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Publications

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      • 2022
      • Working Paper

      Post-market Surveillance of Software Medical Devices: Evidence from Regulatory Data

      By: Alexander O. Everhart and Ariel D. Stern
      Medical devices increasingly include software components, which facilitate remote patient monitoring. The introduction of software into previously analog medical devices as well as innovation in software-driven devices may introduce new safety concerns—all the more so...  View Details
      Keywords: Technological Innovation; Safety; Governing Rules, Regulations, and Reforms; Health Care and Treatment; Medical Devices and Supplies Industry
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      Everhart, Alexander O., and Ariel D. Stern. "Post-market Surveillance of Software Medical Devices: Evidence from Regulatory Data." Harvard Business School Working Paper, No. 23-035, November 2022.
      • Working Paper

      Diversification as an Adaptive Learning Process: An Empirical Study of General-Purpose and Market-Specific Technological Know-How in New Market Entry

      By: Dominika Kinga Randle and Gary P. Pisano
      An enduring trait of modern corporations is their propensity to diversify into multiple lines of business. Penrosian theories conceptualize diversification as a strategy to exploit a firm’s fungible, yet “untradeable,” resources and point to redeployment of...  View Details
      Keywords: Growth and Development Strategy; Technology Adoption; Diversification; Market Entry and Exit; Transformation
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      Randle, Dominika Kinga, and Gary P. Pisano. "Diversification as an Adaptive Learning Process: An Empirical Study of General-Purpose and Market-Specific Technological Know-How in New Market Entry." Harvard Business School Working Paper, No. 23-032, December 2022.
      • December 2022
      • Technical Note

      Risks and Opportunities from the Transition to a Low Carbon Economy: A Business Analysis Framework

      By: George Serafeim
      The transition to a low carbon economy introduces many risks and opportunities for businesses. Risks emerge from regulatory actions, such as carbon taxes and cap and trade systems, technological innovation that develop alternatives for customers making existing...  View Details
      Keywords: Risk Assessment; Opportunities; Environmental Sustainability; Carbon Footprint; Risk Management; Competitive Dynamics; Business Analysis; Climate Change; Accounting; Finance; Valuation; Business and Shareholder Relations; Technological Innovation; Transition; Product Positioning; Renewable Energy; Analysis
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      Serafeim, George. "Risks and Opportunities from the Transition to a Low Carbon Economy: A Business Analysis Framework." Harvard Business School Technical Note 123-014, December 2022.
      • 2022
      • Working Paper

      Nailing Prediction: Experimental Evidence on the Value of Tools in Predictive Model Development

      By: Daniel Yue, Paul Hamilton and Iavor Bojinov
      Predictive model development is understudied despite its importance to modern businesses. Although prior discussions highlight advances in methods (along the dimensions of data, computing power, and algorithms) as the primary driver of model quality, the value of tools...  View Details
      Keywords: Analytics and Data Science
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      Yue, Daniel, Paul Hamilton, and Iavor Bojinov. "Nailing Prediction: Experimental Evidence on the Value of Tools in Predictive Model Development." Harvard Business School Working Paper, No. 23-029, December 2022.
      • December 2022
      • Case

      Iberdrola: Leading the Energy Revolution

      By: Juan Alcácer and Emer Moloney
      At the end of 2019, Ignacio Galán, the Chairman and CEO of the world's third largest utility, Iberdrola, relected on his almost 20 years at the company. He managed a portfolio of three very different businesses, each with their own specific opportunities and...  View Details
      Keywords: Energy; Energy Generation; Energy Sources; Non-Renewable Energy; Renewable Energy; Engineering; Innovation and Management; Innovation Leadership; Innovation Strategy; Technological Innovation; Leadership; Growth and Development Strategy; Market Timing; Industry Growth; Mission and Purpose; Strategy; Green Technology Industry; Green Technology Industry; Green Technology Industry; Green Technology Industry; Green Technology Industry; Spain; United Kingdom; United States; Brazil; Mexico
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      Alcácer, Juan, and Emer Moloney. "Iberdrola: Leading the Energy Revolution." Harvard Business School Case 723-398, December 2022.
      • November–December 2022
      • Article

      Your Company Needs a Space Strategy. Now.

      By: Matthew Weinzierl, Prithwiraj (Raj) Choudhury, Tarun Khanna, Alan MacCormack and Brendan Rosseau
      Space is becoming a potential source of value for businesses across a range of sectors, including agriculture, pharmaceuticals, consumer goods, and tourism. To understand what the opportunities are for your company, the authors advise you to consider the four ways in...  View Details
      Keywords: Space Strategy; Emerging Markets; Natural Resources; Analytics and Data Science; Organizational Change and Adaptation; Adaptation; Competition; Aerospace Industry
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      Weinzierl, Matthew, Prithwiraj (Raj) Choudhury, Tarun Khanna, Alan MacCormack, and Brendan Rosseau. "Your Company Needs a Space Strategy. Now." Harvard Business Review (November–December 2022): 80–91.
      • November 2022
      • Case

      Ajax Health: A New Model for Medical Technology Innovation

      By: Regina E. Herzlinger and Ben Creo
      This case teaches key success factors for both startups and established medtech firms. It examines how to structure a firm to maximize financial returns. Medtech entrepreneur Duke Rohlen is proposing a new model for innovation and business growth. From 2007 to 2019,...  View Details
      Keywords: Business Startups; Success; Innovation Strategy; Mergers and Acquisitions; Market Entry and Exit; Financial Strategy; Business Model; Partners and Partnerships; Entrepreneurship; Private Equity; Technology Industry; Technology Industry
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      Herzlinger, Regina E., and Ben Creo. "Ajax Health: A New Model for Medical Technology Innovation." Harvard Business School Case 323-043, November 2022.
      • November 2022
      • Teaching Note

      Proximie: Using XR Technology to Create Borderless Operating Rooms

      By: Ariel D. Stern, Alpana Thapar and Menna Hassan
      Founded by Nadine Hachach-Haram in 2016, Proximie was a digital medicine platform that used mixed reality and a host of digital audio and visual tools to enable clinicians, proctors, and medical device company personnel to be virtually present in operating rooms (ORs),...  View Details
      Keywords: Technological Innovation; Business Growth and Maturation; Growth and Development Strategy; Corporate Social Responsibility and Impact; Decision Making; Health Industry; Medical Devices and Supplies Industry
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      Stern, Ariel D., Alpana Thapar, and Menna Hassan. "Proximie: Using XR Technology to Create Borderless Operating Rooms." Harvard Business School Teaching Note 623-034, November 2022.
      • 2022
      • Working Paper

      The Evolution of ESG Reports and the Role of Voluntary Standards

      By: Ethan Rouen, Kunal Sachdeva and Aaron Yoon
      We examine the evolution of ESG reports of S&P 500 firms from 2010 to 2021. The percentage of firms releasing these voluntary disclosures increased from 35% to 86% during this period, although the length of these documents experienced more modest growth. Using a...  View Details
      Keywords: Voluntary Disclosure; Textual Analysis; Modeling And Analysis; Corporate Social Responsibility and Impact; AI and Machine Learning; Accounting
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      Rouen, Ethan, Kunal Sachdeva, and Aaron Yoon. "The Evolution of ESG Reports and the Role of Voluntary Standards." Harvard Business School Working Paper, No. 23-024, October 2022.
      • October 2022
      • Case

      Lyra Health: Transforming Mental Health

      By: Rembrand Koning and Nicole Keller
      In January 2022, Lyra Health was deciding between several different alternatives to grow the business. Founded in 2015, Lyra Health, was a digital mental health platform that combined technology with human therapists and coaches to deliver high quality mental health...  View Details
      Keywords: Mental Health; Health Care and Treatment; Corporate Entrepreneurship; Customer Value and Value Chain; Growth and Development Strategy; Expansion; Technology Industry; Technology Industry; San Francisco
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      Koning, Rembrand, and Nicole Keller. "Lyra Health: Transforming Mental Health." Harvard Business School Case 723-365, October 2022.
      • October 2022
      • Case

      Spaceport America, Public Sector Risk-taking, and Political Accountability (A)

      By: Matthew Weinzierl, Dava Newman, Rebecca Browder and Angela Acocella
      Sitting quietly in the heart of the New Mexico desert in the summer of 2014, Spaceport America (SA) housed little of the activity its supporters anticipated when opening its hangar doors in 2011. Despite $1 million in annual rent from Virgin Galactic, British...  View Details
      Keywords: Funding Sources; Risk and Uncertainty; Public Sector; Business and Government Relations; Factories, Labs, and Plants; Aerospace Industry; New Mexico
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      Weinzierl, Matthew, Dava Newman, Rebecca Browder, and Angela Acocella. "Spaceport America, Public Sector Risk-taking, and Political Accountability (A)." Harvard Business School Case 723-011, October 2022.
      • October 2022 (Revised December 2022)
      • Case

      SMART: AI and Machine Learning for Wildlife Conservation

      By: Brian Trelstad and Bonnie Yining Cao
      Spatial Monitoring and Reporting Tool (SMART), a set of software and analytical tools designed for the purpose of wildlife conservation, had demonstrated significant improvements in patrol coverage, with some observed reductions in poaching and contributing to wildlife...  View Details
      Keywords: Business and Government Relations; Emerging Markets; Technology Adoption; Strategy; Management; Ethics; Social Enterprise; AI and Machine Learning; Analytics and Data Science; Natural Environment; Technology Industry; Cambodia; United States; Africa
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      Trelstad, Brian, and Bonnie Yining Cao. "SMART: AI and Machine Learning for Wildlife Conservation." Harvard Business School Case 323-036, October 2022. (Revised December 2022.)
      • October 2022
      • Case

      Masdar City: Aiming for Sustainable and Profitable Real Estate

      By: Boris Vallee and Fares Khrais
      Masdar City broke ground in 2008 and was conceived by the Abu Dhabi government to be an international beacon of innovation in sustainable energy and real estate. It was also to be a profitable investment for the government. At first glance, the two goals pulled in...  View Details
      Keywords: Analysis; Green Building; Business Growth And Maturation; Decisions; Public Sector; Financial Crisis; Construction; Climate Change; Green Technology; Borrowing And Debt; Corporate Finance; Capital; Capital Budgeting; Capital Structure; Cost Of Capital; Equity; REIT; Financial Management; Financial Strategy; Initial Public Offering; Innovation; Growth And Development Strategy; Emerging Markets; Urban Development; Middle East; United Arab Emirates; Sustainable Cities; Green Buildings; Business and Government Relations; Decision Choices and Conditions; Financing and Loans; Green Technology Industry; Green Technology Industry; Green Technology Industry; Green Technology Industry; Abu Dhabi
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      Vallee, Boris, and Fares Khrais. "Masdar City: Aiming for Sustainable and Profitable Real Estate." Harvard Business School Case 223-036, October 2022.
      • September 2022
      • Case

      Wordle

      By: Karen G. Mills, Christina Wallace, Ebehi Iyoha, Gabriella Elanbeck and Morgane Herculano
      After sourdough bread, countertop chive gardens, and vaccine selfies came a pandemic-era trend that everyone seemed to be in on: one daily chance to guess a five-letter word and crow about your success on social media via little green and yellow squares. From a...  View Details
      Keywords: Games; Mergers and Acquisitions; Trends; Entrepreneurship; Bids and Bidding; Consumer Behavior; Technology Industry; Technology Industry
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      Mills, Karen G., Christina Wallace, Ebehi Iyoha, Gabriella Elanbeck, and Morgane Herculano. "Wordle." Harvard Business School Case 323-032, September 2022.
      • September 2022
      • Case

      Proactive for Her

      By: Rembrand Koning and Kairavi Dey
      Proactive for Her began amid the COVID-19 pandemic, in August 2020 as a digital platform to provide accessible, evidence-based, primary, preventive non-judgmental healthcare services for Indian women, who were often dissuaded from seeking help as premarital sex and...  View Details
      Keywords: Women's Health; Healthcare; India; Start-up; Telehealth; Digital Platforms; Health Care and Treatment; Customer Focus and Relationships; Business Startups; Health Industry; Asia; South Asia; India
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      Koning, Rembrand, and Kairavi Dey. "Proactive for Her." Harvard Business School Case 723-351, September 2022.
      • 2022
      • Working Paper

      What Would It Mean for a Machine to Have a Self?

      By: Julian De Freitas, Ahmet Kaan Uğuralp, Zeliha Uğuralp, Laurie Paul, Joshua B. Tenenbaum and Tomer Ullman
      What would it mean for autonomous AI agents to have a ‘self’? One proposal for a minimal notion of self is a representation of one’s body spatio-temporally located in the world, with a tag of that representation as the agent taking actions in the world. This turns...  View Details
      Keywords: Self; AI; Games; Reinforcement Learning; Avatar; AI and Machine Learning
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      De Freitas, Julian, Ahmet Kaan Uğuralp, Zeliha Uğuralp, Laurie Paul, Joshua B. Tenenbaum, and Tomer Ullman. "What Would It Mean for a Machine to Have a Self?" Harvard Business School Working Paper, No. 23-017, September 2022.
      • September 6, 2022
      • Article

      Creating a Platform for Costless Personalization in Clothing

      By: Shane Greenstein
      This study analyzes the role of co-invention in the creation of a platform for print-on-demand-clothing, or PODC. Co-invention is the invention of a new business process to complement new technology, and turn it into a valuable commercial service. PODC copies a design...  View Details
      Keywords: Print-on-demand-clothing; Customization and Personalization; Digital Platforms; Apparel and Accessories Industry
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      Greenstein, Shane. "Creating a Platform for Costless Personalization in Clothing." Frontiers in Research Metrics and Analytics (September 6, 2022).
      • 2022
      • Article

      Dynamic Pricing Algorithms, Consumer Harm, and Regulatory Response

      By: Alexander MacKay and Samuel N. Weinstein
      Pricing algorithms are rapidly transforming markets, from ride-sharing apps, to air travel, to online retail. Regulators and scholars have watched this development with a wary eye. Their focus so far has been on the potential for pricing algorithms to facilitate...  View Details
      Keywords: Competition Policy; Regulation; Algorithmic Pricing; Dynamic Pricing; Economics; Law And Economics; Law And Regulation; Consumer Protection; Antitrust Law; Industrial Organization; Antitrust Issues And Policies; Technological Change: Choices And Consequences; Competition; Policy; Price; Governing Rules, Regulations, and Reforms; Microeconomics; Duopoly and Oligopoly; Law
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      MacKay, Alexander, and Samuel N. Weinstein. "Dynamic Pricing Algorithms, Consumer Harm, and Regulatory Response." Washington University Law Review 100, no. 1 (2022): 111–174. (Direct download.)
      • September 2022
      • Article

      Experimentation and Startup Performance: Evidence from A/B Testing

      By: Rembrand Koning, Sharique Hasan and Aaron Chatterji
      Recent scholarship has argued that experimentation should be the organizing principle for entrepreneurial strategy. Experimentation leads to organizational learning, which drives improvements in firm performance. We investigate this proposition by exploiting the...  View Details
      Keywords: Experimentation; A/B Testing; Data-driven Decision-making; Organizational Learning; Entrepreneurship; Strategy; Business Startups; Learning; Performance; Decision Making
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      Koning, Rembrand, Sharique Hasan, and Aaron Chatterji. "Experimentation and Startup Performance: Evidence from A/B Testing." Management Science 68, no. 9 (September 2022): 6434–6453.
      • August 2022
      • Case

      Bajaj Finance: Building an Omnipresent Financial Services Firm

      By: Das Narayandas and Rachna Tahilyani
      Bajaj Finance, India’s largest consumer finance firm with $20.9 billion of assets across 50.5 million customers, is on a journey to transform itself from a traditional firm that sells loans and other financial products through brick-and-mortar outlets to an omnipresent...  View Details
      Keywords: Financial Institutions; Transformation; Financial Instruments; Customer Satisfaction; Internet and the Web; Customer Focus and Relationships; India
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      Narayandas, Das, and Rachna Tahilyani. "Bajaj Finance: Building an Omnipresent Financial Services Firm." Harvard Business School Case 523-040, August 2022.
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