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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.
- 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.)
- 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.)
- 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
- 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 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.)
- March 2022
- Article
From Proprietary to Collective Governance: How Do Platform Participation Strategies Evolve?
By: Siobhan O'Mahony and Rebecca Karp
When platform leaders change the rules guiding who can access and control a platform, the strategies of those who create value from the platform can be upended. Little research examines how platform participants adapt their strategies when a platform leader changes the...
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Keywords:
Platform Governance;
Access;
Crowdsourcing;
Applications and Software;
Employees;
Leadership Style;
Cybersecurity;
Risk Management
O'Mahony, Siobhan, and Rebecca Karp. "From Proprietary to Collective Governance: How Do Platform Participation Strategies Evolve?" Strategic Management Journal 43, no. 3 (March 2022): 530–562.
- Article
Health App Policy: International Comparison of Nine Countries' Approaches
By: Anna Essén, Ariel Dora Stern, Christoffer Bjerre Haase, Josip Car, Felix Greaves, Dragana Paparova, Steven Vandeput, Rik Wehrens and David W. Bates
An abundant and growing supply of digital health applications (apps) exists in the commercial tech-sector, which can be bewildering for clinicians, patients, and payers. A growing challenge for the health care system is therefore to facilitate the identification of...
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Keywords:
Digital Health;
Apps;
Health Care and Treatment;
Internet and the Web;
Policy;
Global Range;
Applications and Software
Essén, Anna, Ariel Dora Stern, Christoffer Bjerre Haase, Josip Car, Felix Greaves, Dragana Paparova, Steven Vandeput, Rik Wehrens, and David W. Bates. "Health App Policy: International Comparison of Nine Countries' Approaches." npj Digital Medicine 5, no. 31 (2022).
- January 2022 (Revised August 2022)
- Case
Hello Heart: The Next Generation of Chronic Disease Management Apps
By: Ariel D. Stern and Danielle Golan
Hello Heart, a hypertension management app debated whether to go deep and cover other heart conditions, or to expand its solution to other chronic conditions.
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Keywords:
Health;
Health Care and Treatment;
Information Technology;
Mobile and Wireless Technology;
Analysis;
Business Startups;
Transition;
Customer Focus and Relationships;
Customer Satisfaction;
Decision Making;
Demographics;
Design;
Entrepreneurship;
Venture Capital;
Technological Innovation;
Growth and Development Strategy;
Product Launch;
Product Design;
Product Development;
Business Strategy;
Competitive Strategy;
Competitive Advantage;
Customization and Personalization;
Business Growth and Maturation;
Business Model;
Strategy;
Applications and Software;
Health Industry;
Technology Industry;
Israel;
United States
Stern, Ariel D., and Danielle Golan. "Hello Heart: The Next Generation of Chronic Disease Management Apps." Harvard Business School Case 622-061, January 2022. (Revised August 2022.)
- December 2021
- Case
Burning Glass Technologies: From Data to Product
By: Suraj Srinivasan and Amy Klopfenstein
In May 2021, Matt Sigelman, CEO of Burning Glass Technologies, a company that provided labor market analytics for a variety of markets, navigates his company’s transition from data company to product company. Burning Glass originated as a service that used artificial...
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Keywords:
Information Technology;
Applications and Software;
Digital Platforms;
Internet and the Web;
Strategy;
Expansion;
Business Strategy;
Labor;
Employment;
Human Capital;
Jobs and Positions;
Job Design and Levels;
Job Search;
Human Resources;
Selection and Staffing;
Recruitment;
Employees;
Retention;
Competency and Skills;
Experience and Expertise;
Talent and Talent Management;
Analytics and Data Science;
Business Model;
Technology Industry;
North and Central America;
United States
Srinivasan, Suraj, and Amy Klopfenstein. "Burning Glass Technologies: From Data to Product." Harvard Business School Case 122-015, December 2021.
- December 2021 (Revised December 2021)
- Case
Katerra (A)
By: Lindsay N. Hyde, Thomas R. Eisenmann and Tom Quinn
In April 2020, Katerra executives struggled with a series of decisions that would determine the fate of one of the best-funded construction startups in history. Katerra was founded in 2015 by technology-industry executive Michael Marks and commercial real estate...
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- November 2021 (Revised January 2022)
- Case
KFA, Inc.: Building the Future
By: Lynda M. Applegate and Elizabeth M. Adams
In 2021, Greg Bush, Jr., owner, president, and CEO of KFA, Inc. is working with his leadership team to plan for the future. KFA provides consulting services on software and project management needs for infrastructure projects. Bush and his team have just debuted a new...
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Keywords:
Small Business;
Communication Technology;
Developing Countries and Economies;
Growth and Development Strategy;
Infrastructure;
Consulting Industry;
Information Technology Industry;
Chicago;
United States
Applegate, Lynda M., and Elizabeth M. Adams. "KFA, Inc.: Building the Future." Harvard Business School Case 822-046, November 2021. (Revised January 2022.)
- September 2021
- Case
On the Bubble: Startup Bootstrapping
By: Jeffrey J. Bussgang, Tom Quinn and Annelena Lobb
Bubble was a software company in the low-code/no-code market, making tools that allowed users without traditional programming backgrounds or technical skills to build software. The case covers cofounder Joshua Haas’s engineering background, as he experienced a high...
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Keywords:
Business Startups;
Business Growth and Maturation;
Business Model;
Business Plan;
Disruption;
Transformation;
Trends;
Customer Focus and Relationships;
Customer Relationship Management;
Decision Making;
Cost vs Benefits;
Decisions;
Entrepreneurship;
Venture Capital;
Equity;
Executive Compensation;
Recruitment;
Selection and Staffing;
Disruptive Innovation;
Technological Innovation;
Job Interviews;
Growth and Development Strategy;
Ownership Stake;
Opportunities;
Applications and Software;
Technology Adoption;
Technology Industry;
Web Services Industry;
New York (city, NY);
California;
France
Bussgang, Jeffrey J., Tom Quinn, and Annelena Lobb. "On the Bubble: Startup Bootstrapping." Harvard Business School Case 822-033, September 2021.
- September 2, 2021
- Article
The Digital Economy Runs on Open Source. Here's How to Protect It.
By: Hila Lifshitz-Assaf and Frank Nagle
Free and open source software (FOSS) is essential to much of the tech we use every day—from cars to phones to planes to the cloud. While traditionally, it was developed by an army of volunteer developers and given away for free, companies are increasingly taking a more...
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Keywords:
Free And Open-source Software;
FOSS;
Open Source Distribution;
Applications and Software;
Collaborative Innovation and Invention;
Organizations;
Policy;
Cybersecurity
Lifshitz-Assaf, Hila, and Frank Nagle. "The Digital Economy Runs on Open Source. Here's How to Protect It." Harvard Business Review Digital Articles (September 2, 2021).
- 2021
- Other Unpublished Work
Computer-Implemented Methods and Systems for Measuring, Estimating, and Managing Economic Outcomes and Technical Debt in Software Systems and Projects: US Patent 11,126,427 B2
By: Daniel J. Sturtevant, Carliss Baldwin, Alan MacCormack, Sunny Ahn and Sean Gilliland
An interrelated set of tools and methods is disclosed for: (1) measuring the relationship between software source code attributes (such as code quality, design quality, test quality, and complexity metrics) and software economics outcome metrics (such as...
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Sturtevant, Daniel J., Carliss Baldwin, Alan MacCormack, Sunny Ahn, and Sean Gilliland. "Computer-Implemented Methods and Systems for Measuring, Estimating, and Managing Economic Outcomes and Technical Debt in Software Systems and Projects: US Patent 11,126,427 B2." Cambridge, MA, September 2021.
- August 2021
- Case
Wymsee
By: Julia Austin, Sarah Mehta and Tom Quinn
Wymsee was a company that aimed to develop a mobile application (app) that would allow television audience members to identify and purchase clothing or accessories worn by characters in the program they were watching, with the Wymsee founders taking a percentage of...
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Keywords:
Business Model;
Business Plan;
Business Startups;
Film Entertainment;
Television Entertainment;
Technological Innovation;
Knowledge Acquisition;
Product Positioning;
Opportunities;
Adaptation;
Mobile Technology;
Entertainment and Recreation Industry;
Motion Pictures and Video Industry;
Technology Industry;
United States;
New York (city, NY)