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      Heterogeneous Treatment EffectsRemove Heterogeneous Treatment Effects →

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      • March 2018
      • Case

      University Hospitals Cleveland Medical Center: Managing Capacity in Neurology

      By: Joel Goh, Robert S. Huckman and Nikhil Sahni
      In December 2014, Dr. Anthony Furlan, chair of the Department of Neurology at University Hospitals Cleveland Medical Center (UH), faced a mandate from the hospital’s executive leadership team. Specifically, all UH departments were directed to take steps within six... View Details
      Keywords: Health Care; Hospitals; Capacity Planning; Scheduling; Health Care and Treatment; Service Operations; Performance Capacity; Health Industry; North America; United States; Ohio; Cleveland
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      Goh, Joel, Robert S. Huckman, and Nikhil Sahni. "University Hospitals Cleveland Medical Center: Managing Capacity in Neurology." Harvard Business School Case 618-062, March 2018.
      • March 2018
      • Teaching Note

      Twine Health

      By: Robert S. Huckman and Ariel D. Stern
      In late 2014, Dr. John Moore (CEO), Frank Moss (chairman), and Scott Gilroy (CTO) of Twine Health (Twine) had to resolve several challenges that threatened to restrict the widespread dissemination of its sole product, Twine. Twine was a cloud-based platform that... View Details
      Keywords: Health Care; Chronic Disease; Digital Health; Health Acceleration Challenge; Strategy; Disease Management; Health; Health Care and Treatment; Information Technology; Mobile and Wireless Technology; Technology Adoption; Health Industry; United States; Massachusetts
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      Huckman, Robert S., and Ariel D. Stern. "Twine Health." Harvard Business School Teaching Note 618-055, March 2018.
      • Article

      Administrative Costs Associated with Physician Billing and Insurance-Related Activities at an Academic Health Care System

      By: Phillip Tseng, Robert S. Kaplan, Barak D. Richman, Mahek A. Shah and Kevin A. Schulman
      The federal government mandated adoption of certified electronic health record systems (EHR), at least in part, to reduce administrative costs for physicians. This study used time-driven activity-based costing to determine the administrative costs associated with... View Details
      Keywords: Health Care and Treatment; Cost Management; Insurance; Problems and Challenges
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      Tseng, Phillip, Robert S. Kaplan, Barak D. Richman, Mahek A. Shah, and Kevin A. Schulman. "Administrative Costs Associated with Physician Billing and Insurance-Related Activities at an Academic Health Care System." JAMA, the Journal of the American Medical Association 319, no. 7 (February 20, 2018): 691–697.
      • 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.
      • 2023
      • Working Paper

      Efficient Discovery of Heterogeneous Quantile Treatment Effects in Randomized Experiments via Anomalous Pattern Detection

      By: Edward McFowland III, Sriram Somanchi and Daniel B. Neill
      In the recent literature on estimating heterogeneous treatment effects, each proposed method makes its own set of restrictive assumptions about the intervention’s effects and which subpopulations to explicitly estimate. Moreover, the majority of the literature provides... View Details
      Keywords: Causal Inference; Program Evaluation; Algorithms; Distributional Average Treatment Effect; Treatment Effect Subset Scan; Heterogeneous Treatment Effects
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      McFowland III, Edward, Sriram Somanchi, and Daniel B. Neill. "Efficient Discovery of Heterogeneous Quantile Treatment Effects in Randomized Experiments via Anomalous Pattern Detection." Working Paper, 2023.
      • January 2018
      • Article

      The Effect of Cost Sharing on an Employee Weight Loss Program: A Randomized Trial

      By: Leslie K. John, Andrea Troxel, William Yancy, Joelle Y. Friedman, Jingsan Zhu, Lin Yang, Robert Galvin, Karen Miller-Kovach, Scott Halpern, George Loewenstein and Kevin Volpp
      Purpose: We tested the effects of employer subsidies on employee enrollment, attendance, and weight loss in a nationally-available weight management program.
      Design: A randomized trial tested the impact of employer subsidy: 100%; 80% 50% and a hybrid 50% subsidy... View Details
      Keywords: Affordable Care Act (ACA); Subsidies; Weight Loss; Obesity; Incentives; Behavioral Economics; Motivation and Incentives; Behavior; Health Disorders; Health Care and Treatment; Compensation and Benefits; United States
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      John, Leslie K., Andrea Troxel, William Yancy, Joelle Y. Friedman, Jingsan Zhu, Lin Yang, Robert Galvin, Karen Miller-Kovach, Scott Halpern, George Loewenstein, and Kevin Volpp. "The Effect of Cost Sharing on an Employee Weight Loss Program: A Randomized Trial." American Journal of Health Promotion 32, no. 1 (January 2018): 170–176.
      • Article

      A Fair Game? Racial Bias and Repeated Interaction between NBA Coaches and Players

      By: Letian Zhang
      There is strong evidence of racial bias in organizations but little understanding of how it changes with repeated interaction. This study proposes that repeated interaction has the potential to reduce racial bias, but its moderating effects are limited to the treatment... View Details
      Keywords: Discrimination; Bias; Interaction; NBA; Prejudice and Bias; Race; Equality and Inequality; Interpersonal Communication; Sports
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      Zhang, Letian. "A Fair Game? Racial Bias and Repeated Interaction between NBA Coaches and Players." Administrative Science Quarterly 62, no. 4 (December 2017): 603–625.
      • 2017
      • Working Paper

      Investment Timing with Costly Search for Financing

      By: Samuel Antill
      I develop a dynamic model of investment timing in which firms must first choose when to search for external financing. Search is costly and the arrival of investors is uncertain, leading to delay in financing and investment. Depending on parameters, my model can... View Details
      Keywords: Real Options; Search And Bargaining; Time-varying Financial Conditions; Investment; Venture Capital; Mathematical Methods
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      Antill, Samuel. "Investment Timing with Costly Search for Financing." Working Paper, December 2017.
      • November–December 2017
      • Article

      Match Your Own Price? Self-Matching as a Retailer's Multichannel Pricing Strategy

      By: Pavel Kireyev, Vineet Kumar and Elie Ofek
      Multichannel retailing has created several new strategic choices for retailers. With respect to pricing, an important decision is whether to offer a “self-matching policy,” which allows a multichannel retailer to offer the lowest of its online and store prices to... View Details
      Keywords: Price Self-matching; Multichannel Retailing; Pricing Strategy; Online Shopping; Omnichannel; Price Discrimination; Price; Strategy; Competitive Strategy
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      Kireyev, Pavel, Vineet Kumar, and Elie Ofek. "Match Your Own Price? Self-Matching as a Retailer's Multichannel Pricing Strategy." Marketing Science 36, no. 6 (November–December 2017): 908–930.
      • Article

      The IT Transformation Health Care Needs

      By: Nikhil R. Sahni, Robert S. Huckman, Anuraag Chigurupati and David M. Cutler
      In recent years, health care organizations have made sizable investments in information technology. They’ve used their IT systems to replace paper records with electronic ones and to improve billing processes, thereby boosting revenue. But so far, IT has been of little... View Details
      Keywords: Health Care and Treatment; Information Technology; Performance Improvement; Business Model
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      Sahni, Nikhil R., Robert S. Huckman, Anuraag Chigurupati, and David M. Cutler. "The IT Transformation Health Care Needs." Harvard Business Review 95, no. 6 (November–December 2017): 128–136.
      • Article

      Describing Wait Time Bottlenecks for ED Patients Undergoing Head CT

      By: Jonathan G. Rogg, Robert S. Huckman, Michael Lev, Ali Raja, Yuchiao Chang and Benjamin White
      Study objectives: Facing increased utilization and subsequent capacity and budget constraints, EDs must better understand bottlenecks and their effect on process flow to improve process efficiency. The primary objective of this study was to identify bottlenecks in... View Details
      Keywords: Health Care; Bottleneck; Health Care and Treatment; Operations; Health Industry; United States
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      Rogg, Jonathan G., Robert S. Huckman, Michael Lev, Ali Raja, Yuchiao Chang, and Benjamin White. "Describing Wait Time Bottlenecks for ED Patients Undergoing Head CT." American Journal of Emergency Medicine 35, no. 10 (October 2017): 1510–1513.
      • September 2017
      • Article

      The Real Effects of Capital Controls: Firm-Level Evidence from a Policy Experiment

      By: Laura Alfaro, Anusha Chari and Fabio Kanczuk
      Emerging-market governments adopted capital control taxes to manage the massive surge in foreign capital inflows in the aftermath of the global financial crisis. Theory suggests that the imposition of capital controls can drive up the cost of capital and curb... View Details
      Keywords: Capital Controls; Discriminatory Taxation; International Investment Barriers; Exports; Debt; Cost of Capital; Taxation; Investment; Borrowing and Debt; Equity; Brazil
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      Alfaro, Laura, Anusha Chari, and Fabio Kanczuk. "The Real Effects of Capital Controls: Firm-Level Evidence from a Policy Experiment." Journal of International Economics 108 (September 2017): 191–210. (Also see NBER Working Paper 20726. See comment in Brookings Series: The Hutchins Roundup. See also, feature in NBER Digest March 2015 issue. )
      • August 2017 (Revised July 2018)
      • Case

      MannKind Corporation: Take a Deep Breath, This Time Afrezza Will Work

      By: Elie Ofek and Amanda Dai
      In June 2014, MannKind Corporation announced that after years of development and billions of dollars in expenses, the FDA had finally approved its drug, Afrezza. MannKind would thus be the only company with an inhalable insulin on the market. As an alternative to... View Details
      Keywords: Health Care and Treatment; Product Launch; Product Positioning; Marketing Strategy; Adoption; Pharmaceutical Industry
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      Ofek, Elie, and Amanda Dai. "MannKind Corporation: Take a Deep Breath, This Time Afrezza Will Work." Harvard Business School Case 518-031, August 2017. (Revised July 2018.)
      • August 2017
      • Article

      Incentives versus Reciprocity: Insights from a Field Experiment

      By: Doug J. Chung and Das Narayandas
      We conduct a field experiment in which we vary the sales force compensation scheme at an Asian enterprise that sells consumer durable goods. With variation generated by the experimental treatments, we model sales force performance to identify the effectiveness of... View Details
      Keywords: Sales Force Compensation; Field Experiment; Heterogeneity; Loss Aversion; Reciprocity; Salesforce Management; Compensation and Benefits
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      Chung, Doug J., and Das Narayandas. "Incentives versus Reciprocity: Insights from a Field Experiment." Journal of Marketing Research (JMR) 54, no. 4 (August 2017): 511–524. (Lead article.)
      • August 2017
      • Article

      Voter Registration Costs and Disenfranchisement: Experimental Evidence from France

      By: Céline Braconnier, Jean-Yves Dormagen and Vincent Pons
      A large-scale randomized experiment conducted during the 2012 French presidential and parliamentary elections shows that voter registration requirements have significant effects on turnout, resulting in unequal participation. We assigned 20,500 apartments to one... View Details
      Keywords: Elections; Politics; Voting; Political Elections; Behavior; France
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      Braconnier, Céline, Jean-Yves Dormagen, and Vincent Pons. "Voter Registration Costs and Disenfranchisement: Experimental Evidence from France." American Political Science Review 111, no. 3 (August 2017): 584–604. (Also Harvard Business School Working Paper, No. 16-098, March 2016.)
      • June 2017
      • Article

      Does Aggregated Returns Disclosure Increase Portfolio Risk Taking?

      By: John Beshears, James J. Choi, David Laibson and Brigitte C. Madrian
      Many experiments have found that participants take more investment risk if they see returns less frequently, see portfolio-level returns (rather than each individual asset’s returns), or see long-horizon (rather than one-year) historical return distributions. In... View Details
      Keywords: Information; Investment Portfolio; Investment Return
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      Beshears, John, James J. Choi, David Laibson, and Brigitte C. Madrian. "Does Aggregated Returns Disclosure Increase Portfolio Risk Taking?" Review of Financial Studies 30, no. 6 (June 2017): 1971–2005.
      • April 2017
      • Supplement

      Imprimis (B)

      By: Ramon Casadesus-Masanell, Karen Elterman and Marc Appel
      This case is a supplement to Imprimis (A). It describes the company’s decision to enter into the pharmaceutical compounding business in 2013–2014. Imprimis purchased a compounded ophthalmological medication called Dropless Therapy, which was injected into patients’... View Details
      Keywords: Healthcare; Drug Compounding; Drug Development; Pharmaceuticals; Small Business; Decision-making, Business Model; Mark Baum; Imprimis; Decision Making; Strategy; Health Care and Treatment; Policy; Pharmaceutical Industry; United States
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      Casadesus-Masanell, Ramon, Karen Elterman, and Marc Appel. "Imprimis (B)." Harvard Business School Supplement 717-496, April 2017.
      • March 2017
      • Article

      Institutional Ownership and Corporate Tax Avoidance: New Evidence

      By: Mozaffar N. Khan, Suraj Srinivasan and Liang Tan
      We provide new evidence on the agency theory of corporate tax avoidance (Slemrod, 2004; Crocker and Slemrod, 2005; Chen and Chu, 2005) by showing that increases in institutional ownership are associated with increases in tax avoidance. Using the Russell index... View Details
      Keywords: Tax Avoidance; Agency Costs; Institutional Ownership; Private Ownership; Crime and Corruption; Taxation; Agency Theory
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      Khan, Mozaffar N., Suraj Srinivasan, and Liang Tan. "Institutional Ownership and Corporate Tax Avoidance: New Evidence." Accounting Review 92, no. 2 (March 2017): 101–122.
      • Article

      Adding Value by Talking More

      By: Robert S. Kaplan, Derek A. Haas and Jonathan Warsh
      The prevailing fee-for-service payment model has led health care administrators and physician practices to impose severe constraints on the time physicians spend talking, for which they are reimbursed poorly or not at all. New value-based reimbursement models, however,... View Details
      Keywords: Value Creation; Cost Management; Health Care and Treatment; Customer Focus and Relationships; Health Industry
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      Kaplan, Robert S., Derek A. Haas, and Jonathan Warsh. "Adding Value by Talking More." New England Journal of Medicine 375, no. 20 (November 17, 2016): 1918–1920.
      • 2017
      • Article

      The Impact of Training Informal Healthcare Providers in India: A Randomized Controlled Trial

      By: Jishnu Das, Abhijit Chowdhury, Reshmaan Hussam and Abhijit Banerjee
      Health care providers without formal medical qualifications provide more than 70% of all primary care in rural India. Training these informal providers may be one way to improve the quality of care where few alternatives exist. We report on a randomized controlled... View Details
      Keywords: Health Care; India; Business Training; RCT; Health Care and Treatment; Training; Performance Evaluation; Performance Improvement; India
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      Das, Jishnu, Abhijit Chowdhury, Reshmaan Hussam, and Abhijit Banerjee. "The Impact of Training Informal Healthcare Providers in India: A Randomized Controlled Trial." Science 354, no. 6308 (October 7, 2016): 80.
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