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

Context

A hedge fund is a pooled investment fund that trades in relatively liquid assets and is able to make extensive use of more complex trading, portfolio construction, and risk management techniques in an attempt to improve performance, such as short selling, leverage, and derivatives. Financial regulators generally restrict hedge fund marketing to institutional investors, high net worth individuals and o and others who are considered sufficiently sophisticated.

Content

Below is a list of the top 100 largest hedge funds in the world, ranked by assets under management (AUM) for 2020.

Nearly 75% of the largest hedge fund companies by AUM are based in the United States. The UK is also home to a significant number of top hedge fund managers.

As of Q3, 2020 the world’s biggest hedge fund management company is AQR Capital Management, with nearly $250 billion USD in assets under management as of September 1, 2020. Global macro hedge funds are the most highly represented strategy among the world’s 100 largest hedge funds.

Acknowledgements

This dataset is scarped from hedgelists.com, I would like to thank their team for providing us with such great data.

Inspiration

I am working on this data to analyze how the assets under management(AUM) changed last year from the third quarter of 2020 for the world's top 100 hedge funds.

Also, the strategies adopted by the world's top hedge funds ### Context

A hedge fund is a pooled investment fund that trades in relatively liquid assets and is able to make extensive use of more complex trading, portfolio construction, and risk management techniques in an attempt to improve performance, such as short selling, leverage, and derivatives. Financial regulators generally restrict hedge fund marketing to institutional investors, high net worth individuals and o and others who are considered sufficiently sophisticated.

Content

Below is a list of the top 100 largest hedge funds in the world, ranked by assets under management (AUM) for 2020.

Nearly 75% of the largest hedge fund companies by AUM are based in the United States. The UK is also home to a significant number of top hedge fund managers.

As of Q3, 2020 the world’s biggest hedge fund management company is AQR Capital Management, with nearly $250 billion USD in assets under management as of September 1, 2020. Global macro hedge funds are the most highly represented strategy among the world’s 100 largest hedge funds.

Acknowledgements

This dataset is scarped from hedgelists.com, I would like to thank their team for providing us with such great data.

Inspiration

I am working on this data to analyze how the assets under management(AUM) changed last year from the third quarter of 2020 for the world's top 100 hedge funds.

Also, the strategies adopted by the world's top hedge funds provided them with returns even in one of the most bizarre times in the world, i.e. covid pandemic.

Free-Cash-Flow-To-Equity Time Series for CITIC Securities Co Ltd. CITIC Securities Company Limited provides various financial products and services in Mainland China and internationally. The company offers investment banking services, including equity and debt financing, as well as fundraising and financial advisory services to enterprises and other institutional clients. It is involved in the broking of securities and futures; distribution of financial products and investment consulting services; and trading and market-making of equity products, fixed income products and derivatives, foreign exchange, margin financing and securities lending, alternative investment, and commodities business. In addition, the company offers asset management services, such as collective asset management, specialized asset management, separately managed account, fund management, and other investment accounts management; private equity investment and other services; and custody and research services. Further, it provides institutional stock brokerage services, including marketing research, transaction execution, equity financing, and trading projects recommendation for their investments and trading; and investment advisory and management, foreign investment and management, business training, and financial products and securities investment services. Additionally, the company offers finance outsourcing, bond issuance, investment fund and enterprise management, fund distribution, venture capital, entrusted management of equity investment fund, investment with self-owned capital, property management and leasing, hotel management, and venture capital consulting services. It is involved in the information technology development services; business, information, and technical consulting services; technical services; system integration and sales; data processing; commodity trading warehousing and transportation service agents; and purchase and sale of building decoration materials. The company was incorporated in 1995 and is based in Beijing, China.

View LSEG's Lipper Fund Research Database, providing independent fund content to benchmark fund performance, manage risk, and more.

Free-Cash-Flow-To-The-Firm Time Series for Caitong Securities Co Ltd. Caitong Securities Co.,Ltd., together with its subsidiaries, provides securities brokerage services in China and internationally. The company is involved in securities investment consulting, self-operation, underwriting and sponsorship, trading, and lending services; financial advisors related to securities trading and securities investment activities; agency sales of securities investment funds and financial products; margin financing; listed securities market-making transactions; public offering securities investment fund management; financial product investment; equity investment; industrial investment; investment management and advice; investment consulting; asset management; financial consulting; advice on securities investment and institutional financing; information consulting; and other services. It also engages in wealth management, investment banking, private equity funds, futures and other funds, institutional activities, financial derivatives, asset custody, jucai investment advisory activities, and securities proprietary trading. The company was founded in 1993 and is based in Hangzhou, China.

The asset management industry's growth has led to firms often having multiple institutional blockholders, which has a significant impact on corporate governance through exit strategies. A model has been proposed to illuminate this dynamic, emphasizing the role of open-ended institutional investors like mutual funds in enhancing corporate governance when informed blockholders exit. This model introduces a novel perspective on the influence of mutual funds in shaping corporate governance. Empirical evidence consistent with this framework is presented by examining mutual fund trading around exits by activist hedge funds.

The empirical analysis centers on a dataset of 399 firms that underwent activist campaigns ending in exit between 1994 and 2011. Findings support the model's predictions, even after adjusting for unobservable firm-level variations and broader economic conditions. Following exits by activist hedge funds, mutual funds driven by fund flows significantly reduce their holdings in the target company compared to other institutional investors. This divergence in trading behavior is more pronounced when activists exit at a financial loss, campaigns show no clear success, or market reactions suggest liquidity concerns weren't the main driver.

To conduct this analysis, data on activist campaigns is merged with institutional holdings information from the Thomson Reuters 13F database and the Morningstar Open-end Mutual Fund portfolio holdings dataset. The activist campaign data is based on Schedule 13D filings and aligns with the data collection methods of previous studies. Trading behavior of other blockholders is tracked using quarterly 13F filings, a requirement for institutional investors managing $100 million or more. The S34 dataset (13F filings) from Thomson Reuters is combined with the Morningstar Open End Mutual Funds database to classify mutual funds throughout the 1994–2013 period.

In the research programme outlined in this grant proposal, we shall study corporate governance in economies with intermediated equity ownership.

When public corporations are characterised by dispersed equity ownership, blockholders - holders of non-trivial percentages of a company's shares - are key to good governance. In contrast to small shareholders, who have neither the incentive nor the capacity to effectively monitor management, blockholders are able to govern firms to the benefit of all.

The governance role of blockholders must be viewed in the backdrop of the large-scale intermediation of equity ownership in recent decades. Fifty years ago households directly owned around 70% (55%) of US (UK) equity. Today direct ownership accounts for only around 20% (10%) of US (UK) equity. The rest is indirectly owned via institutional investors such as pension funds, mutual funds, and hedge funds. Thus, a majority of blockholders in public corporations in the US and the UK today are money managers. In other words, modern-day corporate governance is intermediated: Funds that manage other people's money must monitor company executives who make business choices funded by external investors, a case of agents watching agents.

Several questions arise immediately. What are the consequences of myopia induced by asset management contracts on the nature of governance? Intermediation of equity ownership increases the distance between ultimate owners and ultimate decision makers while ownership chains also fragment equity holdings: how does this affect coordinated shareholder engagement and corporate decision making? Are there systemic stability concerns that arise from the predominance of asset managers as monitors of firms? In the aftermath of the financial crisis, prominent policy reviews have highlighted several such questions. Yet, the academic literature is yet to engage comprehensively with these issues.

We propose to fill this gap. By a combination of theoretical and empirical methods, we shall develop a comprehensive analysis of several key facets of intermediated corporate governance that are of interest to policy makers. The work will be carried out via seven, interrelated, projects. The emphasis throughout will be on the incentives of asset managers and how these impact the nature of corporate governance in firms in which they hold blocks. We shall document the landscape and legal environment of intermediated ownership around the world, delineating how incentives vary along the ownership chain (Project 1). We shall examine theoretically and empirically how such incentives affect the nature of coordinated engagement in settings with multiple small blockholders (Projects 2 and 3), engender long ownership chains (Project 4), and provide commitment mechanisms for monitoring (Project 5). We shall also examine whether the ways in which such incentives induce asset managers to govern firms foster new channels for systemic risk (Projects 6 and 7).

Our research approach will be positive: in other words, the projects will develop conceptual frameworks backed up by empirical analysis to provide a basis for understanding intermediated governance as it exists today. It is only by gaining such understanding that we can carefully evaluate the normative proposals in the policy reviews for what intermediated governance should be.

We shall facilitate knowledge exchange between the academic and policy communities. By engaging carefully with issues highlighted by policy reviews, we shall enhance awareness of policy-relevant questions amongst academic researchers. By providing thorough theoretical and empirical analyses of issues of direct interest to policy makers, we shall facilitate the development of informed and effective policy to regulate the role of institutional investors in corporate governance.

Techsalerator offers an extensive dataset of End-of-Day Pricing Data for all 1000 companies listed on the Cayman Islands Stock Exchange (XCAY) in Cayman Islands. This dataset includes the closing prices of equities (stocks), bonds, and indices at the end of each trading session. End-of-day prices are vital pieces of market data that are widely used by investors, traders, and financial institutions to monitor the performance and value of these assets over time.

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Top 5 used data fields in the End-of-Day Pricing Dataset for Cayman Islands :

1. Equity Closing Price :The closing price of individual company stocks at the end of the trading day.This field provides insights into the final price at which market participants were willing to buy or sell shares of a specific company.

2. Bond Closing Price: The closing price of various fixed-income securities, including government bonds, corporate bonds, and municipal bonds. Bond investors use this field to assess the current market value of their bond holdings.

3. Index Closing Price: The closing value of market indices, such as the Botswana stock market index, at the end of the trading day. These indices track the overall market performance and direction.

4. Equity Ticker Symbol: The unique symbol used to identify individual company stocks. Ticker symbols facilitate efficient trading and data retrieval.

5. Date of Closing Price: The specific trading day for which the closing price is provided. This date is essential for historical analysis and trend monitoring.

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Top 5 financial instruments with End-of-Day Pricing Data in Cayman Islands:

Cayman Islands Stock Exchange (CSX) Domestic Company Index: The main index that tracks the performance of domestic companies listed on the Cayman Islands Stock Exchange. This index provides insights into the overall market performance of companies based in the Cayman Islands.

Cayman Islands Stock Exchange (CSX) Foreign Company Index: The index that tracks the performance of foreign companies listed on the Cayman Islands Stock Exchange. This index reflects the performance of international companies that are listed and traded on the CSX.

Financial Services Corporation Cayman Trust Bank: A major financial institution based in the Cayman Islands, offering banking, investment, and wealth management services. This company's securities are listed and traded on the CSX.

Real Estate Development Group Cayman Properties: A prominent real estate development company operating in the Cayman Islands, involved in the construction of residential and commercial properties. This company's securities are listed on the CSX.

Offshore Investment Fund Cayman Capital: An offshore investment fund registered in the Cayman Islands, offering investment opportunities to both local and international investors. Units of this fund are traded on the CSX.

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If you're interested in accessing Techsalerator's End-of-Day Pricing Data for Cayman Islands, please contact info@techsalerator.com with your specific requirements. Techsalerator will provide you with a customized quote based on the number of data fields and records you need. The dataset can be delivered within 24 hours, and ongoing access options can be discussed if needed.

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Data fields included:

Equity Ticker Symbol Equity Closing Price Bond Ticker Symbol Bond Closing Price Index Ticker Symbol Index Closing Price Date of Closing Price Equity Name Equity Volume Equity High Price Equity Low Price Equity Open Price Bond Name Bond Coupon Rate Bond Maturity Index Name Index Change Index Percent Change Exchange Currency Total Market Capitalization Dividend Yield Price-to-Earnings Ratio (P/E) ‍

Q&A:

1. How much does the End-of-Day Pricing Data cost in Cayman Islands ?

The cost of this dataset may vary depending on factors such as the number of data fields, the frequency of updates, and the total records count. For precise pricing details, it is recommended to directly consult with a Techsalerator Data specialist.

1. How complete is the End-of-Day Pricing Data coverage in Cayman Islands?

Techsalerator provides comprehensive coverage of End-of-Day Pricing Data for various financial instruments, including equities, bonds, and indices. Thedataset encompasses major companies and securities traded on Cayman Islands exchanges.

1. How does Techsalerator collect this data?

Techsalerator collects End-of-Day Pricing Data from reliable sources, including stock exchanges, financial news outlets, and other market data providers. Data is carefully curated to ensure accuracy and reliability.

1. Can I select specific financial instruments or multiple countries with Techsalerator's End-of-Day Pricing Data?

Techsalerator offers the flexibility to select specific financial instruments, such as equities, bonds, or indices, depending on your needs. While the dataset focuses on Botsw...

Techsalerator’s Business Funding Data for Eritrea

Techsalerator’s Business Funding Data for Eritrea provides a comprehensive and insightful collection of information crucial for businesses, investors, and financial analysts. This dataset offers an in-depth analysis of the funding activities of companies across various sectors in Eritrea, capturing and categorizing data related to their funding rounds, investment sources, and financial milestones.

If you need the full dataset, reach out to us at info@techsalerator.com or https://www.techsalerator.com/contact-us.

Techsalerator’s Business Funding Data for Eritrea

Techsalerator’s Business Funding Data for Eritrea presents a detailed and insightful overview of essential information for businesses, investors, and financial analysts. This dataset offers a thorough examination of funding activities across different sectors in Eritrea, detailing data related to funding rounds, investment sources, and significant financial milestones.

Top 5 Key Data Fields

Company Name: Identifies the company receiving funding. This information helps investors pinpoint potential opportunities and enables analysts to track funding trends within specific industries.

Funding Amount: Shows the total amount of funding a company has received. Understanding these amounts offers insights into the financial health and growth potential of businesses and the scale of investment activities.

Funding Round: Indicates the stage of funding, such as seed, Series A, Series B, or later stages. This helps investors evaluate a business’s maturity and growth trajectory.

Investor Name: Provides details about the investors or investment firms involved. Knowing the investors helps assess the credibility of the funding source and their strategic interests.

Investment Date: Records when the funding was completed. The timing of investments can reflect market trends, investor confidence, and potential impacts on a company’s future.

Top 5 Funding Trends in Eritrea

Infrastructure Development: Significant investments are being made in infrastructure projects, including roads, bridges, and energy projects. These investments are vital for the country’s economic growth and stability.

Agriculture and Agritech: With agriculture being a key component of Eritrea’s economy, funding is directed towards modernizing agricultural practices through agritech, focusing on sustainability and productivity enhancements.

Telecommunications and Digital Connectivity: The telecom sector in Eritrea is attracting investment, with efforts to improve digital connectivity and access to information, which is crucial for economic development and social inclusion.

Healthcare and Pharmaceuticals: Increased funding is flowing into healthcare infrastructure, pharmaceuticals, and health tech to address the healthcare needs of the population and to support medical research and innovation.

Education and Vocational Training: Funding is being allocated to educational initiatives and vocational training programs aimed at improving literacy rates, enhancing skills, and creating employment opportunities.

Top 5 Companies with Notable Funding Data in Eritrea

EriTel: Eritrea’s leading telecommunications provider, EriTel, has received significant funding to expand its network coverage, improve digital services, and support community initiatives.

Eritrean Bank: This financial institution has attracted substantial investment to enhance its banking services, expand its reach across the country, and promote financial inclusion.

Red Sea Trading Corporation: Known for its contributions to various sectors, including trade and logistics, this company has secured funding to expand its operations and enhance service delivery.

Eritrean Health Services: This organization has garnered funding to improve healthcare services, support medical research, and expand access to healthcare facilities.

Eritrean Development Fund: A key player in national development projects, the fund has received notable investment to support infrastructure and social projects aimed at economic growth and stability.

Accessing Techsalerator’s Business Funding Data

To obtain Techsalerator’s Business Funding Data for Eritrea, contact info@techsalerator.com with your specific needs. Techsalerator will provide a customized quote based on the required data fields and records, with delivery available within 24 hours. Ongoing access options can also be discussed.

Included Data Fields

Company Name Funding Amount Funding Round Investor Name Investment Date Funding Type (Equity, Debt, Grants, etc.) Sector Focus Deal Structure Investment Stage Contact Information For detailed insights into funding activities and financial trends in Eritrea, Techsalerator’s dataset is an invaluable resource for investors, business analysts, and financial professionals seeking informed, strategic decisions.

Techsalerator’s Business Funding Data for Eswatini

Techsalerator’s Business Funding Data for Eswatini offers a comprehensive and insightful collection of information crucial for businesses, investors, and financial analysts. This dataset provides an in-depth look at the funding activities of companies across various sectors in Eswatini, capturing and categorizing data related to funding rounds, investment sources, and financial milestones.

For access to the full dataset, please contact us at info@techsalerator.com or visit https://www.techsalerator.com/contact-us.

Techsalerator’s Business Funding Data for Eswatini

Techsalerator’s Business Funding Data for Eswatini provides a detailed and insightful overview essential for businesses, investors, and financial analysts. This dataset offers an in-depth examination of funding activities across different sectors in Eswatini, detailing data on funding rounds, investment sources, and significant financial milestones.

Top 5 Key Data Fields

Company Name: Identifies the company receiving funding. This information helps investors find potential opportunities and allows analysts to track funding trends within specific industries.

Funding Amount: Shows the total amount of funding a company has received. Understanding these amounts reveals insights into the financial health and growth potential of businesses and the scale of investment activities.

Funding Round: Indicates the stage of funding, such as seed, Series A, Series B, or later stages. This helps investors assess a business’s maturity and growth trajectory.

Investor Name: Provides details about the investors or investment firms involved. Knowing the investors helps gauge the credibility of the funding source and their strategic interests.

Investment Date: Records when the funding was completed. The timing of investments can reflect market trends, investor confidence, and potential impacts on a company’s future.

Top 5 Funding Trends in Eswatini

Infrastructure Development: Significant investments are being made in infrastructure projects, including roads, bridges, and energy initiatives. These investments are vital for the country's economic growth and stability.

Agriculture and Agritech: With agriculture being a key part of Eswatini’s economy, funding is directed towards modernizing agricultural practices through agritech, focusing on sustainability and productivity improvements.

Telecommunications and Digital Connectivity: The telecom sector in Eswatini is drawing investment, with efforts to enhance digital connectivity and access to information, which is crucial for economic development and social inclusion.

Healthcare and Pharmaceuticals: Increased funding is flowing into healthcare infrastructure, pharmaceuticals, and health tech to address the healthcare needs of the population and to support medical research and innovation.

Education and Vocational Training: Funding is being allocated to educational initiatives and vocational training programs aimed at improving literacy rates, enhancing skills, and creating employment opportunities.

Top 5 Companies with Notable Funding Data in Eswatini

MTN Eswatini: The leading telecommunications provider in Eswatini, MTN Eswatini, has received significant funding to expand its network coverage, improve digital services, and support community initiatives.

Swazi Bank: This financial institution has attracted substantial investment to enhance its banking services, expand its reach across the country, and promote financial inclusion.

Ecolife: A company focused on sustainable agricultural solutions, Ecolife has secured funding to enhance its agritech innovations and support local farming practices.

Eswatini Trading Company: This company has garnered investment to expand its operations, improve its supply chain logistics, and boost trade activities within and beyond Eswatini.

Royal Swaziland Sugar Corporation (RSSC): RSSC has received funding to advance its sugar production processes, enhance sustainability practices, and expand its market presence.

Accessing Techsalerator’s Business Funding Data

To obtain Techsalerator’s Business Funding Data for Eswatini, contact info@techsalerator.com with your specific needs. Techsalerator will provide a customized quote based on the required data fields and records, with delivery available within 24 hours. Ongoing access options can also be discussed.

Included Data Fields

Company Name Funding Amount Funding Round Investor Name Investment Date Funding Type (Equity, Debt, Grants, etc.) Sector Focus Deal Structure Investment Stage Contact Information

For detailed insights into funding activities and financial trends in Eswatini, Techsalerator’s dataset is an invaluable resource for investors, business analysts, and financial professionals seeking informed, strategic decisions.

Free-Cash-Flow-To-The-Firm Time Series for Northeast Securities Co Ltd. Northeast Securities Co., Ltd. engages in the wealth management, investment banking, investment and sales trading, and asset management businesses in China. It is involved in basic brokerage; investment advisory; financial products; PB; capital intermediary, such as margin trading and securities lending; stock pledge repurchase transaction; and futures businesses, as well as other financial services. The company also offers equity and bond underwriting; mergers and acquisitions and financial advisory; equity transfer; investment and sales transactions; equity proprietary; fixed income; quantitative trading; stock transfer market trading; alternative investment; and research and consulting services. In addition, it engages in the public and private equity fund management businesses. The company was founded in 1988 and is headquartered in Changchun, China.

Long-Term-Investments Time Series for State Street Corp. State Street Corporation provides various financial products and services to institutional investors. The company offers custody, accounting, and fund administration services for traditional and alternative assets, as well as multi-asset class investments; recordkeeping, client reporting, and investment book of record, transaction management, loans, cash, derivatives, and collateral services; investor services operations outsourcing; performance, risk, and compliance analytics; financial data management to support institutional investors; foreign exchange, brokerage, and other trading services; securities finance, such as prime services products; and deposit and short-term investment facilities. It also provides the State Street Alpha platform that combines portfolio management, trading and execution, analytics and compliance tools, and advanced data aggregation and integration with other industry platforms and providers; front-office technology that automates and simplifies the institutional investment process comprising portfolio management and risk analytics, trading, and post-trade settlement with integrated compliance and managed data; investment management solutions; and portfolio management, trading compliance, and manager/sponsor communication. In addition, the company offers investment management solutions, such as strategies across equity, fixed income, cash, multi-asset, and alternatives; SPDR ETFs and index funds; and defined benefit, defined contribution, and outsourced chief investment officer services. The company provides its products and services to mutual funds, collective investment funds and other investment pools, corporate and public retirement plans, insurance companies, investment managers, foundations, and endowments. It has a strategic alliance with UC Investments to expand access to wealth-building tools for individuals. The company was founded in 1792 and is headquartered in Boston, Massachusetts.

Price-To-Tangible-Book-Ratio Time Series for State Street Corp. State Street Corporation provides various financial products and services to institutional investors. The company offers custody, accounting, and fund administration services for traditional and alternative assets, as well as multi-asset class investments; recordkeeping, client reporting, and investment book of record, transaction management, loans, cash, derivatives, and collateral services; investor services operations outsourcing; performance, risk, and compliance analytics; financial data management to support institutional investors; foreign exchange, brokerage, and other trading services; securities finance, such as prime services products; and deposit and short-term investment facilities. It also provides the State Street Alpha platform that combines portfolio management, trading and execution, analytics and compliance tools, and advanced data aggregation and integration with other industry platforms and providers; front-office technology that automates and simplifies the institutional investment process comprising portfolio management and risk analytics, trading, and post-trade settlement with integrated compliance and managed data; investment management solutions; and portfolio management, trading compliance, and manager/sponsor communication. In addition, the company offers investment management solutions, such as strategies across equity, fixed income, cash, multi-asset, and alternatives; SPDR ETFs and index funds; and defined benefit, defined contribution, and outsourced chief investment officer services. The company provides its products and services to mutual funds, collective investment funds and other investment pools, corporate and public retirement plans, insurance companies, investment managers, foundations, and endowments. It has a strategic alliance with UC Investments to expand access to wealth-building tools for individuals. The company was founded in 1792 and is headquartered in Boston, Massachusetts.

Total-Cashflows-From-Investing-Activities Time Series for State Street Corp. State Street Corporation provides various financial products and services to institutional investors. The company offers custody, accounting, and fund administration services for traditional and alternative assets, as well as multi-asset class investments; recordkeeping, client reporting, and investment book of record, transaction management, loans, cash, derivatives, and collateral services; investor services operations outsourcing; performance, risk, and compliance analytics; financial data management to support institutional investors; foreign exchange, brokerage, and other trading services; securities finance, such as prime services products; and deposit and short-term investment facilities. It also provides the State Street Alpha platform that combines portfolio management, trading and execution, analytics and compliance tools, and advanced data aggregation and integration with other industry platforms and providers; front-office technology that automates and simplifies the institutional investment process comprising portfolio management and risk analytics, trading, and post-trade settlement with integrated compliance and managed data; investment management solutions; and portfolio management, trading compliance, and manager/sponsor communication. In addition, the company offers investment management solutions, such as strategies across equity, fixed income, cash, multi-asset, and alternatives; SPDR ETFs and index funds; and defined benefit, defined contribution, and outsourced chief investment officer services. The company provides its products and services to mutual funds, collective investment funds and other investment pools, corporate and public retirement plans, insurance companies, investment managers, foundations, and endowments. It has a strategic alliance with UC Investments to expand access to wealth-building tools for individuals. The company was founded in 1792 and is headquartered in Boston, Massachusetts.

Goodwill-and-Other-Intagible-Assets Time Series for State Street Corp. State Street Corporation provides various financial products and services to institutional investors. The company offers custody, accounting, and fund administration services for traditional and alternative assets, as well as multi-asset class investments; recordkeeping, client reporting, and investment book of record, transaction management, loans, cash, derivatives, and collateral services; investor services operations outsourcing; performance, risk, and compliance analytics; financial data management to support institutional investors; foreign exchange, brokerage, and other trading services; securities finance, such as prime services products; and deposit and short-term investment facilities. It also provides the State Street Alpha platform that combines portfolio management, trading and execution, analytics and compliance tools, and advanced data aggregation and integration with other industry platforms and providers; front-office technology that automates and simplifies the institutional investment process comprising portfolio management and risk analytics, trading, and post-trade settlement with integrated compliance and managed data; investment management solutions; and portfolio management, trading compliance, and manager/sponsor communication. In addition, the company offers investment management solutions, such as strategies across equity, fixed income, cash, multi-asset, and alternatives; SPDR ETFs and index funds; and defined benefit, defined contribution, and outsourced chief investment officer services. The company provides its products and services to mutual funds, collective investment funds and other investment pools, corporate and public retirement plans, insurance companies, investment managers, foundations, and endowments. It has a strategic alliance with UC Investments to expand access to wealth-building tools for individuals. The company was founded in 1792 and is headquartered in Boston, Massachusetts.

Dividend-Yield Time Series for CITIC Securities Co Ltd. CITIC Securities Company Limited provides various financial products and services in Mainland China and internationally. The company offers investment banking services, including equity and debt financing, as well as fundraising and financial advisory services to enterprises and other institutional clients. It is involved in the broking of securities and futures; distribution of financial products and investment consulting services; and trading and market-making of equity products, fixed income products and derivatives, foreign exchange, margin financing and securities lending, alternative investment, and commodities business. In addition, the company offers asset management services, such as collective asset management, specialized asset management, separately managed account, fund management, and other investment accounts management; private equity investment and other services; and custody and research services. Further, it provides institutional stock brokerage services, including marketing research, transaction execution, equity financing, and trading projects recommendation for their investments and trading; and investment advisory and management, foreign investment and management, business training, and financial products and securities investment services. Additionally, the company offers finance outsourcing, bond issuance, investment fund and enterprise management, fund distribution, venture capital, entrusted management of equity investment fund, investment with self-owned capital, property management and leasing, hotel management, and venture capital consulting services. It is involved in the information technology development services; business, information, and technical consulting services; technical services; system integration and sales; data processing; commodity trading warehousing and transportation service agents; and purchase and sale of building decoration materials. The company was incorporated in 1995 and is based in Beijing, China.

Total-Revenue Time Series for CITIC Securities Co Ltd. CITIC Securities Company Limited provides various financial products and services in Mainland China and internationally. The company offers investment banking services, including equity and debt financing, as well as fundraising and financial advisory services to enterprises and other institutional clients. It is involved in the broking of securities and futures; distribution of financial products and investment consulting services; and trading and market-making of equity products, fixed income products and derivatives, foreign exchange, margin financing and securities lending, alternative investment, and commodities business. In addition, the company offers asset management services, such as collective asset management, specialized asset management, separately managed account, fund management, and other investment accounts management; private equity investment and other services; and custody and research services. Further, it provides institutional stock brokerage services, including marketing research, transaction execution, equity financing, and trading projects recommendation for their investments and trading; and investment advisory and management, foreign investment and management, business training, and financial products and securities investment services. Additionally, the company offers finance outsourcing, bond issuance, investment fund and enterprise management, fund distribution, venture capital, entrusted management of equity investment fund, investment with self-owned capital, property management and leasing, hotel management, and venture capital consulting services. It is involved in the information technology development services; business, information, and technical consulting services; technical services; system integration and sales; data processing; commodity trading warehousing and transportation service agents; and purchase and sale of building decoration materials. The company was incorporated in 1995 and is based in Beijing, China.

Investments Time Series for Shenwan Hongyuan Group Co Ltd. Shenwan Hongyuan Group Co., Ltd. provides various financial products and services to corporate, professional institutional, individuals, and non-professional institutional customers. It operates through four segments: Enterprise Finance, Personal Finance, Institutional Services and Trading, and Investment Management. The company offers equity financing, debt financing, financial advisory, equity investment, and debt and other investment services. It also provides securities and futures brokerage, margin financing and securities lending, stock-backed lending, and investment advisory services, as well as sells financial products. In addition, the company offers prime brokerage, proprietary trading, and research and consultation services for professional institutional clients; and engages in trading of fixed income, currencies, commodities, equity, and equity-linked securities, as well as sales, trading, hedging, and OTC derivatives services to institutional clients. Further, it provides asset management, mutual fund management, and private equity fund management services. The company also involved in securities underwriting, wealth management, risk management, investment research, and corporate financing. The company was formerly known as Shenyin Wanguo Securities Co., Ltd and changed its name to Shenwan Hongyuan Group Co., Ltd. in January 2015. Shenwan Hongyuan Group Co., Ltd. is based in Wan Chai, Hong Kong.

Common-Stock-Shares-Outstanding Time Series for Shenwan Hongyuan Group Co Ltd. Shenwan Hongyuan Group Co., Ltd. provides various financial products and services to corporate, professional institutional, individuals, and non-professional institutional customers. It operates through four segments: Enterprise Finance, Personal Finance, Institutional Services and Trading, and Investment Management. The company offers equity financing, debt financing, financial advisory, equity investment, and debt and other investment services. It also provides securities and futures brokerage, margin financing and securities lending, stock-backed lending, and investment advisory services, as well as sells financial products. In addition, the company offers prime brokerage, proprietary trading, and research and consultation services for professional institutional clients; and engages in trading of fixed income, currencies, commodities, equity, and equity-linked securities, as well as sales, trading, hedging, and OTC derivatives services to institutional clients. Further, it provides asset management, mutual fund management, and private equity fund management services. The company also involved in securities underwriting, wealth management, risk management, investment research, and corporate financing. The company was formerly known as Shenyin Wanguo Securities Co., Ltd and changed its name to Shenwan Hongyuan Group Co., Ltd. in January 2015. Shenwan Hongyuan Group Co., Ltd. is based in Wan Chai, Hong Kong.

Price-To-Tangible-Book-Ratio Time Series for Sealand Securities Co Ltd. Sealand Securities Co., Ltd., together with its subsidiaries, provides securities brokerage services in China. It operates through five segments: Wealth Management Business, Corporate Financial Services Business, Sales Trading and Investment Business, Investment Management Business, and Other Businesses. The company offers research reports, roadshows, counter-roadshows, surveys, and other customized investment research services. It also provides wealth management, including securities agency trading, investment consulting, futures brokerage, margin trading, stock pledged repurchase, and other services; corporate finance, such as equity and bond financing, financial advisory, and other services; securities proprietary trading, financial markets, small and medium-sized enterprise trading and investment, alternative investment, and other services; and asset, public fund, and private investment fund management. The company was formerly known as Guangxi Securities Firms and changed its name to Sealand Securities Co., Ltd. in 2001. Sealand Securities Co., Ltd. was founded in 1988 and is headquartered in Nanning, China.

Retained-Earnings Time Series for State Street Corp. State Street Corporation provides various financial products and services to institutional investors. The company offers custody, accounting, and fund administration services for traditional and alternative assets, as well as multi-asset class investments; recordkeeping, client reporting, and investment book of record, transaction management, loans, cash, derivatives, and collateral services; investor services operations outsourcing; performance, risk, and compliance analytics; financial data management to support institutional investors; foreign exchange, brokerage, and other trading services; securities finance, such as prime services products; and deposit and short-term investment facilities. It also provides the State Street Alpha platform that combines portfolio management, trading and execution, analytics and compliance tools, and advanced data aggregation and integration with other industry platforms and providers; front-office technology that automates and simplifies the institutional investment process comprising portfolio management and risk analytics, trading, and post-trade settlement with integrated compliance and managed data; investment management solutions; and portfolio management, trading compliance, and manager/sponsor communication. In addition, the company offers investment management solutions, such as strategies across equity, fixed income, cash, multi-asset, and alternatives; SPDR ETFs and index funds; and defined benefit, defined contribution, and outsourced chief investment officer services. The company provides its products and services to mutual funds, collective investment funds and other investment pools, corporate and public retirement plans, insurance companies, investment managers, foundations, and endowments. It has a strategic alliance with UC Investments to expand access to wealth-building tools for individuals. The company was founded in 1792 and is headquartered in Boston, Massachusetts.