stock market during the financial crisis, many investors were turning towards these alternatives in hopes for more stability, particularly for investments with longer maturities. This could explain the decrease in this statistic since 2007. Nevertheless, some speculators enjoy chasing the short-run fluctuations, and others see value in choosing particular stocks.

In recent years, alternative investments have gained significant attention, primarily as a hedge against market volatility and inflation. Investors are looking beyond traditional stocks and bonds, seeking more diverse asset classes to balance risk and return. From hedge funds to private equity, real estate to digital assets, alternative investments are...

DAVP covers more than 2 million virtual portfolios created by 1.6 million users since 2013 and covers over 100 million rebalancing actions across all A-share stocks.

DAVP provides granular, record-level details for each rebalancing transaction, including the transition amount, price, and weight. Since 2022, it has also captured point-in-time (PIT) metadata on individual virtual portfolios, such as portfolio returns and popularity trends. This rich and structured dataset empowers clients to customize indicators based on their unique investment perspectives with ease.

In addition, by dividing the rebalancing records into different groups based on users’ experience, activity level, and portfolio diversity, DAVP provides easy-to-use derived insights into the investment strategy and behaviors of different groups of investors as below.

1)Popularity indicators. (e.g., number of rebalancing users/portfolios, number of rebalance, total rebalance weight/shares)

2)Sentiment indicators. (e.g., number of buy/sell users/portfolios, number of buy/sell weight/ shares, number of first buy users)

3)Market price indicators (e.g., buy/sell average/median price)

• Coverage: 5000+ A-share stocks
• History: From 2013-01-01
• Update Frequency: Daily

As of August 2025, Euroclear was the largest fund manager among global fund managers by assets under management (AUM), managing around **** trillion U.S. dollars. BlackRock came in second, with approximately **** trillion US dollars in assets under management. Meanwhile, Schwab ranked third, managing fund assets worth ***** trillion US dollars. Types of investment funds. Investment funds are an important part of financial planning and investing. There are several different types of investment funds offered by fund managers, each with their own purpose and asset types. Mutual funds pool money from many investors and use that money to purchase a portfolio of stocks, bonds, and other securities. Index funds are a type of mutual fund that tracks a market index, like the S&P 500. Exchange-traded funds (ETFs) are a type of mutual fund, that is continuously traded on a stock exchange. ETFs often track market indexes or sectors. Real estate investment trusts (REITs) provide both retail and institutional investors with exposure to income-generating real estate assets such as office buildings, apartments and hotels, without having to fully invest in an individual property. The benefits of investment funds. The main advantage of investment funds is that they provide instant portfolio diversification. Rather than choosing just a few stocks or bonds, funds allow you to invest in a wide variety of different securities in one purchase. This helps reduce risk, as poor performance of one holding has less impact on the overall fund. Funds also provide access to professional management and research. Managers can take advantage of opportunities and insights that an individual investor may not have the ability to leverage. Finally, funds offer convenience. Investors won't be required to constantly rebalance portfolios. While costs and fees are a consideration, investment funds can be an excellent hands-off way for both retail and institutional investors to benefit from the market while spreading risk over many asset classes and securities.

Key Stock Market Outlook

According to our latest research, the global key stock market size reached USD 104.5 trillion in 2024, reflecting a robust expansion driven by increasing investor participation and technological advancements in trading systems. The market is anticipated to grow at a CAGR of 7.2% from 2025 to 2033, reaching a projected value of USD 195.7 trillion by 2033. This growth trajectory is primarily supported by the rising adoption of digital trading platforms, the democratization of investing via fintech solutions, and a growing appetite for equities among both institutional and retail investors. As per our latest research, the stock market continues to benefit from favorable regulatory environments and the ongoing globalization of capital markets.

One of the most significant growth factors for the key stock market is the widespread adoption of online trading platforms. The proliferation of smartphones, enhanced internet connectivity, and the emergence of user-friendly trading applications have empowered a new generation of investors to participate in equity markets. This accessibility has led to a surge in retail investor activity, particularly in emerging economies where financial literacy and digital penetration are on the rise. Additionally, algorithmic trading and artificial intelligence-driven analytics are enabling investors to make faster and more informed decisions, further boosting trading volumes and market liquidity. These technological advancements are not only transforming how stocks are traded but are also expanding the investor base, thereby driving the overall market growth.

Institutional investors continue to play a pivotal role in shaping the dynamics of the global key stock market. Pension funds, mutual funds, hedge funds, and sovereign wealth funds are increasingly allocating larger portions of their portfolios to equities, attracted by the potential for higher returns compared to traditional fixed-income instruments. This institutional demand is further amplified by favorable macroeconomic conditions, such as low interest rates and accommodative monetary policies adopted by central banks worldwide. As institutional players seek to diversify their holdings and manage risk through sophisticated strategies, their participation not only enhances market stability but also encourages the development of innovative financial products and services, thereby contributing to the sustained growth of the stock market.

Regulatory modernization and cross-border capital flows are also significant contributors to the expansion of the key stock market. Governments and regulatory bodies in major financial centers are continually refining policies to enhance transparency, investor protection, and market efficiency. The harmonization of listing requirements and trading standards across regions is facilitating easier access for foreign investors, leading to increased globalization of stock exchanges. Moreover, the rise of sustainable investing and ESG (Environmental, Social, and Governance) criteria is attracting new pools of capital, especially from socially conscious investors. These regulatory and structural reforms are creating a more inclusive and resilient stock market ecosystem, encouraging long-term participation from a diverse range of stakeholders.

Regionally, North America remains the largest contributor to the global key stock market, with the United States accounting for a significant share due to the dominance of exchanges such as the NYSE and NASDAQ. However, the Asia Pacific region is witnessing the fastest growth, propelled by the rapid economic development of countries like China, India, and Southeast Asian nations. Europe continues to maintain a strong presence, supported by established financial hubs like London, Frankfurt, and Paris. Meanwhile, Latin America and the Middle East & Africa are emerging as promising markets, driven by ongoing economic reforms and increased integration with global financial systems. This regional diversification is ensuring a balanced and resilient growth outlook for the global key stock market over the forecast period.

Type Analysis

The key stock market can be segmented by type into Common Stock, Preferred Stock, and Hybrid Stock, each offering distinct characteristics and investment opportunities. Common stock remains the most widely traded and recognized type, representing ownership in a company and entitling shareho

According to a January 2021 survey of social media users in the United States, around five in ten users of LinkedIn reported having money invested in the stock market. Reddit users were also more likely to have made stock investments in the past, as 52 percent of the respondents belonging to the Reddit's community reported having money personally or jointly in the stock market. In January 2021, Reddit users belonging to the subreddit r/wallstreetbets came together in a coordinated buying of GameStop shares in order to deliberately increase the losses of hedge funds that had expected the price would decrease.

The total global net assets of mutual funds registered in the United States amounted to approximately 28.54 trillion U.S. dollars in 2024, compared to around 5.53 trillion U.S. dollars in 1998. Mutual funds: additional information Mutual funds are investment funds in which the capital is pooled from several investors and then used to buy securities such as stocks, bonds, or money market instruments. Although investing in mutual funds rather than direct investment in individual securities still presents a certain degree of risk, it has become more and more common practice around the world. One of the biggest advantages of this type of investment is the fact that the fund assets are managed by professionals. They aim to eliminate some risk involved in investing in individual stocks and bonds through diversification of assets. As of 2024, there were almost 7,038 mutual funds domiciled in the United States. There are four main types of mutual funds, categorized by the nature of their principal investments, namely: stock or equity funds (whether domestic or international), bond or fixed income funds, money market funds, and hybrid funds. In 2023, domestic equity funds were the most popular category in the United States, representing 46 percent of all mutual fund and ETF assets.

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

High Frequency trading dataset copyright FirstRateData.com

What's new:

Add tick dataset :)
Add transaction fee
The model needs to learn how to avoid the cost from transaction fee, which means it should avoid buying too many times
You can add a supplimentary model for Qnet (No consideration for transaction fee), and let it consider the transaction cost
A trail model will be: Use a LSTM and input action and output the same way with loss = loss-transaction fee
The model simply decide whether to execute this order or just stay. Buy and sell are determined by Qnet
Add drop trend dataset

A list of the top 50 Encompass More Asset Management holdings showing which stocks are owned by Encompass More Asset Management's hedge fund.

Context

"Greed, for lack of a better word, is good"

The stock market has always intrigued me. Numbers, Charts, High-pressure environments, thinking on your feet, Wall Street, Hedge funds all of it!

To even begin to explore stocks, one needs to have a good amount of historical data and knowledge of a lot of technical details. Now, OHLC(Open High Low Close) data is available easily on many websites nowadays. But those as features are not enough to predict the stock prices. The stock market depends upon many many factors such as previous days performance, Global financial news, Public sentiment about the company, Mergers & Acquisitions, Moving Averages, etc

Feature Extraction is a tedious job to do, more so when we are talking about stocks. I have created this Pipeline to extract many Technical Indicators as well as lagged features for training Machine Learning algorithms for forecasting Stock Prices. One can also train multiple algorithms on multiple stocks and get an evaluation instantly on how did it perform.

Please check out the app below- https://stock-prediction-dashboard.herokuapp.com/

High-quality financial data especially which requires domain knowledge & expertise in quantitative methods is difficult to get and even if available it would be very costly. This was my motivation for creating and uploading this dataset on Kaggle, so anyone can leverage these extracted features and indicators to build and train their own machine learning models and identify patterns & trends.

Content

This dataset has around 64 features which include features extracted from OHLC, other index prices such as QQQ(Nasdaq-100 ETF) & S&P 500, technical indicators such as Bollinger bands, EMA(Exponential Moving Averages), Stochastic %K oscillator, RSI, etc.

Furthermore, It has lagged features from previous day price data as we know previous day prices affect the future stock price. Then, the data has date features which specify, if it's a leap year, if its month start or end, Quarter start or end, etc.

All of these features have something to offer for forecasting. Some tell us about the trend, some give us a signal if the stock is overbought or oversold, some portrays the strength of the price trend.

I will keep on adding all of the Nasdaq-100 companies to the dataset for the past 10 years approx. So when completed, this data will contain around 100 stocks.

Acknowledgements

This dataset belongs to me. I’m sharing it here so that people can build upon it and try and create some effective methods to predict the random walk.

Inspiration

Can you predict the unpredictable? Can you predict the Stock market movement using machine learning or deep learning techniques? To be precise, Can you generate realistic buy/sell signals for the next day based on future stock price estimates using time series modeling?

In 2024, 54 percent of the households in the United States owned shares in a mutual fund. This is a significant increase on the 5.7 percent recorded in 1980, but close to 52 percent found in 2022.Mutual fundsA mutual fund is a variety of collective investment vehicle managed professionally that pools money from many investors to purchase securities. They play an important role in household finances in the United States of today, most notably in retirement planning. It is commonly applied only to the forms of collective investment that are regulated and are sold to the public at large. The majority of mutual funds are what is known as ‘open-ended’, meaning that shares can be bought or sold at anytime. There are a number of advantages associated with mutual funds as opposed to direct investment in individual securities. The nature of the fund as a collective investment vehicle provides increased diversification and ease of comparison to investors. The fact that they are managed professionally, and that the investment is pooled, enables participation in investments that would normally only be available to larger investors. Mutual funds are also stable in price as daily liquidity ensures minimum loss of value. Despite several advantages, as with every aspect of investment, some disadvantages are to be considered. Fees are an inevitable part of a professionally managed fund, as is the inability to customize the investment. A common complaint is also that the investor has less control over the timing of the recognition of their gains.

I'm fascinated how banking and large hedge funds are utilizing the huge amount of data they possess to drive the stock market in either direction. Many companies do gather these data and sell them again, while they are already public information. I'm a beginner in this world and I want to make majority of the scattered data available to everyone in one place to ease process of analysis with minimal cost possible. his dataset contains the prices for stocks since establishment until November 1st, 2021. The stocks divided based on the market index (Dow Johns, Nasdaq 100, S&P 500, and Russell 3000).

Hope you find dataset is useful.

China Retail Investor Sentiment Analytics provides sentiment analytics of Chinese retail investors based on 2 stock forums, Guba (GACRIS dataset) and Xueqiu (XACRIS dataset), the most popular stock forums in China from 2007.

By utilizing in-house NLP models which are dedicatedly optimized for Chinese stock forum posts and trained on a proprietary manually labeled and cross-checked training data, the dataset provides accurate text analytics of post content, including but not limited to quality, sentiment, and relevant stocks with relevance score. In addition to the aggregated statistics of stock sentiment and popularity, the dataset also provides rich and fine-grained information for each user/post in record level. For example, it reports the registration time, number of followers for each user, and also the replies/readings and province being published for each post. Moreover, these meta data are processed in point-in-Time (PIT) manner since 2019.

The dataset could help clients easily capture the sentiment and popularity among millions of Chinese retail investors. On the other hand, it also offers flexibility for clients to customize novel analytics, such as studying the sentiment (conformity/divergence) of users of different level of influence or posts of different hotness, or simply filtering the posts published by users which are too active/positive/negative in a time window when aggregating the statistics.

Coverage: All A-share and Hong Kong stocks, 300+ popular US stocks Update Frequency: Daily or intra-day