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  • All HBS Web  (2,517)
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    • News  (578)
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  • All HBS Web  (2,517)
    • People  (6)
    • News  (578)
    • Research  (1,754)
    • Events  (11)
    • Multimedia  (14)
  • Faculty Publications  (1,389)
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  • February 2018
  • Article

Retention Futility: Targeting High-Risk Customers Might Be Ineffective.

By: Eva Ascarza
Companies in a variety of sectors are increasingly managing customer churn proactively, generally by detecting customers at the highest risk of churning and targeting retention efforts towards them. While there is a vast literature on developing churn prediction models... View Details
Keywords: Retention/churn; Proactive Churn Management; Field Experiments; Heterogeneous Treatment Effect; Machine Learning; Customer Relationship Management; Risk Management
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Ascarza, Eva. "Retention Futility: Targeting High-Risk Customers Might Be Ineffective." Journal of Marketing Research (JMR) 55, no. 1 (February 2018): 80–98.
  • 2018
  • Working Paper

Two Hundred Years of Health and Medical Care: The Importance of Medical Care for Life Expectancy Gains

By: Maryaline Catillon, David Cutler and Thomas Getzen
Using two hundred years of national and Massachusetts data on medical care and health, we examine how central medical care is to life expectancy gains. While common theories about medical care cost growth stress growing demand, our analysis highlights the importance of... View Details
Keywords: Mortality; Life Expectancy; Medical Care; Productivity; Public Health; Healthcare Spending; Spending Per Year Of Life Gained; Personal Medicine; Technophysio Evolution; Health; Economics; Health Care and Treatment; Spending; Data and Data Sets; Health Industry
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Catillon, Maryaline, David Cutler, and Thomas Getzen. "Two Hundred Years of Health and Medical Care: The Importance of Medical Care for Life Expectancy Gains." NBER Working Paper Series, No. 25330, December 2018.
  • Article

The Importance of Being Causal

By: Iavor I Bojinov, Albert Chen and Min Liu
Causal inference is the study of how actions, interventions, or treatments affect outcomes of interest. The methods that have received the lion’s share of attention in the data science literature for establishing causation are variations of randomized experiments.... View Details
Keywords: Causal Inference; Observational Studies; Cross-sectional Studies; Panel Studies; Interrupted Time-series; Instrumental Variables
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Bojinov, Iavor I., Albert Chen, and Min Liu. "The Importance of Being Causal." Harvard Data Science Review 2.3 (July 30, 2020).
  • December 2009
  • Article

From a Declaration of Values to the Creation of Value in Global Health

By: Jim Yong Kim, Joseph Rhatigan, Sachin H. Jain and Michael E. Porter
To make best use of the new dollars available for the treatment of disease in resource poor settings, global health practice requires a strategic approach that emphasizes value for patients, defined as health outcomes per dollar spent. Practitioners and global health... View Details
Keywords: Globalization; Health Care and Treatment; Infrastructure; Service Delivery; Outcome or Result; Poverty; Value Creation
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Kim, Jim Yong, Joseph Rhatigan, Sachin H. Jain, and Michael E. Porter. "From a Declaration of Values to the Creation of Value in Global Health." Global Public Health (December 2009).
  • May 2017 (Revised November 2017)
  • Teaching Note

BrightStar Care: The Evolution of a Leadership Team

By: Boris Groysberg, Colleen Ammerman and Olivia Hull
Teaching Note for HBS No. 417-020. View Details
Keywords: Health Care Services; Entrepreneurs; Board Of Directors; Boards Of Directors; Health Care Industry; Growth Strategy; Organizational Change; Brand Positioning; Entrepreneurial Organizations; Entrepreneurial Management; Franchising; Family-owned Business; Home Health Care; Managing Growth; Management Styles; Organizational Development; Talent Management; Women Executives; Women And Leadership; Business Startups; Family Business; Small Business; Talent And Talent Management; Governing And Advisory Boards; Health Care And Treatment; Human Capital; Leadership Development; Leadership Style; Business Or Company Management; Growth And Development Strategy; Management Analysis, Tools, And Techniques; Management Skills; Management Style; Management Succession; Management Systems; Management Teams; Brands And Branding; Marketing Strategy; Strategy; Health Industry
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Groysberg, Boris, Colleen Ammerman, and Olivia Hull. "BrightStar Care: The Evolution of a Leadership Team." Harvard Business School Teaching Note 417-074, May 2017. (Revised November 2017.)
  • 2022
  • Working Paper

Heterogeneity of Gain-Loss Attitudes and Expectations-Based Reference Points

By: Pol Campos-Mercade, Lorenz Goette, Thomas Graeber, Alex Kellogg and Charles Sprenger
Existing tests of reference-dependent preferences assume universal loss aversion. This paper examines heterogeneity in gain-loss attitudes, and explores its implications for identifying models of the reference point. In two experimental settings we measure gain-loss... View Details
Keywords: Reference-dependent Preferences; Rational Expectations; Personal Equilibrium; Endowment Effect; Expectations-based Reference Points
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Campos-Mercade, Pol, Lorenz Goette, Thomas Graeber, Alex Kellogg, and Charles Sprenger. "Heterogeneity of Gain-Loss Attitudes and Expectations-Based Reference Points." Working Paper, August 2022.
  • January–February 2013
  • Article

A Field Investigation of Multilevel Cynicism Toward Change

By: K. A. DeCelles, Paul E. Tesluk and Faye S. Taxman
Although most research on cynicism toward change (CTC) has been conceptualized at the individual level, we propose that CTC is better conceptualized as a multilevel phenomenon, acting as both an employee attitude and an organizational climate. We conducted a multilevel... View Details
Keywords: Organizational Change and Adaptation; Leading Change; Change Management; Attitudes
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DeCelles, K. A., Paul E. Tesluk, and Faye S. Taxman. "A Field Investigation of Multilevel Cynicism Toward Change." Organization Science 24, no. 1 (January–February 2013): 154–171.
  • May 2018
  • Article

The Economics of Patient-Centered Care

By: Guy David, Philip Saynisch and Aaron Smith-McLallen
The Patient-Centered Medical Home (PCMH) is a widely-implemented model for improving primary care, emphasizing care coordination, information technology, and process improvements. However, its treatment as an undifferentiated intervention in policy evaluation obscures... View Details
Keywords: Primary Care; Accreditation; Patient-centered Medical Home; Health Care and Treatment; Economics
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David, Guy, Philip Saynisch, and Aaron Smith-McLallen. "The Economics of Patient-Centered Care." Journal of Health Economics 59 (May 2018): 60–77.
  • 2024
  • Working Paper

The Uneven Impact of Generative AI on Entrepreneurial Performance

By: Nicholas G. Otis, Rowan Clarke, Solène Delecourt, David Holtz and Rembrand Koning
Scalable and low-cost AI assistance has the potential to improve firm decision-making and economic performance. However, running a business involves a myriad of open-ended problems, making it difficult to know whether recent AI advances can help business owners make... View Details
Keywords: AI and Machine Learning; Performance Improvement; Small Business; Decision Choices and Conditions; Kenya
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Otis, Nicholas G., Rowan Clarke, Solène Delecourt, David Holtz, and Rembrand Koning. "The Uneven Impact of Generative AI on Entrepreneurial Performance." Harvard Business School Working Paper, No. 24-042, December 2023.
  • Article

Health Equity, Schooling Hesitancy, and the Social Determinants of Learning

By: Meira Levinson, Alan C. Geller, Joseph G. Allen and John D. Macomber
At least 62 million K-12 students in North America—disproportionately low-income children of color— have been physically out of school for over a year due to the COVID-19 pandemic. These children are at risk of significant academic, social, mental, and physical harm... View Details
Keywords: COVID-19; Public Health; Air Quality; Social Determinants Of Health; Schooling Hesitancy; Vaccine Hesitancy; Racial Injustice; Inequity; Inequality; Health Pandemics; Education; Health Care and Treatment; Policy; Race; Equality and Inequality
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Levinson, Meira, Alan C. Geller, Joseph G. Allen, and John D. Macomber. "Health Equity, Schooling Hesitancy, and the Social Determinants of Learning." Art. 100032. Lancet Regional Health – Americas 2 (October 2021).
  • Article

Effects of Description of Options on Parental Perinatal Decision-Making

By: Marlyse F. Haward, Leslie K. John, John M. Lorenz and Baruch Fischhoff
Objective: To examine whether parents' delivery room management decisions for extremely preterm infants are influenced by (a) the degree of detail with which options-comfort care (CC) or intensive care (IC)-are presented or (b) their order of presentation. Methods: 309... View Details
Keywords: Decision Making; Values and Beliefs; Personal Characteristics; Attitudes; Motivation and Incentives; Family and Family Relationships; Health Care and Treatment
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Haward, Marlyse F., Leslie K. John, John M. Lorenz, and Baruch Fischhoff. "Effects of Description of Options on Parental Perinatal Decision-Making." Pediatrics 129, no. 5 (May 2012): 891–902.
  • September 8, 2020
  • Article

Allocation of COVID-19 Relief Funding to Disproportionately Black Counties

By: Pragya Kakani, Amitabh Chandra and Sendhil Mullainathan
This study describes correlations between the dollar amount of relief funding authorized by the US Congress to fund prevention, diagnosis, and treatment of coronavirus disease 2019 (COVID-19) and to reimburse health care entities for lost revenues, and county-level... View Details
Keywords: COVID-19; Health Pandemics; Resource Allocation; Demographics; Race
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Kakani, Pragya, Amitabh Chandra, and Sendhil Mullainathan. "Allocation of COVID-19 Relief Funding to Disproportionately Black Counties." JAMA, the Journal of the American Medical Association 324, no. 10 (September 8, 2020): 1000–1003.
  • 2022
  • Working Paper

Machine Learning Models for Prediction of Scope 3 Carbon Emissions

By: George Serafeim and Gladys Vélez Caicedo
For most organizations, the vast amount of carbon emissions occur in their supply chain and in the post-sale processing, usage, and end of life treatment of a product, collectively labelled scope 3 emissions. In this paper, we train machine learning algorithms on 15... View Details
Keywords: Carbon Emissions; Climate Change; Environment; Carbon Accounting; Machine Learning; Artificial Intelligence; Digital; Data Science; Environmental Sustainability; Environmental Management; Environmental Accounting
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Serafeim, George, and Gladys Vélez Caicedo. "Machine Learning Models for Prediction of Scope 3 Carbon Emissions." Harvard Business School Working Paper, No. 22-080, June 2022.
  • June 2024
  • Article

The Monitoring Role of Social Media

By: Jonas Heese and Joseph Pacelli
In this study, we examine whether social media activity can reduce corporate misconduct. We use the staggered introduction of 3G mobile broadband access across the United States to identify exogenous increases in social media activity and test whether access to 3G... View Details
Keywords: Corporate Misconduct; Twitter; Corporate Accountability; Mobile and Wireless Technology; Social and Collaborative Networks
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Heese, Jonas, and Joseph Pacelli. "The Monitoring Role of Social Media." Review of Accounting Studies 29, no. 2 (June 2024): 1666–1706.
  • March 2023 (Revised June 2025)
  • Case

Close Concerns: Diabetes Research and Advocacy

By: Regina E. 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
Keywords: Diabetes; Health; Health Care; Health Care And Treatment; Health Care Outcomes; Health Care Industry; Knowledge Dissemination; Outcome or Result; Equality and Inequality; Business Model; Entrepreneurship
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Herzlinger, Regina E., and Brian L. Walker. "Close Concerns: Diabetes Research and Advocacy." Harvard Business School Case 323-047, March 2023. (Revised June 2025.)
  • 1980
  • Working Paper

Components of Manufacturing Inventories: A Structural Model of the Production Process

By: Alan J. Auerbach and Jerry R. Green
This paper presents a structural model of production and inventory accumulation based on the hypothesis of cost minimization. It differs from previous attempts in several respects. First, it integrates the analysis of input inventories with output inventories, treating... View Details
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Auerbach, Alan J., and Jerry R. Green. "Components of Manufacturing Inventories: A Structural Model of the Production Process." NBER Working Paper Series, No. 491, June 1980.
  • 2020
  • Working Paper

Design and Analysis of Switchback Experiments

By: Iavor I Bojinov, David Simchi-Levi and Jinglong Zhao
In switchback experiments, a firm sequentially exposes an experimental unit to a random treatment, measures its response, and repeats the procedure for several periods to determine which treatment leads to the best outcome. Although practitioners have widely adopted... View Details
Keywords: Switchback Experiments; Design; Analysis; Mathematical Methods
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Bojinov, Iavor I., David Simchi-Levi, and Jinglong Zhao. "Design and Analysis of Switchback Experiments." Harvard Business School Working Paper, No. 21-034, September 2020.
  • October 2008
  • Article

Navigating the Bind of Necessary Evils: Psychological Engagement and the Production of Interpersonally Sensitive Behavior

By: Joshua D. Margolis and Andrew Molinsky
We develop grounded theory about how individuals respond to the subjective experience of performing "necessary evils" and how that influences the way they treat targets of their actions. Despite the importance and difficulty of delivering just, compassionate treatment... View Details
Keywords: Interpersonal Communication; Fairness; Moral Sensibility; Problems and Challenges; Behavior; Power and Influence; Welfare
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Margolis, Joshua D., and Andrew Molinsky. "Navigating the Bind of Necessary Evils: Psychological Engagement and the Production of Interpersonally Sensitive Behavior." Academy of Management Journal 51, no. 5 (October 2008): 847–872. (Winner of Academy of Management. Outstanding Publication in Organizational Behavior Award presented by Academy of Management.)
  • 2007
  • Working Paper

The Dynamic Interplay of Inequality and Trust - An Experimental Study

By: Ben Greiner, Axel Ockenfels and Peter Werner
We study the interplay of inequality and trust in a dynamic game, where trust increases efficiency and thus allows higher growth of the experimental economy in the future. We find that trust is initially high in a treatment starting with equal endowments, but decreases... View Details
Keywords: Equality and Inequality; Performance Efficiency; Trust; Economics
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Greiner, Ben, Axel Ockenfels, and Peter Werner. "The Dynamic Interplay of Inequality and Trust - An Experimental Study." Harvard Business School Working Paper, No. 08-026, October 2007.
  • August 2024
  • Article

The Labor Market Effects of Loan Guarantee Programs

By: Jean-Noël Barrot, Thorsten Martin, Julien Sauvagnat and Boris Vallée
We investigate the labor market effects of a loan guarantee program targeting French SMEs during the financial crisis. Exploiting differences in regional treatment intensity in a border discontinuity design, we uncover a central trade-off for such interventions. While... View Details
Keywords: Labor; Financial Crisis; Policy; France
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Barrot, Jean-Noël, Thorsten Martin, Julien Sauvagnat, and Boris Vallée. "The Labor Market Effects of Loan Guarantee Programs." Review of Financial Studies 37, no. 8 (August 2024): 2315–2354.
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