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- January 2025
- Technical Note
AI vs Human: Analyzing Acceptable Error Rates Using the Confusion Matrix
By: Tsedal Neeley and Tim Englehart
This technical note introduces the confusion matrix as a foundational tool in artificial intelligence (AI) and large language models (LLMs) for assessing the performance of classification models, focusing on their reliability for decision-making. A confusion matrix... View Details
- December 2024 (Revised March 2025)
- Case
The Shouldice Hospital Today
By: James Heskett and Roger Hallowell
The leadership and staff of Shouldice Hospital in Toronto, Canada have, for 75 years, sought to do one thing better than any other hospital in the world, repair inguinal hernias. For some years, a possible second hospital in another market has been under consideration.... View Details
- July 2024
- Case
Roja Garimella: Developing a Founder's Judgment
By: Reza Satchu and Patrick Sanguineti
Roja Garimella’s path to becoming a founder was anything but straight. Setting her sights on a career in medicine since childhood, she committed to medical school with her acceptance to college. And yet, throughout her studies, she continually explored alternative... View Details
- March 2024 (Revised July 2024)
- Case
WeightWatchers: Promoting Weight Health
In December 2023, the 60-year-old weight management industry stalwart WeightWatchers announced the launch of WeightWatchers Clinic, which incorporated GLP-1s , a new class of prescription weight-loss medications, into the company’s portfolio of products and mobile app... View Details
- January 19, 2024
- Article
Value-Based Health Care Can Transform the Treatment of Patients with Substance Use Disorder
By: Robert S. Kaplan and Sarah E. Wakeman
U.S. overdose deaths currently exceed 100,000 per year. New facilities, known as bridge clinics, are broadening access to high-quality care by offering outpatient substance use disorder (SUD) treatment with few access barriers. But many of the critical services offered... View Details
- January 2024
- Background Note
Evaluating Innovations in the Organization of Primary Care: What Type of Innovation Is It and How Well Does It Align with the Six Factors?
By: Regina E. Herzlinger and James Wallace
How can we evaluate if innovative health care ventures can do good—benefit society—and do well—become financially viable? This question is the topic of the first module in the Innovating in Health Care course book.
This note and "Health Stop (A): What Type... View Details
This note and "Health Stop (A): What Type... View Details
- January–February 2024
- Article
Shared Service Delivery Can Increase Client Engagement: A Study of Shared Medical Appointments
By: Ryan W. Buell, Kamalini Ramdas, Nazlı Sönmez, Kavitha Srinivasan and Rengaraj Venkatesh
Problem Definition: Clients and service providers alike often consider one-on-one service delivery to be ideal, assuming – perhaps unquestioningly – that devoting individualized attention best improves client outcomes. In contrast, in shared service delivery, clients... View Details
- October 2023
- Case
Hey Jane: Delivering Abortion Pills to the Doorstep
By: Rembrand Koning, Geraldine Pena-Galea and Sarah Mehta
This case tells the story of Hey Jane, a telehealth clinic founded in 2020 that provides virtual medication abortion services to eligible patients in nine U.S. states. By January 2023, the company had served more than 20,000 patients and raised nearly $10 million in... View Details
- March 2023 (Revised March 2025)
- Case
Close Concerns: Diabetes Research and Advocacy
By: Regina Herzlinger and Brian L. Walker
Diagnosed with diabetes at the age of 18, Kelly Close understood the importance of balancing consistency and iteration. This principle had also informed her professional work, which started with a rapid promotion from financial analyst at Goldman Sachs to an analyst... View Details
- February 2023
- Article
Maintaining Health Care Innovations After the Pandemic
By: Regina E. Herzlinger, Barak D. Richman and Kevin A. Schulman
The COVID-19 pandemic exposed the worst failings of the health care system, but it also stimulated a flurry of innovations that could lead to a much-improved delivery system. These were innovations that were born out of necessity: telemedicine access and use... View Details
- 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
- August 2022 (Revised January 2025)
- Case
NOW PT (A): Should We Invest?
By: George A Riedel, Amy Klopfenstein and Mel Martin
In fall 2021, a team of students from the HBS Impact Investing Fund considered Neurologic Optimal Wellness Physical Therapy (NOW PT) for a potential investment. Dr. Banks, the founder of NOW PT, drove to visit patients. She sought an investment from the fund to open a... View Details
- August 2022
- Supplement
NOW PT (B): Should We Invest?
By: George A. Riedel, Amy Klopfenstein and Mel Martin
This (B) case examines the results of the HBS Impact Investment Fund student team’s diligence on Neurologic Optimal Wellness Physical Therapy (NOW PT). After examining Springfield’s demographics, anticipated PT demand, local competition, and NOW PT’s financial... View Details
- January 2022
- Case
Somatus: Value-Based Kidney Care (A)
By: Ariel D. Stern, Robert S. Huckman and Sarah Mehta
When Dr. Ikenna Okezie founded Somatus, a value-based kidney care provider, his goal had been nothing short of transforming kidney care delivery in the United States. Rather than relying on dialysis, a costly and intensive treatment for late-stage kidney disease, the... View Details
- November 2021 (Revised December 2024)
- Case
Kermit PPI
By: Kyle Myers, Matt Grennan and Sarah Mehta
Launched in 2011, Kermit PPI helped hospitals save money on expensive orthopedic implants and devices by enabling them to renegotiate their contracts with device manufacturers and better monitor compliance. In 2021, as they look to grow, they are entertaining two... View Details
Keywords: Health; Health Care and Treatment; Strategy; Expansion; Information Technology; Applications and Software; Supply Chain; Supply Chain Management; Contracts; Medical Devices and Supplies Industry; Medical Devices and Supplies Industry; Medical Devices and Supplies Industry; United States; Maryland
- August 2021
- Case
Livongo: Scaling a Purpose-Driven Organization in Healthcare
By: Ranjay Gulati, Aseem Shukla and Reva Nohria
When seasoned entrepreneur Glen Tullman founded the chronic health care startup Livongo in 2014, it was personal. His son lived with diabetes, and Tullman knew firsthand how taxing it could be to manage such an unrelenting disease. Livongo set out to empower people... View Details
- May 2021
- Article
Making Doctors Effective Managers and Leaders: A Matter of Health and Well-Being
By: Lisa Rotenstein, Robert S. Huckman and Christine K. Cassel
The COVID-19 crisis has forced physicians to make daily decisions that require knowledge and skills they did not acquire as part of their biomedical training. Physicians are being called upon to be both managers—able to set processes and structures—and leaders—capable... View Details
- April 2021
- Article
Today's Surgeon Compensation Models Fall Short: Aligning Incentives to Create More Equitable and Value-based Compensation Models
By: Susanna Gallani, Mary Witkowski, Lauren Haskins, Haley Jeffcoat, Vinita Mujumdar and Frank Opelka
Modern medicine is undergoing a transformation that involves innovative surgical approaches, increased medical treatment options, clinical care pathways that require collaboration beyond hospital walls, and health data captured by electronic health records and other... View Details
- March 2021
- Case
VideaHealth: Building the AI Factory
By: Karim R. Lakhani and Amy Klopfenstein
Florian Hillen, co-founder and CEO of VideaHealth, a startup that used artificial intelligence (AI) to detect dental conditions on x-rays, spent the early years of his company laying the groundwork for an AI factory. A process for quickly building and iterating on new... View Details
Keywords: Artificial Intelligence; Innovation and Invention; Disruptive Innovation; Technological Innovation; Information Technology; Applications and Software; Technology Adoption; Digital Platforms; Entrepreneurship; AI and Machine Learning; Medical Devices and Supplies Industry; Medical Devices and Supplies Industry; North and Central America; United States; Massachusetts; Cambridge
- January 28, 2021
- Other Article
Lessons from the U.S.'s Rocky Vaccine Rollout
By: Robert S. Huckman and Bradley R. Staats
The rocky rollout of the COVID-19 vaccines is emblematic of many of the problems with the U.S. health care system. The United States is blessed with highly trained, excellent, and compassionate care providers and terrific research and development that has led to novel... View Details