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      • April 2020
      • Article

      Technological Leadership (de)Concentration: Causes in Information and Communication Technology Equipment

      By: Yasin Ozcan and Shane Greenstein
      Using patent data from 1976 to 2010 as indicators of inventive activity, we determine the concentration level of where inventive ideas originate and then examine how and why those concentrations change over time. The analysis finds pervasive deconcentration in every... View Details
      Keywords: Deconcentration; Technological Innovation; Innovation Leadership; Patents; Market Entry and Exit; Telecommunications Industry
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      Ozcan, Yasin, and Shane Greenstein. "Technological Leadership (de)Concentration: Causes in Information and Communication Technology Equipment." Industrial and Corporate Change 29, no. 2 (April 2020): 241–263. (Winner of the Industry Studies Association 2021 Ralph Gomory Award for Best Paper.)
      • March 2020
      • Case

      Girls Who Code

      By: Brian Trelstad, Amy Klopfenstein and Olivia Hull
      In 2012, Reshma Saujani founded Girls Who Code (GWC) with the mission of closing the technology (tech) industry’s gender gap. While GWC offered coding education programs to middle- and high-school-aged girls, the organization also sought to alter cultural stereotypes... View Details
      Keywords: Coding; Gender Stereotypes; Information Technology; Gender; Education; Programs; Performance Effectiveness; Technology Industry; Information Technology Industry
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      Trelstad, Brian, Amy Klopfenstein, and Olivia Hull. "Girls Who Code." Harvard Business School Case 320-055, March 2020.
      • March 2020 (Revised January 2023)
      • Case

      Nadine Vogel: Transforming the Marketplace, Workplace, and Workforce for People with Disabilities

      By: Lakshmi Ramarajan, Hannah Riley-Bowles and Michael Norris
      In 2019, Nadine Vogel, founder and CEO of Springboard Consulting, a firm that worked with Fortune 500 companies on issues related to disability and their workforce, faced the decision of the best path forward to grow her small company. Should she build more and better... View Details
      Keywords: Diversity; Entrepreneurship; Personal Development and Career; Decision Choices and Conditions; Growth and Development Strategy; Product Development; Market Entry and Exit; Consulting Industry; United States; Florida; New York (state, US)
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      Ramarajan, Lakshmi, Hannah Riley-Bowles, and Michael Norris. "Nadine Vogel: Transforming the Marketplace, Workplace, and Workforce for People with Disabilities." Harvard Business School Case 420-062, March 2020. (Revised January 2023.)
      • March 2020
      • Article

      Do Managers Matter? A Natural Experiment from 42 R&D Labs in India

      By: Prithwiraj Choudhury, Tarun Khanna and Christos A. Makridis
      We exploit plausibly exogenous variation in the staggered entry of new managers into India’s 42 public R&D labs between 1994 and 2006 to study how alignment between the CEO and middle-level managers affect research productivity. We show that the introduction of new lab... View Details
      Keywords: Incentives; Innovation; Productivity; Management; Alignment; Research and Development; Innovation and Invention; Performance Productivity; India
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      Choudhury, Prithwiraj, Tarun Khanna, and Christos A. Makridis. "Do Managers Matter? A Natural Experiment from 42 R&D Labs in India." Journal of Law, Economics & Organization 36, no. 1 (March 2020): 47–83.
      • Working Paper

      Rebates in the Pharmaceutical Industry: Evidence from Medicines Sold in Retail Pharmacies in the U.S.

      By: Pragya Kakani, Michael Chernew and Amitabh Chandra
      Rising list prices are often used to illustrate the burden of prescription drug spending, but payers routinely negotiate rebates from manufacturers that generate differences between list and net prices. List prices are easily available and affect patient cost-sharing,... View Details
      Keywords: Pharmaceuticals; Rebates; Health Care and Treatment; Markets; Price; Analysis; Pharmaceutical Industry
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      Kakani, Pragya, Michael Chernew, and Amitabh Chandra. "Rebates in the Pharmaceutical Industry: Evidence from Medicines Sold in Retail Pharmacies in the U.S." NBER Working Paper Series, No. 26846, March 2020.
      • January 2020 (Revised July 2020)
      • Supplement

      MoviePass: The 'Get Big Fast' Strategy

      By: Benjamin C. Esty and Daniel Fisher
      In August 2017, MoviePass dramatically lowered its subscription price from $50 per month to just $10 for up to one movie per day. The idea was to rapidly scale the business to the point where they could generate incremental revenue streams form related businesses... View Details
      Keywords: Market Entry; Growth Strategy; Profit Vs. Growth; Subscription Business; Cash Burn; Data Analytics; Get-big-fast; Buyer Power; Strategy Implementation; Movie Industry; Racing; Business Strategy; Value Creation; Consolidation; Cash Flow; Growth Management; Business Startups; Entrepreneurship; Disruptive Innovation; Mobile Technology; Motion Pictures and Video Industry; Entertainment and Recreation Industry; Advertising Industry; Information Industry; United States
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      Esty, Benjamin C., and Daniel Fisher. "MoviePass: The 'Get Big Fast' Strategy." Harvard Business School Spreadsheet Supplement 720-854, January 2020. (Revised July 2020.)
      • 2020
      • Article

      Fast Exact Matrix Completion: A Unified Optimization Framework for Matrix Completion

      By: Dimitris Bertsimas and Michael Lingzhi Li
      We formulate the problem of matrix completion with and without side information as a non-convex optimization problem. We design fastImpute based on non-convex gradient descent and show it converges to a global minimum that is guaranteed to recover closely the... View Details
      Keywords: Mathematical Methods
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      Bertsimas, Dimitris, and Michael Lingzhi Li. "Fast Exact Matrix Completion: A Unified Optimization Framework for Matrix Completion." Journal of Machine Learning Research 21, no. 1 (2020).
      • December 2019
      • Case

      Bill & Melinda Gates Foundation: Shaping the Vaccine Manufacturing Ecosystem (Abridged)

      By: Willy Shih
      This case describes the efforts of the Bill & Melinda Gates Foundation to lower the cost of producing vaccines to prevent polio infections. It is an abridged version of HBS Case No. 620-021 with less emphasis on comparison between traditional and the new compact... View Details
      Keywords: Vaccine; Manufacturing; Barriers To Entry; Production; Cost; Technological Innovation; Market Entry and Exit; Pharmaceutical Industry
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      Shih, Willy. "Bill & Melinda Gates Foundation: Shaping the Vaccine Manufacturing Ecosystem (Abridged)." Harvard Business School Case 620-071, December 2019.
      • 2019
      • Working Paper

      The Impact of the General Data Protection Regulation on Internet Interconnection

      By: Ran Zhuo, Bradley Huffaker, KC Claffy and Shane Greenstein
      The Internet comprises thousands of independently operated networks, where bilaterally negotiated interconnection agreements determine the flow of data between networks. The European Union’s General Data Protection Regulation (GDPR) imposes strict restrictions on... View Details
      Keywords: Personal Data; Privacy Regulation; GDPR; Interconnection Agreements; Internet and the Web; Governing Rules, Regulations, and Reforms; European Union
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      Zhuo, Ran, Bradley Huffaker, KC Claffy, and Shane Greenstein. "The Impact of the General Data Protection Regulation on Internet Interconnection." NBER Working Paper Series, No. 26481, November 2019.
      • October 2019
      • Case

      Feeling Machines: Emotion AI at Affectiva

      By: Shane Greenstein and John Masko
      In 2016, Affectiva—a Boston-based emotion AI software company with a long track record of building emotion-sensing software for market research—had attempted to expand into new verticals by releasing a mobile software development kit (SDK) that downloaders could adapt... View Details
      Keywords: Artificial Intelligence; Market Research; Business Model; Finance; Revenue; Decision Making; Risk and Uncertainty; Market Entry and Exit; Applications and Software; AI and Machine Learning; Information Technology Industry; Auto Industry; United States
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      Greenstein, Shane, and John Masko. "Feeling Machines: Emotion AI at Affectiva." Harvard Business School Case 620-058, October 2019.
      • October 2019
      • Case

      Agility Africa

      By: Juan Alcacer, Caroline M. Elkins and Esel Çekin
      This case illustrates the challenge and opportunities that firms face when developing and executing new business models in high-risk, low-infrastructure, low-trust countries. It features a global logistics group, Agility, that aimed to become the leader in supplying... View Details
      Keywords: Strategy; Business Model; Innovation and Invention; Expansion; Emerging Markets; Decision Choices and Conditions; Real Estate Industry; Distribution Industry; Africa
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      Alcacer, Juan, Caroline M. Elkins, and Esel Çekin. "Agility Africa." Harvard Business School Case 720-357, October 2019.
      • September 2019 (Revised May 2020)
      • Case

      Keroche (A): Fighting for Share in the Kenyan Alcoholic Drinks Market

      By: Ramon Casadesus-Masanell and Pippa Tubman Armerding
      This case discusses the challenges faced by Kenyan alcoholic drinks producer Keroche Industries Limited in 2003, when the Kenyan government accused the company of manufacturing and selling substandard alcoholic drinks, revoked its liquor licenses, and shut down its... View Details
      Keywords: Keroche; Alcohol; Wine; Manufacturing; Informal Market; Regulation; Illicit; Illegal; Shutdown; Factory; Low-income Consumers; Multinational; Local; Government; Allegations; Accusations; Negative Press; EABL; Tusker; Beer; SAB; Chang'aa; Naivasha; Rift Valley; East Africa; Lawsuit; Legal Battle; Business Ventures; Business Exit or Shutdown; Business Growth and Maturation; Business Startups; Production; Safety; Quality; Distribution; Small Business; Family Business; Crime and Corruption; Customer Focus and Relationships; Decisions; Income; Demographics; Geographic Scope; Geographic Location; Goods and Commodities; Government Legislation; Growth and Development; Business History; Lawsuits and Litigation; Laws and Statutes; Lawfulness; Goals and Objectives; Consumer Behavior; Market Entry and Exit; Problems and Challenges; Social Issues; Poverty; Strategy; Competition; Entrepreneurship; Manufacturing Industry; Food and Beverage Industry; Kenya; Nairobi; Africa
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      Casadesus-Masanell, Ramon, and Pippa Tubman Armerding. "Keroche (A): Fighting for Share in the Kenyan Alcoholic Drinks Market." Harvard Business School Case 720-390, September 2019. (Revised May 2020.)
      • September 2019
      • Supplement

      Keroche (B): Considering Entry into the Kenyan Beer Market

      By: Ramon Casadesus-Masanell and Pippa Tubman Armerding
      This case discusses the situation of the Kenyan alcoholic drinks producer Keroche in July 2004, when co-founder Tabitha Karanja was debating whether to enter the Kenyan beer market. Doing so would mean direct competition with the multinational EABL in an industry and... View Details
      Keywords: Keroche; Alcohol; Alcoholic Drinks; Alcoholic Beverages; Beverages; Drinks; Wine Industry; Wine; Fortified Wine; Viena; Beer; Beer Market; Manufacturing; Production Capacity; Capacity; Growth; Regulated; Unregulated; Informal; Informal Market; Regulation; Illicit; Illegal; Substandard; Dangerous; Shutdown; Factory; Safe; Affordable; Low-income Consumers; Business Growth and Maturation; Business Startups; Production; Investment; Safety; Quality; Small Business; Family Business; Crime and Corruption; Customer Focus and Relationships; Decisions; Income; Demographics; Geographic Scope; Geographic Location; Goods and Commodities; Government Legislation; Growth and Development; Business History; Lawsuits and Litigation; Laws and Statutes; Lawfulness; Goals and Objectives; Consumer Behavior; Market Entry and Exit; Problems and Challenges; Social Issues; Poverty; Strategy; Competition; Entrepreneurship; Marketing; Manufacturing Industry; Food and Beverage Industry; Kenya; Nairobi; Africa
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      Casadesus-Masanell, Ramon, and Pippa Tubman Armerding. "Keroche (B): Considering Entry into the Kenyan Beer Market." Harvard Business School Supplement 720-391, September 2019.
      • September 2019 (Revised May 2020)
      • Supplement

      Keroche (C): The Excise Tax Increase

      By: Ramon Casadesus-Masanell and Pippa Tubman Armerding
      This case discusses the Kenyan government’s decision to increase excise taxes on wines in 2007. The tax increase would cause an average increase in price of 367% on Keroche’s fortified wines. Meanwhile, Keroche’s competitor EABL had effectively lobbied the government... View Details
      Keywords: Keroche; Alcohol; Alcoholic Drinks; Alcoholic Beverages; Beverages; Drinks; Wine Industry; Wine; Fortified Wine; Business Ventures; Business Exit or Shutdown; Business Growth and Maturation; Business Startups; Small Business; Family Business; Crime and Corruption; Customer Focus and Relationships; Decisions; Income; Demographics; Geographic Scope; Geographic Location; Goods and Commodities; Government Legislation; Growth and Development; Business History; Lawsuits and Litigation; Laws and Statutes; Lawfulness; Goals and Objectives; Consumer Behavior; Market Entry and Exit; Problems and Challenges; Safety; Social Issues; Poverty; Strategy; Competition; Entrepreneurship; Manufacturing Industry; Food and Beverage Industry; Kenya; Nairobi; Africa
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      Casadesus-Masanell, Ramon, and Pippa Tubman Armerding. "Keroche (C): The Excise Tax Increase." Harvard Business School Supplement 720-392, September 2019. (Revised May 2020.)
      • September 2019 (Revised May 2020)
      • Supplement

      Keroche (D): Transforming the Core Business

      By: Ramon Casadesus-Masanell and Pippa Tubman Armerding
      This case describes Keroche co-founder Tabitha Karanja’s decision to exit the wine business following the Kenyan government’s 2007 increase in excise taxes on wine. In August 2007, Keroche introduced the vodka drink Viena Ice as a replacement for its fortified wines,... View Details
      Keywords: Keroche; Alcohol; Alcoholic Beverages; Alcoholic Drinks; Beverages; Drinks; Wine Industry; Wine; Fortified Wine; Viena; Viena Ice; Beer; Beer Market; Premium Beer; Manufacturing; Summit Lager; Business Ventures; Business Exit or Shutdown; Business Growth and Maturation; Business Startups; Small Business; Family Business; Crime and Corruption; Customer Focus and Relationships; Decisions; Income; Demographics; Geographic Scope; Geographic Location; Goods and Commodities; Government Legislation; Growth and Development; Business History; Lawsuits and Litigation; Laws and Statutes; Lawfulness; Goals and Objectives; Consumer Behavior; Market Entry and Exit; Problems and Challenges; Safety; Social Issues; Poverty; Strategy; Competition; Manufacturing Industry; Food and Beverage Industry; Kenya; Nairobi; Africa
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      Casadesus-Masanell, Ramon, and Pippa Tubman Armerding. "Keroche (D): Transforming the Core Business." Harvard Business School Supplement 720-393, September 2019. (Revised May 2020.)
      • September 2019 (Revised May 2020)
      • Supplement

      Keroche (E): Considering Additional Capacity

      By: Ramon Casadesus-Masanell and Pippa Tubman Armerding
      This case describes Keroche’s growth after entering the beer business in 2008. Although the company was operating at full capacity and not able to fulfill all of its orders, Tabitha Karanja had set a goal of growing Keroche’s share of the Kenyan beer market from... View Details
      Keywords: Keroche; Alcohol; Alcoholic Beverages; Beer; Beer Market; Premium Beer; Manufacturing; Production; Production Capacity; Capacity; Business Ventures; Business Exit or Shutdown; Business Growth and Maturation; Business Startups; Small Business; Family Business; Crime and Corruption; Customer Focus and Relationships; Decisions; Income; Demographics; Geographic Scope; Geographic Location; Goods and Commodities; Government Legislation; Growth and Development; Business History; Lawsuits and Litigation; Laws and Statutes; Lawfulness; Goals and Objectives; Consumer Behavior; Market Entry and Exit; Problems and Challenges; Safety; Social Issues; Poverty; Strategy; Competition; Entrepreneurship; Investment; Financing and Loans; Manufacturing Industry; Food and Beverage Industry
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      Casadesus-Masanell, Ramon, and Pippa Tubman Armerding. "Keroche (E): Considering Additional Capacity." Harvard Business School Supplement 720-394, September 2019. (Revised May 2020.)
      • September 2019 (Revised May 2020)
      • Supplement

      Keroche (F): Future Growth Plans

      By: Ramon Casadesus-Masanell and Pippa Tubman Armerding
      This case describes Keroche co-founder Tabitha Karanja’s 2012 decision to invest in additional production capacity. In November 2012, with a loan from Barclay’s bank, Keroche began constructing a new state-of-the-art beer brewery using German technology. The new plant,... View Details
      Keywords: Keroche; Alcohol; Aloholic Beverages; Beer; Production Capacity; Growth; Business Ventures; Business Exit or Shutdown; Business Growth and Maturation; Business Startups; Small Business; Family Business; Crime and Corruption; Customer Focus and Relationships; Decisions; Income; Demographics; Geographic Scope; Geographic Location; Goods and Commodities; Government Legislation; Growth and Development; Business History; Lawsuits and Litigation; Laws and Statutes; Lawfulness; Goals and Objectives; Consumer Behavior; Market Entry and Exit; Problems and Challenges; Safety; Social Issues; Poverty; Strategy; Competition; Entrepreneurship; Manufacturing Industry; Food and Beverage Industry; Kenya; Nairobi; Africa
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      Casadesus-Masanell, Ramon, and Pippa Tubman Armerding. "Keroche (F): Future Growth Plans." Harvard Business School Supplement 720-395, September 2019. (Revised May 2020.)
      • September 2019
      • Case

      Bill & Melinda Gates Foundation: Shaping the Vaccine Manufacturing Ecosystem

      By: Willy C. Shih
      Vaccines for children has been a long-standing focus for the Bill & Melinda Gates Foundation, and its critical role in public health made its production an important economic and political issue. This case describes the Foundation's investment in a breakthrough vaccine... View Details
      Keywords: Vaccine; Production; Supply Chain; Product; Biotechnology Industry; Pharmaceutical Industry; Manufacturing Industry; Belgium
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      Shih, Willy C. "Bill & Melinda Gates Foundation: Shaping the Vaccine Manufacturing Ecosystem." Harvard Business School Case 620-021, September 2019.
      • 2020
      • Working Paper

      Collusion in Brokered Markets

      By: John William Hatfield, Scott Duke Kominers and Richard Lowery
      The U.S. residential real estate agency market presents a puzzle for economic theory: commissions on real estate transactions have remained high for decades even though entry is frequent and costs are low. We model the real estate agency market, and other brokered... View Details
      Keywords: Real Estate; "Repeated Games"; Collusion; Antitrust; Brokered Markets; Game Theory; Real Estate Industry
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      Hatfield, John William, Scott Duke Kominers, and Richard Lowery. "Collusion in Brokered Markets." Harvard Business School Working Paper, No. 20-023, September 2019. (Revised July 2020.)
      • 2018
      • Article

      Threat of Platform-Owner Entry and Complementor Responses: Evidence from the Mobile App Market

      By: Wen Wen and Feng Zhu
      We examine how app developers on the Android mobile platform adjust their innovation efforts (rate and direction) and value-capture strategies in response to Google’s entry threat and actual entry into their markets. We find that, after Google’s entry threat increases,... View Details
      Keywords: Platform-owner Entry; Entry Threat; Innovation; Complementors; Mobile App Industry; Digital Platforms; Mobile and Wireless Technology; Market Entry and Exit; Price; Innovation and Invention; Applications and Software
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      Wen, Wen, and Feng Zhu. "Threat of Platform-Owner Entry and Complementor Responses: Evidence from the Mobile App Market." Strategic Management Journal 40, no. 9 (September 2019): 1336–1367.
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