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      • Faculty Publications  (162)

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      • 2025
      • Article

      Difference-in-Differences Subset Scan

      By: Will Stamey, Sriram Somanchi and Edward McFowland III
      Difference-in-differences (DiD) has been extensively applied in the literature to elicit the average causal effect of an intervention or policy. Though researchers explore heterogeneity in the treatment effect with respect to time or some observed covariate (usually... View Details
      Keywords: Research; Analytics and Data Science
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      Stamey, Will, Sriram Somanchi, and Edward McFowland III. "Difference-in-Differences Subset Scan." Proceedings of the ACM SIGKDD Conference on Knowledge Discovery and Data Mining 31st (2025): 2656–2667.
      • July 3, 2025
      • Article

      A New Framework for Reducing Healthcare Disparities

      By: Susanna Gallani, Mary Lynch Witkowski, Lidia M. V. R. Moura and Katie Sonnefeldt
      Despite decades of initiatives to address healthcare inequities in the U.S., disparities across race, gender, geography, and income remain stubbornly persistent. This article introduces the Strategic Fingerprint Framework for Health Equity, a practical, principle-based... View Details
      Keywords: Equality and Inequality; Demographics; Outcome or Result; Health Care and Treatment; Framework; Health Industry
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      Gallani, Susanna, Mary Lynch Witkowski, Lidia M. V. R. Moura, and Katie Sonnefeldt. "A New Framework for Reducing Healthcare Disparities." Harvard Business Review Digital Articles (July 3, 2025).
      • July 2025
      • Case

      The Future in Sight: LumineticsCore and the First Autonomous AI for Diagnostics

      By: Michael Lingzhi Li and Tinglong Dai
      After two decades of research, Dr. Michael Abramoff successfully launched LumineticsCore—the first autonomous AI system authorized by the FDA to diagnose diabetic retinopathy without physician oversight. The case traces his journey across algorithm design, clinical... View Details
      Keywords: Healthcare; AI; Regulation; Medical Technology; Health Care and Treatment; AI and Machine Learning; Medical Specialties; Health Industry; Technology Industry; United States
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      Li, Michael Lingzhi, and Tinglong Dai. "The Future in Sight: LumineticsCore and the First Autonomous AI for Diagnostics." Harvard Business School Case 626-019, July 2025.
      • May 2025
      • Case

      Dell Med: Transforming Care Delivery & Payment

      By: Robert S. Kaplan, David N. Bernstein and Mary L. Witkowski
      Health care in the U.S. and globally continues to undergo massive transformation, surging towards a system that rewards value for patients. However, widespread adoption of value-based health care remains a challenge. This case study focuses on the care delivery... View Details
      Keywords: Integrated Practice Units; Outcomes Measurement; Time-Driven Activity-Based Costing; Health Care and Treatment; Business Strategy; Leading Change; Decisions; Transformation; Service Delivery; Adoption; Value; Health Industry; United States; Texas
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      Kaplan, Robert S., David N. Bernstein, and Mary L. Witkowski. "Dell Med: Transforming Care Delivery & Payment." Harvard Business School Case 125-117, May 2025.
      • May 2025
      • Teaching Note

      The VideaHealth AI Factory: CEO Florian Hillen on Speed, Scale, and Innovation

      By: Tsedal Neeley
      Teaching Note for HBS Case No. 425-720. Florian Hillen, co-founder and CEO of VideaHealth, a startup using artificial intelligence (AI) to detect dental conditions on x-rays, spent the early years of his company laying the groundwork for an AI factory. This AI factory,... View Details
      Keywords: Diagnostics; Organization Design; Change Management; Disruption; Transformation; Health Care and Treatment; AI and Machine Learning; Technological Innovation; Technology Adoption; Management Style; Organizational Culture; Success; Technology Industry; Health Industry; United States
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      Neeley, Tsedal. "The VideaHealth AI Factory: CEO Florian Hillen on Speed, Scale, and Innovation." Harvard Business School Teaching Note 425-102, May 2025.
      • 2025
      • Working Paper

      Healthcare Provider Bankruptcies

      By: Samuel Antill, Ashvin Gandhi, Jessica Bai and Adrienne Sabety
      Healthcare firms are filing for Chapter 11 bankruptcy at record rates. We find that bankruptcies increase healthcare staff turnover, worsen care, and harm patients. Using a difference-in-differences design, we estimate that a bankruptcy filing immediately increases... View Details
      Keywords: Insolvency and Bankruptcy; Health Care and Treatment; Outcome or Result; Retention; Health Industry
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      Antill, Samuel, Ashvin Gandhi, Jessica Bai, and Adrienne Sabety. "Healthcare Provider Bankruptcies." NBER Working Paper Series, No. 33763, May 2025.
      • February 2025
      • Article

      Variation in Batch Ordering of Imaging Tests in the Emergency Department and the Impact on Care Delivery

      By: Jacob C. Jameson, Soroush Saghafian, Robert S. Huckman and Nicole Hodgson
      Objectives: To examine heterogeneity in physician batch ordering practices and measure the impact of a physician's tendency to batch order imaging tests on patient outcomes and resource utilization.
      Study Setting and Design: In this retrospective study, we used... View Details
      Keywords: Health Care; Operations Management; Productivity; Health Care and Treatment; Operations; Outcome or Result; Resource Allocation; Health Industry; United States
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      Jameson, Jacob C., Soroush Saghafian, Robert S. Huckman, and Nicole Hodgson. "Variation in Batch Ordering of Imaging Tests in the Emergency Department and the Impact on Care Delivery." Health Services Research 60, no. 1 (February 2025).
      • January 2025 (Revised March 2025)
      • Case

      Gavi and the 'Next' Pandemic

      By: Tarun Khanna and Kerry Herman
      In 2025, CEO Dr. Sania Nishtar and her team consider the lessons the Global Alliance for Vaccine and Immunizations (GAVI) learned from the pandemic. GAVI successfully brought COVID-19 vaccines to large swaths of the undeveloped and under-developed world by pooling... View Details
      Keywords: Developing Countries and Economies; Health Care and Treatment; Health Pandemics; Crisis Management; Success; Innovation and Invention; Service Delivery; Organizational Change and Adaptation; Strategic Planning; Pharmaceutical Industry; Africa
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      Khanna, Tarun, and Kerry Herman. "Gavi and the 'Next' Pandemic." Harvard Business School Case 725-351, January 2025. (Revised March 2025.)
      • January 2025
      • Case

      The VideaHealth AI Factory: CEO Florian Hillen on Speed, Scale, and Innovation (A)

      By: Tsedal Neeley, Levi Stroud, Ruth Page and Dave Habeeb
      Pre-abstract: This multimedia case should be assigned to students in advance of class. Instructors should consider the timing of making the (B) Case videos available to students, as they may reveal key case details.

      Abstract: Florian Hillen, co-founder... View Details
      Keywords: Diagnostics; Organization Design; Change Management; Disruption; Transformation; Health Care and Treatment; AI and Machine Learning; Technology Adoption; Technological Innovation; Management Style; Organizational Culture; Success; Technology Industry; Health Industry; United States
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      Neeley, Tsedal, Levi Stroud, Ruth Page, and Dave Habeeb. "The VideaHealth AI Factory: CEO Florian Hillen on Speed, Scale, and Innovation (A)." Harvard Business School Multimedia/Video Case 425-720, January 2025.
      • January 2025
      • Supplement

      The VideaHealth AI Factory: CEO Florian Hillen on Speed, Scale, and Innovation (B)

      By: Tsedal Neeley, Levi Stroud, Ruth Page and Dave Habeeb
      Pre-abstract: This multimedia case should be assigned to students in advance of class. Instructors should consider the timing of making the (B) Case videos available to students, as they may reveal key case details.

      Abstract: Florian Hillen, co-founder... View Details
      Keywords: Diagnostics; Organization Design; Change Management; Disruption; Transformation; Health Care and Treatment; AI and Machine Learning; Technology Adoption; Technological Innovation; Management Style; Organizational Culture; Success; Technology Industry; Health Industry; United States
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      Neeley, Tsedal, Levi Stroud, Ruth Page, and Dave Habeeb. "The VideaHealth AI Factory: CEO Florian Hillen on Speed, Scale, and Innovation (B)." Harvard Business School Multimedia/Video Supplement 425-721, January 2025.
      • 2025
      • Working Paper

      Combining Complements: Theory and Evidence from Cancer Treatment Innovation

      By: Rebekah Dix and Todd A. Lensman
      Innovations often combine several components to achieve outcomes greater than the “sum of the parts.” We argue that such combination innovations can introduce an understudied inefficiency—a positive market expansion externality that benefits the owners of the... View Details
      Keywords: Innovation Strategy; Outcome or Result; Collaborative Innovation and Invention; Health Testing and Trials; Health Industry
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      Dix, Rebekah, and Todd A. Lensman. "Combining Complements: Theory and Evidence from Cancer Treatment Innovation." Working Paper, January 2025.
      • 2025
      • Working Paper

      Policy-Aware Experimentation: Strategic Sampling for Optimized Targeting Policies

      By: Yi-Wen Chen, Eva Ascarza and Oded Netzer
      Firms often rely on randomized experiments to estimate customer-level treatment effects for targeting policies. Standard "test-then-learn" approaches typically sample customers uniformly to optimize estimation accuracy but ignore economic objectives, leading to... View Details
      Keywords: Research; Customer Focus and Relationships; Profit
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      Chen, Yi-Wen, Eva Ascarza, and Oded Netzer. "Policy-Aware Experimentation: Strategic Sampling for Optimized Targeting Policies." Columbia Business School Research Paper Series, No. 5044549, December 2024. (Revised June 2025.)
      • December 2024
      • Article

      Proxy Advisory Firms and Corporate Shareholder Engagement

      By: Aiyesha Dey, Austin Starkweather and Joshua White
      We study how Institutional Shareholder Services (ISS) affect firms’ engagement with shareholders. Our analyses exploit a quasi-natural experiment using say-on-pay voting outcomes near a threshold that triggers ISS to review engagement activities. Firms receiving ISS... View Details
      Keywords: Business and Shareholder Relations; Governing and Advisory Boards; Policy; Voting
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      Dey, Aiyesha, Austin Starkweather, and Joshua White. "Proxy Advisory Firms and Corporate Shareholder Engagement." Review of Financial Studies 37, no. 12 (December 2024): 3877–3931.
      • November 2024
      • Article

      The Health Costs of Cost Sharing

      By: Amitabh Chandra, Evan Flack and Ziad Obermeyer
      What happens when patients suddenly stop their medications? We study the health consequences of drug interruptions caused by large, abrupt, and arbitrary changes in price. Medicare’s prescription drug benefit as-if-randomly assigns 65-year-olds a drug budget as a... View Details
      Keywords: Outcome or Result; Health Care and Treatment; Budgets and Budgeting; Cost
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      Chandra, Amitabh, Evan Flack, and Ziad Obermeyer. "The Health Costs of Cost Sharing." Quarterly Journal of Economics 139, no. 4 (November 2024): 2037–2082.
      • September 2024
      • Case

      The Health Equity Accelerator at Boston Medical Center

      By: Susanna Gallani, Mary Witkowski and Katie Sonnefeldt
      This case describes how Boston Medical Center, a hospital and safety net organization, changed its strategic approach to health equity after realizing that previous efforts were not sufficient to address the health disparities among their patients. In 2021, the Health... View Details
      Keywords: Health Care and Treatment; Health Disorders; Innovation and Management; Innovation Leadership; Innovation Strategy; Adaptation; Business Strategy; Mission and Purpose; Decisions; Organizational Change and Adaptation; Organizational Structure; Diversity; Race; Ethnicity; Urban Scope; Local Range; Equality and Inequality; Health Industry; Boston
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      Gallani, Susanna, Mary Witkowski, and Katie Sonnefeldt. "The Health Equity Accelerator at Boston Medical Center." Harvard Business School Case 125-039, September 2024.
      • 2024
      • Working Paper

      Does Private Equity Have Any Business Being in the Health Care Business?

      By: Nori Gerardo Lietz and Zirui Song
      Private Equity (“PE”) has come under increased scrutiny by the press, academics, and policymakers, as well as the public, for its investments in health care delivery. This scrutiny has been exacerbated by recent high profile hospital bankruptcies following PE... View Details
      Keywords: Private Equity; Government Administration; Acquisition; Health Industry
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      Lietz, Nori Gerardo, and Zirui Song. "Does Private Equity Have Any Business Being in the Health Care Business?" Harvard Business School Working Paper, No. 25-012, September 2024.
      • September 2024
      • Article

      Investing in the Next Generation: The Long-Run Impacts of a Liquidity Shock

      By: Patrick Agte, Arielle Bernhardt, Erica M. Field, Rohini Pande and Natalia Rigol
      How do poor entrepreneurs trade off investments in business enterprises versus children's human capital, and how do these choices influence intergenerational socio-economic mobility? To examine this, we exploit experimental variation in household income resulting from... View Details
      Keywords: Socio-economic Mobility; Entrepreneurship; Education; Income; Literacy; Poverty
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      Agte, Patrick, Arielle Bernhardt, Erica M. Field, Rohini Pande, and Natalia Rigol. "Investing in the Next Generation: The Long-Run Impacts of a Liquidity Shock." American Economic Review 114, no. 9 (September 2024): 2792–2824.
      • August 2024
      • Case

      Scaling Seven Starling

      By: Ryan W. Buell and Carin-Isabel Knoop
      Seven Starling, a maternal mental health startup, is scaling its digital clinic model. Seven Starling addresses perinatal mental health challenges by providing licensed therapists, peer support, and medication to mothers across five states, with a hybrid care model... View Details
      Keywords: Business Model; Business Startups; Health Care and Treatment; Growth and Development Strategy; Mission and Purpose; Health Industry
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      Buell, Ryan W., and Carin-Isabel Knoop. "Scaling Seven Starling." Harvard Business School Case 625-046, August 2024.
      • July–August 2024
      • Article

      Doing More with Less: Overcoming Ineffective Long-Term Targeting Using Short-Term Signals

      By: Ta-Wei Huang and Eva Ascarza
      Firms are increasingly interested in developing targeted interventions for customers with the best response, which requires identifying differences in customer sensitivity, typically through the conditional average treatment effect (CATE) estimation. In theory, to... View Details
      Keywords: Long-run Targeting; Heterogeneous Treatment Effect; Statistical Surrogacy; Customer Churn; Field Experiments; Consumer Behavior; Customer Focus and Relationships; AI and Machine Learning; Marketing Strategy
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      Huang, Ta-Wei, and Eva Ascarza. "Doing More with Less: Overcoming Ineffective Long-Term Targeting Using Short-Term Signals." Marketing Science 43, no. 4 (July–August 2024): 863–884.
      • July 2024
      • Article

      Mass General Brigham’s Patient-Reported Outcomes Measurement System: A Decade of Learnings

      By: Jason B. Liu, Robert S. Kaplan, David W. Bates, Mario O. Edelen, Rachel C. Sisodia and Andrea L. Pusic
      This article describes the strategies that leaders at the Mass General Brigham (MGB) health system have used in launching a standardized patient-reported outcome measure (PROM) collection program in 2012, a major step in the value-based transformation of health care.... View Details
      Keywords: Patient-reported Outcomes; Value Based Health Care; Health Care and Treatment; Transformation; Outcome or Result; Organizational Change and Adaptation; Performance Improvement; Health Industry
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      Liu, Jason B., Robert S. Kaplan, David W. Bates, Mario O. Edelen, Rachel C. Sisodia, and Andrea L. Pusic. "Mass General Brigham’s Patient-Reported Outcomes Measurement System: A Decade of Learnings." NEJM Catalyst Innovations in Care Delivery 5, no. 7 (July 2024).
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