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- January 2023
- Case
Proday: Calling the Right Play
By: Lindsay N. Hyde, Thomas R. Eisenmann and Tom Quinn
Sarah Kunst knew the elements of a successful startup from her tenure at venture capital firms. In April 2018, however, her own app – Proday, a home fitness platform featuring exercises filmed by professional sports stars – was floundering. Kunst theorized that...
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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...
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Keywords:
Technological Innovation;
Safety;
Governing Rules, Regulations, and Reforms;
Health Care and Treatment;
Medical Devices and Supplies Industry
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.
- 2022
- Working Paper
Nailing Prediction: Experimental Evidence on the Value of Tools in Predictive Model Development
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...
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Keywords:
Analytics and Data Science
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.
- 2022
- Working Paper
Human-Computer Interactions in Demand Forecasting and Labor Scheduling Decisions
We empirically analyze how managerial overrides to a commercial algorithm that forecasts demand and schedules labor affect store performance. We analyze administrative data from a large grocery retailer that utilizes a commercial algorithm to forecast demand and...
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Keywords:
Employees;
Human Capital;
Performance;
Applications and Software;
Management Skills;
Management Practices and Processes;
Retail Industry
Kwon, Caleb, Ananth Raman, and Jorge Tamayo. "Human-Computer Interactions in Demand Forecasting and Labor Scheduling Decisions." Working Paper, December 2022.
- 2022
- Working Paper
The Regulation of Medical AI: Policy Approaches, Data, and Innovation Incentives
By: Ariel Dora Stern
For those who follow health and technology news, it is difficult to go more than a few days without reading about a compelling new application of Artificial Intelligence (AI) to health care. AI has myriad applications in medicine and its adjacent industries, with...
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Keywords:
AI and Machine Learning;
Health Care and Treatment;
Governing Rules, Regulations, and Reforms;
Technological Innovation;
Medical Devices and Supplies Industry
Stern, Ariel Dora. "The Regulation of Medical AI: Policy Approaches, Data, and Innovation Incentives." NBER Working Paper Series, No. 30639, December 2022.
- November 2022 (Revised December 2022)
- Case
Replika AI: Monetizing a Chatbot
By: Julian De Freitas and Nicole Tempest Keller
In early 2018, Eugenia Kuyda, co-founder and CEO of San Francisco-based chatbot Replika AI, was deciding how to monetize the app she had built. Launched in 2017, Replika was a consumer AI “companion app” developed by a team of AI software engineers originally based in...
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- November 2022 (Revised December 2022)
- Case
Ava Labs: Navigating the Next Blockchain
By: Marco Di Maggio and Wenyao Sha
John Wu, President of Ava Labs, the primary developer of the Avalanche blockchain, and Emin Gün Sirer, the software company’s Founder and CEO, team up to develop a lending and borrowing protocol that would jumpstart the Decentralized finance (DeFi) economy on...
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Keywords:
Blockchain;
Decentralized Finance;
Alternative Assets;
Financial Instruments;
Assets;
Decisions;
Financing and Loans;
Technology Industry;
Financial Services Industry
Di Maggio, Marco, and Wenyao Sha. "Ava Labs: Navigating the Next Blockchain." Harvard Business School Case 223-027, November 2022. (Revised December 2022.)
- November 2022
- Case
Para: Pay Transparency and Gig Drivers’ Rights
By: Christopher Stanton and George Gonzalez
The case presents the founding vision and early days of a young startup that seeks to empower delivery drivers with tools and transparency. The company's flagship mobile app has been taken up by tens of thousands of delivery drivers across major U.S. cities who use it...
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- October 2022
- Case
Volt Lines: Leading a B2B Service Provider through a Crisis (A)
By: Navid Mojir and Gamze Yucaoglu
Volt Lines was a next-generation transportation service in Istanbul, Turkey. The company was trying to disrupt the traditional corporate transportation market by developing software that allowed it to offer subscription-based transportation. Under the subscription...
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Keywords:
Business To Business Marketing;
B2B Marketing;
B2B Pricing;
Subscription Model;
Crisis Marketing;
Startup;
Service Management;
Information Technology;
Transportation;
COVID-19 Pandemic;
Disruptive Innovation;
Digital Platforms;
Business Model;
Price;
Crisis Management;
Opportunities;
Transportation Industry;
Technology Industry;
Turkey
Mojir, Navid, and Gamze Yucaoglu. "Volt Lines: Leading a B2B Service Provider through a Crisis (A)." Harvard Business School Case 523-037, 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...
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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
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
Founders First Capital Partners
By: Brian Trelstad, Mel Martin and Amy Klopfenstein
In June 2021, Kim T. Folsom, the founder and CEO of revenue-based financing firm Founders First Capital Partners (FFCP), must decide whether to issue another loan to OnShore Technology Group, an up-and-coming software validation company. FFCP provided revenue-based...
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Keywords:
Finance;
Financial Instruments;
Financing and Loans;
Interest Rates;
Investment Return;
Revenue;
Capital;
Financial Services Industry;
North and Central America;
United States
Trelstad, Brian, Mel Martin, and Amy Klopfenstein. "Founders First Capital Partners." Harvard Business School Case 323-013, October 2022.
- September 2022 (Revised December 2022)
- Case
Navya: Steering Toward a Driverless Future
By: Julian De Freitas, Elie Ofek, Shaun Ingledew and Tonia Labruyere
In 2022, Sophie Desormière arrived at French roboshuttle producer Navya, tasked with charting a new course in a challenging sector. The company, which had recently listed on the Paris Stock Exchange, was burning through cash reserves and needed to transform the promise...
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Keywords:
Autonomous Vehicles;
Market Entry and Exit;
Opportunities;
Governing Rules, Regulations, and Reforms;
Consumer Behavior;
Business Model;
Auto Industry;
Transportation Industry;
France;
United States
De Freitas, Julian, Elie Ofek, Shaun Ingledew, and Tonia Labruyere. "Navya: Steering Toward a Driverless Future." Harvard Business School Case 523-046, September 2022. (Revised December 2022.)
- 2022
- Working Paper
Ethical Risks of Autonomous Products: The Case of Mental Health Crises on AI Companion Applications
By: Julian De Freitas, Ahmet Kaan Uğuralp and Zeliha Uğuralp
Increasingly, some products do not merely automate some piece of our lives but act as
autonomous agents. When these technologies are not yet perfected, what are their risks? Here
we explore the case of AI companion apps. Although these apps are designed...
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Keywords:
Autonomy;
Artificial Intelligence;
Chatbots;
New Technology;
Brand Crises;
Ethics;
Mental Health;
AI and Machine Learning;
Well-being;
Health;
Applications and Software
De Freitas, Julian, Ahmet Kaan Uğuralp, and Zeliha Uğuralp. "Ethical Risks of Autonomous Products: The Case of Mental Health Crises on AI Companion Applications." Harvard Business School Working Paper, No. 23-011, August 2022.
- August 2022
- Article
Regulatory Considerations to Keep Pace with Innovation in Digital Health Products
By: John Torous, Ariel Dora Stern and Florence T. Bourgeois
Rapid innovation and proliferation of software as a medical device have accelerated the clinical use of digital technologies across a wide array of medical conditions. Current regulatory pathways were developed for traditional (hardware) medical devices and offer a...
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Keywords:
Emerging Technologies;
Governing Rules, Regulations, and Reforms;
Innovation and Invention;
Medical Devices and Supplies Industry
Torous, John, Ariel Dora Stern, and Florence T. Bourgeois. "Regulatory Considerations to Keep Pace with Innovation in Digital Health Products." npj Digital Medicine 5, no. 121 (August 2022).
- April 2022
- Teaching Note
Transforming BlackBerry: From Smartphones to Software
By: Ranjay Gulati and Eppa Rixey
Teaching Note for HBS Case No. 421-052.
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- April 2022
- Supplement
MicroStrategy: Accounting for Cryptocurrency (B)
By: Jonas Heese and Annelena Lobb
In early 2022, the technology firm MicroStrategy unveiled a series of letters with the SEC that questioned its accounting practices around its holdings of Bitcoin. Since 2020, the firm had shifted its strategy to include not just selling software but buying and holding...
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Keywords:
Cryptocurrency;
Bitcoin;
Holding Structures;
SEC;
Accounting;
Finance;
Financial Strategy;
Technology Industry
Heese, Jonas, and Annelena Lobb. "MicroStrategy: Accounting for Cryptocurrency (B)." Harvard Business School Supplement 122-079, April 2022.
- April 2022
- Article
AI Insurance: How Liability Insurance Can Drive the Responsible Adoption of Artificial Intelligence in Health Care
By: Ariel Dora Stern, Avi Goldfarb, Timo Minssen and W. Nicholson Price II
Despite enthusiasm about the potential to apply artificial intelligence (AI) to medicine and health care delivery, adoption remains tepid, even for the most compelling technologies. In this article, the authors focus on one set of challenges to AI adoption: those...
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Keywords:
Artificial Intelligence;
Medicine;
Health Care and Treatment;
Legal Liability;
Insurance;
Technology Adoption;
AI and Machine Learning
Stern, Ariel Dora, Avi Goldfarb, Timo Minssen, and W. Nicholson Price II. "AI Insurance: How Liability Insurance Can Drive the Responsible Adoption of Artificial Intelligence in Health Care." NEJM Catalyst Innovations in Care Delivery 3, no. 4 (April 2022).
- March 2022 (Revised July 2022)
- Teaching Note
Camera IQ and the Metaverse: Building Augmented Reality Brand Experiences
By: Jill Avery
Camera IQ, a camera marketing software company that empowered brands to create and launch augmented reality experiences (AREs) across social platforms, had just raised an additional $5 million to fund further product development and expand its marketing and sales...
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Keywords:
Brand Management;
Virtual Reality;
Augmented Reality;
B2B;
E-commerce;
Technology Platform;
Marketing;
Marketing Communications;
Marketing Strategy;
Brands and Branding;
Digital Marketing;
Internet and the Web;
Growth Management;
Customer Relationship Management;
Customer Value and Value Chain;
Social Media;
Applications and Software;
Digital Platforms;
Advertising Industry;
United States
- March 2022 (Revised May 2022)
- Case
Doubling Down: Elon Musk's Big Bets in 2022
By: David Yoffie and Daniel Fisher
2021 was a banner year for Elon Musk. CEO of the electric vehicle manufacturer Tesla, the aerospace manufacturer SpaceX, and a few smaller startups, Musk became the richest person on Earth after Tesla reached a market capitalization of $1 trillion and SpaceX a private...
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Keywords:
Innovation and Management;
Competitive Advantage;
Competitive Strategy;
Information Infrastructure;
Applications and Software;
Transportation;
Strategic Planning;
Leadership Style;
Leading Change;
Goals and Objectives;
Aerospace Industry;
Auto Industry;
Battery Industry;
United States;
Europe;
China
Yoffie, David, and Daniel Fisher. "Doubling Down: Elon Musk's Big Bets in 2022." Harvard Business School Case 722-439, March 2022. (Revised May 2022.)
- March 2022 (Revised October 2022)
- Case
Applied Intuition: Powering Autonomy
By: Andy Wu, Rocio Wu and Matt Higgins
Applied Intuition, a leader in autonomous vehicle simulation software, has just closed on a $175 million round of Series D financing that values the four-year-old firm at $3.6 billion. With the immediate future secure, CEO Qasar Younis must now chart a strategic course...
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Keywords:
Autonomous Vehicles;
Software;
Strategy;
Competitive Strategy;
Growth and Development Strategy;
Valuation;
Auto Industry;
Technology Industry;
California;
Detroit
Wu, Andy, Rocio Wu, and Matt Higgins. "Applied Intuition: Powering Autonomy." Harvard Business School Case 722-407, March 2022. (Revised October 2022.)