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.

US retail investors had a relatively strong opinion on whether the stock market was more profitable than investments in cryptocurrencies. Nearly ** percent of the respondents to a survey listed crypto as potentially having the most risk, against almost ** percent preferring the stock market over virtual currencies in terms of profitability. One potential reason why this could be found at the US opinion on risk: slightly more respondents felt that the stock market was a more risky to invest in. This is quite different from answers given to these same questions but by consumers from the United Kingdom.

Graph and download economic data for Rest of the World; Foreign Direct Investment in U.S.: Equity; Asset (Market Value), Level (BOGZ1FL263092141A) from 1945 to 2024 about FDI, market value, equity, assets, and USA.

As of 2024, the United States was the country with the highest participation rate in stock markets. Approximately *** million Americans - more than one in two - was invested in the stock market, either by direct retail investing or through financial vehicles like life insurance and pension funds. Canada was the second country in the ranking, with nearly 100 million shareholders, followed by the India, where ** million individuals were invested in stock markets.

Robinhood has commanded the ******* share of the retail investing market in the United States since at least early 2020, with its market share fluctuating between ********* and********* of the market over this period. For comparison, the next highest market share is held by Fidelity, with between **** and ***percent of the market. Robinhood is a smartphone-based app which allows retail investors to easily engage in commission-free share trading.

Context:

The provided dataset is extracted from yahoo finance using pandas and yahoo finance library in python. This deals with stock market index of the world best economies. The code generated data from Jan 01, 2003 to Jun 30, 2023 that’s more than 20 years. There are 18 CSV files, dataset is generated for 16 different stock market indices comprising of 7 different countries. Below is the list of countries along with number of indices extracted through yahoo finance library, while two CSV files deals with annualized return and compound annual growth rate (CAGR) has been computed from the extracted data.

Number of Countries & Index:

https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F15657145%2F90ce8a986761636e3edbb49464b304d8%2FNumber%20of%20Index.JPG?generation=1688490342207096&alt=media" alt="">

Content:

Unit of analysis: Stock Market Index Analysis

This dataset is useful for research purposes, particularly for conducting comparative analyses involving capital market performance and could be used along with other economic indicators.

There are 18 distinct CSV files associated with this dataset. First 16 CSV files deals with number of indices and last two CSV file deals with annualized return of each year and CAGR of each index. If data in any column is blank, it portrays that index was launch in later years, for instance: Bse500 (India), this index launch in 2007, so earlier values are blank, similarly China_Top300 index launch in year 2021 so early fields are blank too.

The extraction process involves applying different criteria, like in 16 CSV files all columns are included, Adj Close is used to calculate annualized return. The algorithm extracts data based on index name (code given by the yahoo finance) according start and end date.

Annualized return and CAGR has been calculated and illustrated in below image along with machine readable file (CSV) attached to that.

To extract the data provided in the attachment, various criteria were applied:

1. Content Filtering: The data was filtered based on several attributes, including the index name, start and end date. This filtering process ensured that only relevant data meeting the specified criteria.

2. Collaborative Filtering: Another filtering technique used was collaborative filtering using yahoo finance, which relies on index similarity. This approach involves finding indices that are similar to other index or extended dataset scope to other countries or economies. By leveraging this method, the algorithm identifies and extracts data based on similarities between indices.

In the last two CSV files, one belongs to annualized return, that was calculated based on the Adj close column and new DataFrame created to store its outcome. Below is the image of annualized returns of all index (if unreadable, machine-readable or CSV format is attached with the dataset).

Annualized Return:

As far as annualised rate of return is concerned, most of the time India stock market indices leading, followed by USA, Canada and Japan stock market indices.

https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F15657145%2F37645bd90623ea79f3708a958013c098%2FAnnualized%20Return.JPG?generation=1688525901452892&alt=media" alt="">

Compound Annual Growth Rate (CAGR):

The best performing index based on compound growth is Sensex (India) that comprises of top 30 companies is 15.60%, followed by Nifty500 (India) that is 11.34% and Nasdaq (USA) all is 10.60%.

The worst performing index is China top300, however this is launch in 2021 (post pandemic), so would not possible to examine at that stage (due to less data availability). Furthermore, UK and Russia indices are also top 5 in the worst order.

https://www.googleapis.com/download/storage/v1/b/kaggle-user-content/o/inbox%2F15657145%2F58ae33f60a8800749f802b46ec1e07e7%2FCAGR.JPG?generation=1688490409606631&alt=media" alt="">

Geography: Stock Market Index of the World Top Economies

Time period: Jan 01, 2003 – June 30, 2023

Variables: Stock Market Index Title, Open, High, Low, Close, Adj Close, Volume, Year, Month, Day, Yearly_Return and CAGR

File Type: CSV file

Inspiration:

• Time series prediction model
• Investment opportunities in world best economies
• Comparative Analysis of past data with other stock market indices or other indices

Disclaimer:

This is not a financial advice; due diligence is required in each investment decision.

Discover the latest insights into the booming US Securities Brokerage Market. Explore market size, growth trends (CAGR 4.23%), key players (Fidelity, Schwab, Robinhood), and regional breakdowns. This comprehensive analysis projects significant growth through 2033, driven by online trading and retail investor participation. Recent developments include: February 2023: Fidelity Investments, one of the world's leading global fixed-income investment managers, announced the launch of the Fidelity Municipal Core Plus Bond Fund (FMBAX), adding to Fidelity's diverse lineup of active fixed-income strategies reaching across the risk spectrum. The fund, which allows Fidelity to participate in a fast-growing subset within the municipal bond space, is available commission-free and with no investment minimum to individual investors and financial advisors through Fidelity's online brokerage platforms., February 2023: Robinhood aims to buy back Bankman Fried's 7% stake. Robinhood says its board has given the green light to a plan to buy FTX founder Sam Bankman-Fried's seven percent stake in the stock trading app.. Notable trends are: Securities Brokerage is the leading Revenue generating in US Market.

Snapshot img

Mutual Funds Market Size 2025-2029

The mutual funds market size is valued to increase USD 85.5 trillion, at a CAGR of 9.9% from 2024 to 2029. Market liquidity will drive the mutual funds market.

Major Market Trends & Insights

North America dominated the market and accounted for a 52% growth during the forecast period.
By Type - Stock funds segment was valued at USD 50.80 trillion in 2023
By Distribution Channel - Advice channel segment accounted for the largest market revenue share in 2023

Market Size & Forecast

Market Opportunities: USD 151.38 trillion
Market Future Opportunities: USD 85.50 trillion
CAGR : 9.9%
North America: Largest market in 2023

Market Summary

The market represents a dynamic and ever-evolving financial landscape, characterized by continuous growth and innovation. With core technologies such as artificial intelligence and machine learning increasingly shaping investment strategies, mutual funds have become a preferred choice for individual and institutional investors alike. According to recent reports, mutual fund assets under management globally reached an impressive 61.8 trillion USD as of 2021, underscoring the market's substantial size and influence. However, the market is not without challenges. Transaction risks, regulatory compliance, and competition from alternative investment vehicles remain significant hurdles.
Despite these challenges, opportunities abound, particularly in developing nations where mutual fund adoption rates have been on the rise. For instance, mutual fund assets in Asia Pacific grew by 15.3% in 2020, outpacing the global average. As market liquidity continues to improve and regulatory frameworks evolve, the market is poised for further expansion and transformation.

What will be the Size of the Mutual Funds Market during the forecast period?

Get Key Insights on Market Forecast (PDF) Request Free Sample

How is the Mutual Funds Market Segmented and what are the key trends of market segmentation?

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

Type

  Stock funds
  Bond funds
  Money market funds
  Hybrid funds


Distribution Channel

  Advice channel
  Retirement plan channel
  Institutional channel
  Direct channel
  Supermarket channel


Geography

  North America

    US
    Canada


  Europe

    France
    Germany
    Italy
    Spain
    UK


  APAC

    Australia
    China
    India


  Rest of World (ROW)

By Type Insights

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

Mutual funds, specifically those investing in stocks, constitute a significant segment of the financial market. These funds exhibit diverse characteristics, catering to various investor preferences. For instance, growth funds prioritize stocks with high growth potential, while income funds focus on securities yielding regular dividends. Index funds mirror a specific market index, such as the S&P 500, and sector funds zero in on a particular industry sector. Share classes within mutual funds differ based on the share of investment. For example, large-cap funds allocate a minimum of 80% of their assets to large-cap companies, which represent the top 100 firms in terms of market capitalization.

Investors can opt for dividend reinvestment plans, enabling them to reinvest their dividends to maximize returns. Tax-efficient investing strategies, such as tax-loss harvesting, help minimize tax liabilities. Bond fund yields and currency exchange risk are essential considerations for investors in bond funds. Risk management strategies, including diversification and asset allocation models, play a crucial role in mitigating potential losses. Fund manager expertise and regulatory compliance frameworks are essential factors for investors. Hedge fund strategies, financial statement audits, actively managed funds, and passive investment strategies all contribute to the evolving mutual fund landscape. Expense ratios, asset allocation models, capital gains distributions, and portfolio rebalancing techniques are essential metrics for evaluating mutual fund performance.

Inflation-adjusted returns and equity fund volatility are crucial for long-term investment planning. Alternative investment funds and exchange-traded funds (ETFs) offer additional investment opportunities, with global diversification benefits and passive investment strategies gaining popularity. Nav calculation methods and passive investment strategies further broaden the scope of mutual fund investments. According to recent studies, stock mutual fund adoption stands at 35%, with expectations of a 21% increase in industry participation over the next five years. Meanwhil

The value of global domestic equity market increased from ***** trillion U.S. dollars in 2013 to ****** trillion U.S. dollars in 2024. The United States was by far the leading country with the largest share of total world stocks as of 2024. Global market capitalization in different regions The market capitalization of domestic companies listed varied across different regions of the world. As of Decmber 2024, the Americas region had the largest domestic equity market, totaling ** trillion U.S. dollars. This region is home to the NYSE and Nasdaq, which are the two largest stock exchange operators in the world. The market capitalization of these two exchanges alone exceeded ** billion U.S. dollars as of January 2025, larger than the total market capitalization in the Asia-Pacific, and in the EMEA regions in the same period. Largest Stock Exchanges in Latin America As of December 2024, the B3 (Brasil Bolsa Balcao) was the biggest stock exchange in Latin America in terms of market capitalization and the second-largest in terms of number of listed companies. Following the B3 were the Mexican Stock Exchange and the Santiago Stock Exchange in Chile. The most valuable company in Latin America is listed on the Mexican Stock Exchange: Fomento Económico Mexicano, a multinational beverage and retail company headquartered in Monterrey, had a market cap of *** billion U.S. dollars as of March 2025.

Graph and download economic data for Money Market Funds; Total Financial Assets, Level (MMMFFAQ027S) from Q4 1945 to Q2 2025 about MMMF, IMA, financial, assets, and USA.

The global Smart Stock Selection Service Software market is poised for remarkable growth, projected to reach approximately $1763 million by 2025, with a robust Compound Annual Growth Rate (CAGR) of 13.5% expected through 2033. This expansion is driven by a confluence of factors, including the increasing democratization of investment tools, the rising demand for data-driven decision-making in financial markets, and the continuous technological advancements in artificial intelligence and machine learning that enhance predictive capabilities. The software caters to a diverse user base, encompassing individual investors seeking to optimize their portfolios and institutional investors requiring sophisticated analytical frameworks for large-scale asset management. The market is segmented into software tailored for individual investors and more comprehensive solutions for institutional investors, reflecting the varied needs and investment scales within these segments. The burgeoning adoption of algorithmic trading, coupled with the growing accessibility of cloud-based platforms, further fuels market expansion. While the market experiences significant tailwinds, potential restraints could emerge from the evolving regulatory landscape and the need for continuous cybersecurity enhancements to protect sensitive financial data. Nevertheless, the inherent value proposition of smart stock selection—offering efficiency, enhanced returns, and reduced risk—continues to drive adoption across key regions. North America, with its mature financial markets and early technology adoption, is expected to maintain a significant market share. However, the Asia Pacific region, driven by rapid economic growth, increasing financial literacy, and a burgeoning retail investor base in countries like China and India, is anticipated to exhibit the fastest growth trajectory. Europe, with its established financial hubs, also represents a crucial market, while emerging economies in South America and the Middle East & Africa present substantial untapped potential for future growth. This comprehensive report delves into the dynamic Smart Stock Selection Service Software market, providing in-depth analysis and future projections. Spanning the Study Period of 2019-2033, with a Base Year of 2025, and encompassing a Forecast Period from 2025-2033, this report leverages data from the Historical Period (2019-2024) to offer actionable insights. The market is segmented across various Companies including Bloomberg, Refinitiv, Morningstar, MetaTrader, TradeStation, Charles Schwab, QuantConnect, TradingView, and Barchart. It further categorizes by Application (Individuals, Institutions) and Types (Software for Individual Investors, Software for Institutional Investors), and examines key Industry Developments. This report is essential for stakeholders seeking to understand market dynamics, growth opportunities, and competitive landscapes.

The global investing app market is experiencing robust growth, driven by increasing smartphone penetration, rising financial literacy among millennials and Gen Z, and the desire for convenient and accessible investment options. The market, estimated at $150 billion in 2025, is projected to expand at a Compound Annual Growth Rate (CAGR) of 15% from 2025 to 2033, reaching an impressive $500 billion. This growth is fueled by several key trends: the simplification of investment processes through user-friendly interfaces, the rise of robo-advisors offering automated portfolio management, and the increasing integration of social trading features. Furthermore, the expansion of fractional share trading and the introduction of innovative investment products like thematic ETFs contribute significantly to market expansion. While regulatory scrutiny and security concerns represent potential restraints, the overall market outlook remains exceptionally positive. The segment breakdown shows a roughly even split between personal/family use and enterprise use, with cloud-based applications dominating the market due to their accessibility and scalability. North America currently holds the largest market share, driven by high adoption rates and a well-developed financial technology ecosystem; however, significant growth opportunities exist in Asia-Pacific, particularly in India and China, due to their burgeoning middle class and increasing internet penetration. The competitive landscape is intensely dynamic, with established players like Charles Schwab and Fidelity competing against innovative fintech startups like Robinhood and Acorns. This competition further drives innovation and affordability, ultimately benefitting the end-user. The success of investing apps hinges on user experience, security protocols, and the ability to adapt to evolving investor needs. Future growth will likely be influenced by advancements in artificial intelligence (AI) for personalized investment advice, blockchain technology for enhanced security and transparency, and the integration of more sophisticated financial tools to cater to a more diverse range of investors with varying levels of experience. The continued focus on financial education and inclusion will play a crucial role in driving further market expansion, reaching underserved populations and fostering financial empowerment across different demographics. The market's evolution will also see a greater emphasis on personalized financial planning tools that integrate investment management with budgeting, debt management, and other financial planning needs within a single, cohesive platform.

Key Stock Market Outlook

As per our latest research, the global key stock market size reached USD 105.6 trillion in 2024, reflecting the immense scale and influence of equity markets worldwide. The market is expected to grow at a CAGR of 7.4% from 2025 to 2033, projecting a value of approximately USD 200.8 trillion by 2033. This robust expansion is driven by increasing participation from retail and institutional investors, advancements in digital trading platforms, and the ongoing globalization of financial markets.

One of the primary growth factors for the key stock market is the rapid adoption of digital trading technologies. The proliferation of online trading platforms has democratized access to stock markets, allowing individual investors to participate alongside large institutions. The integration of artificial intelligence, machine learning, and algorithmic trading has further enhanced market efficiency and liquidity, attracting a broader range of market participants. Additionally, the rise of mobile trading applications has made stock market investing more accessible, especially in emerging economies, fueling overall market growth.

Another significant driver is the increasing involvement of institutional investors, such as pension funds, mutual funds, and sovereign wealth funds. These entities manage vast pools of capital and play a pivotal role in shaping market dynamics. Their growing presence in both developed and developing markets has led to higher trading volumes, improved market stability, and the introduction of sophisticated investment products. The demand for diversified portfolios and sustainable investment options, such as ESG (Environmental, Social, and Governance) stocks, is also contributing to the expansion of the key stock market.

Government policies and regulatory reforms have also played a crucial role in fostering the growth of global stock markets. Many countries have implemented measures to enhance transparency, reduce transaction costs, and protect investor interests. These initiatives have bolstered investor confidence and encouraged greater participation from both domestic and foreign investors. Furthermore, the trend toward financialization in emerging markets, coupled with economic reforms and liberalization, has opened new avenues for capital formation and wealth creation, further propelling the market forward.

From a regional perspective, North America continues to dominate the global key stock market, accounting for the largest share in terms of market capitalization and trading volume. However, Asia Pacific is emerging as a key growth engine, driven by the rapid expansion of stock exchanges in China, India, and Southeast Asia. Europe remains a significant player, with established markets in the UK, Germany, and France, while Latin America and the Middle East & Africa are witnessing steady growth due to increased financial inclusion and capital market reforms. The interplay of these regional dynamics is expected to shape the future trajectory of the global stock market.

Type Analysis

The key stock market is broadly segmented by type into Common Stock, Preferred Stock, and Hybrid Stock. Common stock remains the most widely traded and recognized form of equity, representing ownership in a corporation and entitlement to voting rights and dividends. The liquidity and transparency associated with common stock make it the preferred choice for both retail and institutional investors. The demand for common stock is further amplified by its inclusion in major stock indices and its use as a benchmark for market performance. Over the past decade, the surge in initial public offerings (IPOs) and the listing of technology companies have significantly increased the volume and diversity of common stocks available in global markets.

Preferred stock, on the other hand, appeals to investors seeking stable income streams and lower risk profiles.

The global capital exchange ecosystem market, valued at $1.06 trillion in 2025, is projected to experience robust growth, driven by increasing global trade, the rise of fintech innovations, and a growing preference for digital trading platforms. The market's Compound Annual Growth Rate (CAGR) of 5.80% from 2025 to 2033 signifies a consistently expanding market opportunity. Key segments, including the primary and secondary markets, contribute significantly to this growth, with the primary market fueled by Initial Public Offerings (IPOs) and other new listings, while the secondary market thrives on the continuous trading of existing securities. The diverse range of stock and bond types (common, preferred, growth, value, defensive stocks; government, corporate, municipal, mortgage bonds) caters to a broad spectrum of investor profiles and risk appetites. Technological advancements, including high-frequency trading algorithms and improved data analytics, are further enhancing market efficiency and liquidity. However, regulatory hurdles, geopolitical uncertainties, and cybersecurity threats remain as potential restraints on market growth. The strong presence of established exchanges like the New York Stock Exchange (NYSE), NASDAQ, and the London Stock Exchange, alongside emerging players in Asia and other regions, contributes to the market's competitive landscape. Regional growth will likely be influenced by economic development, regulatory frameworks, and investor confidence, with North America and Asia Pacific anticipated to maintain leading positions. The future of the capital exchange ecosystem hinges on adaptation and innovation. The increasing integration of blockchain technology and decentralized finance (DeFi) is expected to reshape trading infrastructure and potentially challenge traditional exchange models. Increased regulatory scrutiny globally will likely necessitate further transparency and improved risk management practices by exchanges. Furthermore, the growing prominence of Environmental, Social, and Governance (ESG) investing will influence investment strategies and, consequently, trading activity across various asset classes. The market's future success will depend on its ability to effectively manage risks, embrace technological innovation, and meet the evolving needs of a diverse and increasingly sophisticated investor base. Continued growth is anticipated, driven by both established and emerging markets. Recent developments include: In December 2023, Defiance ETFs, introduced the Defiance Israel Bond ETF (NYSE Arca: CHAI) to facilitate investors' access to the Israeli bond market. CHAI commenced trading on the New York Stock Exchange. The ETF, CHAI, mirrors the MCM (Migdal Capital Markets) BlueStar Israel Bond Index, enabling investors to tap into both Israel government and corporate bonds. This index specifically monitors the performance of bonds, denominated in USD and shekels, issued by either the Israeli government or Israeli corporations., In January 2024, the National Stock Exchange (NSE) saw a 22% rise in its investor base, increasing from 70 million to 85.4 million during the calendar year 2023. This growth highlights the increasing participation of retail investors in the stock market.. Key drivers for this market are: Automating all processes, Regulatory Landscape. Potential restraints include: Automating all processes, Regulatory Landscape. Notable trends are: Increasing Stock Exchanges Index affecting Capital Market Exchange Ecosystem.

Round‑Up Micro‑Investing for Teens Market Outlook

According to our latest research, the Global Round‑Up Micro‑Investing for Teens market size was valued at $1.3 billion in 2024 and is projected to reach $7.8 billion by 2033, expanding at a robust CAGR of 21.6% during 2024–2033. This remarkable growth trajectory is primarily driven by the increasing digital literacy among Generation Z, combined with the proliferation of fintech solutions that make investing accessible, engaging, and educational for teenagers. The surge in parental interest in early financial education and the integration of gamified investment platforms have created a fertile environment for the expansion of round-up micro-investing services tailored specifically to teens. As financial institutions and fintech startups race to capture this emerging demographic, the market continues to evolve with innovative features, regulatory compliance, and personalized experiences that foster long-term financial habits among young users.

Regional Outlook

North America currently holds the largest share of the global Round-Up Micro-Investing for Teens market, accounting for approximately 38% of the total market value in 2024. This dominance is attributed to the region’s mature fintech ecosystem, high smartphone penetration, and progressive regulatory frameworks that support youth-oriented financial products. The presence of leading market players and early adoption of digital banking have further fueled growth in the United States and Canada. Moreover, partnerships between financial institutions and schools to promote financial literacy have accelerated adoption rates. The established culture of investment, alongside favorable parental attitudes toward early financial education, continues to sustain North America’s leadership in the global landscape.

The Asia Pacific region is emerging as the fastest-growing market, with a projected CAGR of 25.4% from 2024 to 2033. This rapid expansion is driven by a burgeoning youth population, increasing smartphone and internet usage, and growing awareness of financial literacy among parents and educational institutions. Key markets such as China, India, and Australia are witnessing significant investments from global and local fintech firms, aiming to tap into the vast, underserved teen demographic. Furthermore, government initiatives promoting digital finance and youth empowerment, coupled with the rise of mobile-first banking, have created an ideal environment for the proliferation of round-up micro-investing platforms in the region.

Emerging economies in Latin America, the Middle East, and Africa are experiencing steady growth, albeit from a smaller base, as cultural and regulatory hurdles present both challenges and opportunities. In these regions, adoption is often hindered by limited access to banking infrastructure, lower digital literacy rates, and concerns regarding data security. However, localized product development and strategic partnerships with schools and community organizations are gradually overcoming these barriers. The increasing penetration of affordable smartphones and the expansion of mobile banking services are enabling more teens to participate in micro-investing, signaling long-term potential despite current constraints.

Report Scope

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.

Bank of America: A Preferred Investment? (BML-J)

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

Market capitalization (% of GDP) of United States of America shot up by 20.59% from 176.7 % in 2023 to 213.1 % in 2024. Since the 24.42% slump in 2022, market capitalization (% of GDP) soared by 37.51% in 2024. Market capitalization (also known as market value) is the share price times the number of shares outstanding. Listed domestic companies are the domestically incorporated companies listed on the country's stock exchanges at the end of the year. Listed companies does not include investment companies, mutual funds, or other collective investment vehicles.

The virtual trading app market, valued at $284 million in 2025, is experiencing robust growth, projected to expand at a Compound Annual Growth Rate (CAGR) of 6.5% from 2025 to 2033. This expansion is fueled by several key factors. Increased accessibility to financial markets through smartphones and tablets, coupled with the rising popularity of online investing and trading education, are significant drivers. The growing demand for risk-free simulated trading environments, allowing novice and experienced investors alike to refine strategies and manage portfolios without financial risk, significantly contributes to market growth. Furthermore, the increasing integration of advanced features like AI-powered insights, algorithmic trading simulations, and gamified learning experiences within these apps enhances their appeal and expands their user base. The market is segmented by application (personal, enterprise, others) and device type (iOS, Android), with the personal application segment currently dominating due to widespread individual investor interest. The competitive landscape is dynamic, with numerous players catering to various user needs and experience levels. Established financial education platforms like Investopedia, alongside dedicated virtual trading platforms like Stockfuse and TradingView, coexist with regionally focused apps such as NSE Pathshala (India) and others. Future market growth will likely be influenced by technological advancements, such as improved AI integration and more realistic market simulation capabilities. The ongoing evolution of regulatory frameworks concerning online trading education and simulated trading will also impact market trajectories. Expansion into emerging markets, particularly in Asia-Pacific regions like India and China where digital adoption is rapidly accelerating, presents significant opportunities for market growth. Geographic expansion, enhanced functionalities, and strategic partnerships will be crucial for companies to thrive in this competitive landscape.

The global Automated Investment Platforms Market size is predicted to grow from USD 8.79 billion in 2024 to USD 43.35 billion by 2034, reflecting a CAGR of over 17.3% from 2025 through 2034. Prominent industry players include Betterment, Wealthfront, Charles Schwab, Vanguard, SoFi, Acorns, Personal Capital, Stash, Ellevest, Ally Invest.