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.

Graph and download economic data for Retail Money Market Funds (RMFSL) from Jan 1973 to Aug 2025 about MMMF, retail, and USA.

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.

Free-Cash-Flow-To-Equity Time Series for IG Group Holdings PLC. IG Group Holdings plc, a fintech company, engages in the online trading business in the United Kingdom, Ireland, the Asia-Pacific, the Middle East, the United States, Europe, and institutional and emerging markets. The company offers retail over the counter derivatives, including contracts for difference, OTC FX and options; and exchange-traded derivatives options and futures under the tastytrade. It also provides stock trading and investment services, such as share trading, smart portfolios, and ISA and SIPPs, as well as equities, exchange traded funds, and fixed income products, which include fractional shares, mutual funds, UK treasury bills, UK tax wrappers, securities lending, and proxy voting services; and cash crypto trading. In addition, the company offers content and education solutions, such as daily live programming, news and original content, and webinars and tutorials, as well as content, education, and support tools, including signals, analytics, charting applications, and proprietary insights through the Trade Live with IG and tastylive channels. Further, it engages in CFD trading, foreign exchange, and market risk management; spread betting; data distribution; software development and support services; turbo warrants issuing; financing; market maker; network and content provision; and brokerage activities. The company serves investors, customers, communities, colleagues, regulators, and suppliers. IG Group Holdings plc was founded in 1974 and is headquartered in London, the United Kingdom.

The number of exchange-traded funds (ETFs) in the United States has steadily increased. Starting with 123 ETFs in 2003, this amount has grown to a total of 3,999 ETFs as of June 2025. The value of assets under management (AUM) allocated to ETFs in the United States has experienced a sharp increase. What is an ETF? An ETF is a pooled financial product that can be bought and sold on the stock market by retail and institutional investors. ETFs are structured to track the performance of underlying securities. This may range from tracking a singular underlying commodity to a diverse assortment of securities. Some of the largest ETF providers by market share in the United States as of 2025 included BlackRock and Vanguard, each accounting for approximately one-third or more of the U.S. market. Types of ETFs Broad-based domestic equity, global equity, and bond ETFs have the highest issuance rates of ETFs in the United States. A broad-based index sets a benchmark to track the performance of a group of underlying securities. A popular example includes the evaluated performance difference between the S&P 500 ESG and S&P 500 indexes.

Free-Cash-Flow-To-Equity Time Series for J.Front Retailing Co. Ltd.. J. Front Retailing Co., Ltd., together with its subsidiaries, operates department stores. The company operates through Department Store Business, Shopping Center (SC) Business, Developer Business, and Payment and Finance Business segments. The Department Store Business segment operates Daimaru and Matsuzakaya stores, as well as sells clothing, miscellaneous goods, household goods, food, etc. The SC Business segment develops, manages, and operates shopping centers. The Developer Business segment develops, manages, and operates interior decorating work of real estate. The Payment and Finance Business segment issues and operates credit cards. The company also engages in the product testing and quality control services; parking lot business; outsourcing of administrative processing and leasing business; information services; prepaid specific trading business; and e-sports team management services. The company was incorporated in 2007 and is based in Tokyo, Japan.

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.

(TTMI) TTM Tech Charts Signal a Potential Breakout

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

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.

SRT Marine Systems (SRT) Charts a Course for Growth

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

Free-Cash-Flow-To-The-Firm Time Series for Federal Realty Investment Trust. Federal Realty is a recognized leader in the ownership, operation and redevelopment of high-quality retail-based properties located primarily in major coastal markets and select underserved regions with strong economic and demographic fundamentals. Founded in 1962, Federal Realty's mission is to deliver long-term, sustainable growth through investing in communities where retail demand exceeds supply. This includes a portfolio of open-air shopping centers and mixed-use destinations"such as Santana Row, Pike & Rose and Assembly Row"which together reflect the company's ability to create distinctive, high-performing environments that serve as vibrant destinations for their communities. Federal Realty's 102 properties include approximately 3,500 tenants in 27 million commercial square feet, and approximately 3,000 residential units. Federal Realty has increased its quarterly dividends to its shareholders for 58 consecutive years, the longest record in the REIT industry. The company is an S&P 500 index member, and its shares are traded on the NYSE under the symbol FRT.

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.

Euronav (EURN) Charts a Course for Growth

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

Cash-Flow-Per-Share Time Series for Raymond James Financial Inc.. Raymond James Financial, Inc., a diversified financial services company, provides private client group, capital markets, asset management, banking, and other services to individuals, corporations, and municipalities in the United States, Canada, and Europe. The Private Client Group segment offers investment services, portfolio management services, insurance and annuity products, and mutual funds; support to third-party mutual fund and annuity companies, including sales and marketing support, as well as distribution and accounting, and administrative services; margin loans; securities borrowing and lending services; diversification strategies and alternative investment products; and custodial, trade execution, research, and other support and services. The Capital Markets segment provides investment banking services, such as equity and debt underwriting, and merger and acquisition advisory services; and fixed income and equity brokerage services. This segment also offers institutional sales, securities trading, equity research, and the syndication and management of investments in low-income housing funds and funds of a similar nature. The Asset Management segment provides asset management, portfolio management, and related administrative services to retail and institutional clients; and administrative support services, such as record-keeping. The Bank segment offers various types of loans, including securities-based, commercial and industrial, commercial real estate and construction, real estate investment trust, residential mortgage, and tax-exempt loans; insured deposit accounts; retail and corporate deposit; and liquidity management products and services. The Other segment engages in the private equity investments comprising invests in third-party funds. Raymond James Financial, Inc. was founded in 1962 and is headquartered in Saint Petersburg, Florida.

Free-Cash-Flow-To-The-Firm Time Series for JPMorgan Chase & Co. JPMorgan Chase & Co. operates as a financial services company worldwide. It operates through three segments: Consumer & Community Banking, Commercial & Investment Bank, and Asset & Wealth Management. The company offers deposit, investment and lending products, cash management, and payments and services; mortgage origination and servicing activities; residential mortgages and home equity loans; and credit cards, auto loans, leases, and travel services to consumers and small businesses through bank branches, ATMs, and digital and telephone banking. It also provides investment banking products and services, including corporate strategy and structure advisory, and equity and debt market capital-raising services, as well as loan origination and syndication; payments; and cash and derivative instruments, risk management solutions, prime brokerage, and research, as well as offers securities services, including custody, fund services, liquidity, and trading services, and data solutions products. In addition, the company provides financial solutions, including lending, payments, investment banking, and asset management to small and midsized companies, local governments, nonprofit clients, and municipalities, as well as commercial real estate clients. Further, it offers multi-asset investment management solutions in equities, fixed income, alternatives, and money market funds to institutional clients and retail investors; and retirement products and services, brokerage, custody, estate planning, lending, deposits, and investment management products to high net worth clients. The company was founded in 1799 and is headquartered in New York, New York.

Free-Cash-Flow-To-Equity Time Series for Alliance Trust PLC. Alliance Trust PLC is a publicly owned investment manager. The firm provides its services to retail investors and institutional investors. It invests in public equity markets. Alliance Trust PLC was founded on April 21, 1888 and is based in Dundee, United Kingdom with an additional office in London, United Kingdom.

Cash-Flow-Per-Share Time Series for Quad Graphics Inc. Quad/Graphics, Inc. provides marketing solutions in North America, Mexico, Central America, the Caribbean, Europe, the Middle East, Africa, South America, and Asia. The company operates through United States Print and Related Services, and International segments. It offers printing services, such as retail inserts, publications, catalogs, special interest publications, journals, direct mail, directories, in-store marketing and promotion, packaging, newspapers, custom print products, and other commercial and specialty printed products; paper procurement services; and manufactures ink. The company also provides marketing and other services, including data intelligence and analytics, technology solutions, media planning, placement and optimization, creative strategy, and content creation, as well as execution in non-print digital and broadcast channels; and imaging and medical services. It serves blue-chip companies that operate in various industries and serve businesses and consumers across various industry verticals, including retail, consumer packaged goods and direct-to-consumer, financial services, and health. Quad/Graphics, Inc. was founded in 1971 and is headquartered in Sussex, Wisconsin.

Free-Cash-Flow-To-Equity Time Series for AT&T Inc. AT&T Inc. provides telecommunications and technology services worldwide. The company operates through two segments, Communications and Latin America. The Communications segment offers wireless voice and data communications services; and sells handsets, wireless data cards, wireless computing devices, carrying cases/protective covers, and wireless chargers through its own company-owned stores, agents, and third-party retail stores. It also provides AT&T Dedicated Internet, fiber ethernet and broadband, fixed wireless, and hosted and managed professional services; and copper-based voice and data, Virtual Private Networks (VPN), wholesale, outsourcing, and IP, as well as customer premises equipment for multinational corporations, small and mid-sized businesses, governmental, and wholesale customers. In addition, this segment offers broadband services, including fiber connections, legacy telephony voice communication services, and other VoIP services and equipment to residential customers. This segment markets its communications services and products under the AT&T, AT&T Business, Cricket, AT&T PREPAID, AT&T Fiber, and AT&T Internet Air brand names. The Latin America segment provides postpaid and prepaid wireless services in Mexico under the AT&T and Unefon brand names, as well as sells smartphones through its stores, agents and third-party retail stores. The company was formerly known as SBC Communications Inc. and changed its name to AT&T Inc. in 2005. AT&T Inc. was incorporated in 1983 and is based in Dallas, Texas.

Free-Cash-Flow-To-Equity Time Series for Apollo Global Management LLC Class A. Apollo Global Management, Inc. is a private equity firm specializing in investments in credit, private equity, infrastructure, secondaries and real estate markets. The firm prefers to invest in private and public markets. The firm's private equity investments include traditional buyouts, recapitalization, distressed buyouts and debt investments in real estate, corporate partner buyouts, distressed asset, corporate carve-outs, middle market, growth, venture capital, turnaround, bridge, corporate restructuring, special situation, acquisition, and industry consolidation transactions. For credit strategies, the firm focuses to invest in multi-sector credit, semi-liquid credit, direct lending, first lien, unitranche, whole loans and private credit. The firm provides its services to endowment and sovereign wealth funds, as well as other institutional and individual investors. It manages client focused portfolios. The firm launches and manages hedge funds for its clients. It also manages real estate funds and private equity funds for its clients. The firm invests in the fixed income and alternative investment markets across the globe. Its fixed income investments include income-oriented senior loans, bonds, collateralized loan obligations, structured credit, opportunistic credit, non-performing loans, distressed debt, mezzanine debt, and value oriented fixed income securities. The firm seeks to invest in chemicals, commodities, consumer and retail, oil and gas, metals, mining, agriculture, commodities, distribution and transportation, financial and business services, manufacturing and industrial, media distribution, cable, entertainment and leisure, telecom, technology, natural resources, energy, packaging and materials, and satellite and wireless industries. It also focuses on clean energy, sustainable industry, climate solutions, energy transition, industrial decarbonization, sustainable mobility, sustainable resource use, and sustainable real estate. It seeks to invest in companies based in across Africa, Asia, North

Common-Stock-Shares-Outstanding Time Series for CBRE Group Inc Class A. CBRE Group, Inc. operates as a commercial real estate services and investment company in the United States, the United Kingdom, and internationally. The Advisory Services segment offers strategic advice and execution to owners, investors, and occupiers of real estate in connection with leasing of offices, and industrial and retail space; clients fully integrated property sales services under the CBRE Capital Markets brand; clients commercial mortgage and structured financing services; originates and sells commercial mortgage loans; property management services, such as marketing, building engineering, accounting, and financial services on a contractual basis for owners of and investors in office, industrial, and retail properties; and valuation services that include market value appraisals, litigation support, discounted cash flow analyses, and feasibility studies, as well as consulting services, such as property condition reports, hotel advisory, and environmental consulting. The Global Workplace Solutions segment provides facilities management, including day-to-day management of client-occupied space, headquarters, regional offices, administrative offices, data centers and other critical facilities, manufacturing and laboratory facilities, and distribution facilities and retail space; and project management services comprising building consulting, program, and project and cost management services under the Turner & Townsend brand name. The Real Estate Investments segment offers investment management services under the CBRE Investment Management brand to pension funds, insurance companies, sovereign wealth funds, foundations, endowments, and other institutional investors; and development services, such as real estate development and investment activities under the Trammell Crow Company and Telford Homes brands to users and investors in commercial real estate, and for their own account. CBRE Group, Inc. was founded in 1906 and is headquartered in Dallas, Texas.

End-Period-Cash-Flow Time Series for Federal Realty Investment Trust. Federal Realty is a recognized leader in the ownership, operation and redevelopment of high-quality retail-based properties located primarily in major coastal markets and select underserved regions with strong economic and demographic fundamentals. Founded in 1962, Federal Realty's mission is to deliver long-term, sustainable growth through investing in communities where retail demand exceeds supply. This includes a portfolio of open-air shopping centers and mixed-use destinations"such as Santana Row, Pike & Rose and Assembly Row"which together reflect the company's ability to create distinctive, high-performing environments that serve as vibrant destinations for their communities. Federal Realty's 102 properties include approximately 3,500 tenants in 27 million commercial square feet, and approximately 3,000 residential units. Federal Realty has increased its quarterly dividends to its shareholders for 58 consecutive years, the longest record in the REIT industry. The company is an S&P 500 index member, and its shares are traded on the NYSE under the symbol FRT.

Free-Cash-Flow-To-Equity Time Series for MidWestOne Financial Group Inc. MidWestOne Financial Group, Inc. operates as the bank holding company for MidWestOne Bank that provides commercial and retail banking products and services to individuals, businesses, governmental units, and institutional customers. The company offers various deposit products, including noninterest bearing and interest bearing demand deposits, demand and interest checking, savings, money market, and time deposits accounts. It also provides commercial, real estate, agricultural, credit card, and consumer loans; and financing arrangements, such as brokered deposits, term debt, subordinated debt, and equity. In addition, it offers private wealth and investment services comprising administering estates, trusts, and conservatorships; property and farm management, investment advisory, retail securities brokerage, financial planning, and custodial services; and licensed broker services. Further, the company provides treasury management, Zelle, online and mobile banking, debit cards, automated teller machines, and safe deposit boxes. MidWestOne Financial Group, Inc. was founded in 1934 and is headquartered in Iowa City, Iowa.

Free-Cash-Flow-To-The-Firm Time Series for The J. M. Smucker Company. The J. M. Smucker Company manufactures and markets branded food and beverage products worldwide. The company operates through four segments: U.S. Retail Coffee, U.S. Retail Frozen Handheld and Spreads, U.S. Retail Pet Foods, and Sweet Baked Snacks. It offers coffee, sweet baked goods, pet snacks, frozen handheld products, peanut butter, cat and dog food, fruit and specialty spreads, cookies, frozen sandwiches and snacks, hot beverages, portion control products, toppings and syrups, baking mixes and ingredients, and flour. The company provides its products under the Folgers, Café Bustelo, Dunkin', Jif, Smucker's, Smucker's Uncrustables, Meow Mix, Milk-Bone, Pup-Peroni, Canine Carry Outs, Hostess, 1850, Robin Hood, and Five Roses brands. The company sells its products through direct sales and brokers to food retailers, club stores, discount and dollar stores, online retailers, pet specialty stores, distributors, drug stores, military commissaries, mass merchandisers, supermarket chains, national mass retailers, convenience stores, vending channels, and foodservice distributors and operators. The J. M. Smucker Company was founded in 1897 and is headquartered in Orrville, Ohio.