D. J. Shaughnessy

Fidelity Management & Research Co. (FMR) is a SEC-registered investment advisor headquartered in Boston, Massachusetts. The firm was founded in 1946 and is a subsidiary of FMR LLC, also known as Fidelity Investments. FMR provides investment supervisory services, which include sub-advisory services, to Fidelity's family of mutual funds and exchange-traded funds, qualified tuition programs, privately offered unregistered investment funds, separately managed account clients, and various other institutional accounts.

Wellington Management Co. LLP (WMC) is a registered investment advisor and mutual fund manager headquartered in Boston, Massachusetts. The firm was founded in 1928 and is a subsidiary of Wellington Investment Advisors Holdings LLP, ultimately held by Wellington Management Group LLP. WMC offers investment management services for a fee to separate account clients and mutual funds sponsored by unaffiliated parties, as well as to investment vehicles that the firm sponsors.

New York Life Investment Management LLC (NYLIM) is a SEC-registered investment advisor headquartered in New York City. The firm was founded in 2000 and is a wholly-owned subsidiary of New York Life Investment Management Holdings LLC, ultimately held by New York Life Insurance Co. NYLIM provides a broad array of investment advisory services to affiliated insurance company clients, third-party institutional clients, investment companies, other pooled investment vehicles, and wrap fee programs sponsored by unaffiliated entities.

Carnegie Mellon University is an American school that operates as a college or university. It is located in Pittsburgh, Pennsylvania.

Deutsche Bank Securities, Inc. (DBSI) is a SEC-registered broker/dealer headquartered in New York City. The firm was founded in 1971 and is a wholly-owned investment banking and brokerage arm of DB U.S. Financial Markets Holding Corp., ultimately held by Deutsche Bank AG (NYSE: DB, FRA: DBK) in Germany. DBSI provides securities brokerage and investment advisory services to domestic and international private clients and institutions. They are also a primary dealer in US government securities as designated by the Federal Reserve.

Goldman Sachs Asset Management LP (GSAMLP) is a SEC-registered investment advisor headquartered in New York City. The firm is a wholly owned subsidiary of GSAM Holdings LLC, and their ultimate parent is Goldman Sachs Group, Inc. (NYSE: GS). Founded in 1988, GSAMLP provides investment solutions to a range of individual and institutional investors worldwide.

Ernst & Young LLP engages in the provision of accounting, assurance, tax, transaction, and advisory services. It specializes in the actuarial, analytics and big data, cyber security, accounting compliance and reporting, center for board matters, international financial reporting standards, country tax advisory, global trade, tax accounting, and climate change and sustainability. The company was founded in 1989 and is headquartered in New York, NY.

Goldman Sachs & Co. LLC (GS&Co.) is a securities brokerage firm headquartered in New York City. Founded in 1927, the firm is a subsidiary of The Goldman Sachs Group, Inc. (NYSE: GS). GS&Co. provides services to help hedge funds manage risk, monitor portfolios, maintain liquidity and build their businesses. They offer clients access to global equity and derivatives markets, as well as foreign exchange, commodities, European Lefts, rates and credit across the Americas, Europe and Asia. The firm proactively monitors capital markets, searching for pockets of liquidity and news that may require changes to those strategies. Integration with the Goldman Sachs network gives clients access to the firm's sectored block trades and their insights into price discovery. Their electronic trading program provides clients with tools to manage their trades from pre-trade analytics to post-trade analysis.

The Association of Energy Engineers promotes scientific and educational interest in the energy industry. The firm offers training seminars and learning programs. The company was founded by Albert Thumann in 1977 and is headquartered in Atlanta, GA.

PricewaterhouseCoopers LLC provides assurance, tax and advisory services. Its services include audit and assurance, consulting, deals, human resources, legal, tax, and family business. The firm also offers accountability, risk management, structuring, mergers and acquisitions, and performance and process improvement. The company was founded in 1998 and is headquartered in Buffalo, NY.

Cornell University is an educational institution that offers undergraduate and post graduate programs. It was founded in 1865 and is based in Ithaca, NY.

SEMCORP Shanghai engages in the research and production of high-performance lithium ion battery isolation membrane. It products include base separator and coated separator. The base separator is used in Lithium-Ion Battery application, it has been utilized by large vehicles that require high energy concentrations such as hybrid and electric vehicles. The coated separator such as ceramic coating, PVDF coating, AFL coating, and high-temperature polymer coatings, enables engineers to design safer batteries with long cycling performance. The company was founded on April 27, 2010 and is headquartered in Shanghai, China.

PGIM Investments LLC is a SEC-registered investment advisor and fund-of-funds manager headquartered in Newark, New Jersey. The firm was founded in 1996 and formerly known as Prudential Investments LLC. They are an indirect, wholly-owned subsidiary of Prudential Financial, Inc. (NYSE: PRU). PGIM Investments serves as investment adviser and administers the business affairs of retail, insurance, and alternative funds.

Biotechnology Innovation Organization is the world's biotechnology organization, providing advocacy, business development and communications services for more than 1,200 members worldwide. BIO members are involved in the research and development of innovative healthcare, agricultural, industrial and environmental biotechnology technologies. Corporate members range from entrepreneurial companies developing a first product to Fortune 100 multinationals. also represent state and regional biotech associations, service providers to the industry and academic centers.

BofA Securities, Inc. is a registered broker-dealer subsidiary of NB Holdings Corp., ultimately held by Bank of America Corp. (NYSE: BAC). Headquartered in New York, the firm was founded in 2015 and offers trade execution, trading or brokerage services to institutional clients.

American Chemistry Council, Inc. operates as a trade association providing research services and promotes business interests. It represents companies engaged in the business of chemistry. The company was founded in 1971 and is headquartered in Washington, DC.

DSM BV engages in the provision of ingredients, expertise, and solutions for plant-based products. It operates through the following segments: Animal Nutrition and Health (ANH); Health, Nutrition, and Care (HNC); Food and Beverage (F and B); and Other. The ANH segment includes developing sustainable animal farming through essential products, performance solutions, and precision services serving the poultry, swine, ruminants, and aquaculture markets. The HNC segment provides health, nutrition, and care solutions for markets such as early life nutrition, dietary supplements, pharma, medical, and personal care. The F and B segment focuses on supporting healthy diets through nutritious, delicious, and sustainable solutions for several market segments including bakery, beverages and brewing, dairy, savory, plant-based alternative proteins, and pet food. The Other segment is involved in corporate activities. The company was founded in 1902 and is headquartered in Heerlen, the Netherlands.

Founded in 1958, Merrill Lynch Piece Fenner & Smith, Inc. is an SEC registered broker/dealer located in New York City. The firm is a subsidiary of BAC North America Holding Co. and their ultimate parent is Bank of America Corp. (NYSE BAC).

JPMorgan Chase Bank, NA (Investment Management) (JPMC-IM) is the investment management division of JPMorgan Chase Bank, NA, ultimately held by JPMorgan Chase & Co. (NYSE: JPM), a global financial services firm. Headquartered in New York City, JPMC-IM provides asset management services for corporations, institutional investors, hedge funds, governments, healthcare organizations, educational institutions and affluent individuals.

The Depository Trust & Clearing Corp. provides clearance, settlement and information services. The firm offers institutional trade processing, clearing, settlement and asset, wealth management, repository and derivatives and data services. The company was founded in 1999 is headquartered in New York, NY.

Microbia, Inc. engages in the development of microbial manufacturing technologies for the production of chemicals from renewable raw materials. The company is headquartered in DE.

Cubic Tech Corp. designs and produces ultra-lightweight non-woven fabrics. The company was founded on January 22, 2003 and is headquartered in Phoenix, AZ.

Seafood Nutrition Partnership is a private company that produces seafood products. The company is based in Arlington, VA. The company was founded in 2013 by Linda Cornish.

Susquehanna International Group LLP engages in the provision of investment and other financial services. It offers institutional brokerage, trading, research, and market making services for equities. The company was founded by Lon Taylor and Gordon Apple in 1987 and is headquartered in Bala Cynwyd, PA.

PT Sarana Steel Corp. engages in cutting, rewinding, and supplying steel coil materials. The private company is based in Jakarta, Indonesia. Ibnu Susanto has been the CEO of the Indonesian company since 1973.