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  • October 2024
  • Article

Medicare Part D Protected-Class Policy Is Associated with Lower Drug Rebates

By: Pragya Kakani, Michael Anne Kyle, Amitabh Chandra and Luca Maini
Medicare Part D does not allow plans to exclude drugs in six protected classes from their formularies, which may limit plans’ ability to negotiate rebates and lead to higher spending. We estimated the association between protected-class status, US-level estimated... View Details
Keywords: Insurance; Health Care and Treatment; Governing Rules, Regulations, and Reforms; United States
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Kakani, Pragya, Michael Anne Kyle, Amitabh Chandra, and Luca Maini. "Medicare Part D Protected-Class Policy Is Associated with Lower Drug Rebates." Health Affairs 43, no. 10 (October 2024): 1420–1427.
  • April 2024
  • Article

Model-based Financial Regulations Impair the Transition to Net-zero Carbon Emissions

By: Matteo Gasparini, Matthew C. Ives, Ben Carr, Sophie Fry and Eric Beinhocker
Investments via the financial system are essential for fostering the green transition. However, the role of existing financial regulations in influencing investment decisions is understudied. Here we analyse data from the European Banking Authority to show that... View Details
Keywords: Climate Change; Investment; Governing Rules, Regulations, and Reforms; Energy Sources
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Gasparini, Matteo, Matthew C. Ives, Ben Carr, Sophie Fry, and Eric Beinhocker. "Model-based Financial Regulations Impair the Transition to Net-zero Carbon Emissions." Nature Climate Change 14, no. 5 (April 2024): 434–435.
  • June 2019
  • Article

Brokers vs. Retail Investors: Conflicting Interests and Dominated Products

By: Mark Egan
I study how brokers distort household investment decisions. Using a novel convertible bond dataset, I find that consumers often purchase dominated bonds—cheap and expensive versions of otherwise identical bonds coexist in the market. The empirical evidence suggests... View Details
Keywords: Brokers; Fiduciary Standard; Consumer Finance; Structured Products; Household; Investment; Decisions; Motivation and Incentives; Conflict of Interests
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Egan, Mark. "Brokers vs. Retail Investors: Conflicting Interests and Dominated Products." Journal of Finance 74, no. 3 (June 2019): 1217–1260.
  • 2022
  • Article

Towards Robust Off-Policy Evaluation via Human Inputs

By: Harvineet Singh, Shalmali Joshi, Finale Doshi-Velez and Himabindu Lakkaraju
Off-policy Evaluation (OPE) methods are crucial tools for evaluating policies in high-stakes domains such as healthcare, where direct deployment is often infeasible, unethical, or expensive. When deployment environments are expected to undergo changes (that is, dataset... View Details
Keywords: Analytics and Data Science; Research
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Singh, Harvineet, Shalmali Joshi, Finale Doshi-Velez, and Himabindu Lakkaraju. "Towards Robust Off-Policy Evaluation via Human Inputs." Proceedings of the AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society (2022): 686–699.
  • 2011
  • Article

A Choice Prediction Competition for Social Preferences in Simple Extensive Form Games: An Introduction

By: Eyal Ert, Ido Erev and Alvin E. Roth
Two independent, but related, choice prediction competitions are organized that focus on behavior in simple two-person extensive form games: one focuses on predicting the choices of the first mover and the other on predicting the choices of the second mover. The... View Details
Keywords: Forecasting and Prediction; Behavior; Decision Choices and Conditions; Competition; Motivation and Incentives; Game Theory; Fairness
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Ert, Eyal, Ido Erev, and Alvin E. Roth. "A Choice Prediction Competition for Social Preferences in Simple Extensive Form Games: An Introduction." Special Issue on Predicting Behavior in Games. Games 2, no. 3 (September 2011): 257–276.
  • Research Summary

The Effect of the Internet on Wages

Who benefits from the adoption of technology in the workplace? To explore, I combine worker-level wage data with information on broadband adoption by Brazilian firms to estimate the effects of broadband on wages. Overall, wages increase 2.3 percent following... View Details

Keywords: Internet; Organization Design; Brazil; Technology; Wages; Brazil
  • March 1993
  • Case

Clarion Optical Co.

By: Michael J. Roberts and Howard H. Stevenson
Focuses on two individuals' attempts to purchase Clarion Optical Co. Forces students to consider alternative proposals for financing the purchase; generate pro forma cash flows to assess the feasibility of these proposals; estimate the sources and magnitude of... View Details
Keywords: Leveraged Buyouts; Financing and Loans; Investment Return; Cash Flow; Forecasting and Prediction
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Roberts, Michael J., and Howard H. Stevenson. "Clarion Optical Co." Harvard Business School Case 393-116, March 1993.
  • April 2020 (Revised October 2021)
  • Case

SpaceX, Economies of Scale, and a Revolution in Space Access

By: Matthew C. Weinzierl, Kylie Lucas and Mehak Sarang
From the time he transformed the world of online banking, Elon Musk established himself as a bold innovator. After selling X.com to PayPal in 2002, he founded a series of revolutionary start-ups, starting with Space Exploration Technologies (SpaceX). Hoping to "make... View Details
Keywords: Space Tech; Space Access; Vision; Economies Of Scale; Technological Innovation; Emerging Markets; Commercialization; Finance; Aerospace Industry
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Weinzierl, Matthew C., Kylie Lucas, and Mehak Sarang. "SpaceX, Economies of Scale, and a Revolution in Space Access." Harvard Business School Case 720-027, April 2020. (Revised October 2021.)
  • February 1997 (Revised July 2001)
  • Background Note

Introduction to Activity-Based Costing

By: Robert S. Kaplan
Introduces the fundamental notions of activity-based costing (ABC). Motivates ABC by means of a simple example, a single and a diversified pen factory. Proceeds to show how ABC assigns costs more accurately to products and customers by: 1) identifying the activities... View Details
Keywords: Activity Based Costing and Management
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Kaplan, Robert S. "Introduction to Activity-Based Costing." Harvard Business School Background Note 197-076, February 1997. (Revised July 2001.)
  • March 2019
  • Article

A Time-Driven Activity-Based Costing Analysis of Emergency Department Scribes

By: Robert S. Kaplan, Heather A. Heaton, David M. Nestler, William J. Barry, Richard A. Helmers, Mustafa Y. Sir, Deepi G. Goyal, Derek A. Haas and Annie T. Sadosty
Objectives: To apply time-driven activity-based costing (TDABC) methodology to determine emergency medicine physician documentation costs with and without scribes.

Methods: Two research assistants shadowed attending physicians for a total of 64 hours in the... View Details
Keywords: Time-Driven Activity-Based Costing; Health Care and Treatment; Analysis
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Kaplan, Robert S., Heather A. Heaton, David M. Nestler, William J. Barry, Richard A. Helmers, Mustafa Y. Sir, Deepi G. Goyal, Derek A. Haas, and Annie T. Sadosty. "A Time-Driven Activity-Based Costing Analysis of Emergency Department Scribes." Mayo Clinic Proceedings: Innovations, Quality & Outcomes 3, no. 1 (March 2019): 30–34.
  • April 2010
  • Case

Jones Electrical Distribution

By: Thomas R. Piper and Jeffrey DeVolder
Jones Electrical Distribution is faced with a need for increased bank financing due to its rapid sales growth. Students must determine the reasons for the rising bank borrowing, estimate the amount of borrowing needed and assess the attractiveness of the loan to the... View Details
Keywords: Financial Analysis; Forecasting; Financing; Bank Loans; Growth Management; Cash Flow; Financing and Loans; Forecasting and Prediction; Distribution Industry
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Piper, Thomas R., and Jeffrey DeVolder. "Jones Electrical Distribution." Harvard Business School Brief Case 104-179, April 2010.
  • May 1987 (Revised November 1998)
  • Case

John Deere Component Works (A)

By: Robert S. Kaplan
The division has recognized the inadequacies of its existing, traditional cost system for estimating product costs. Describes the innovative activity-based system that was developed to more accurately trace overhead costs to individual products. Provides students with... View Details
Keywords: Activity Based Costing and Management; Cost Accounting; Cost Management; Cost vs Benefits; Production; Budgets and Budgeting; Innovation and Invention; Innovation and Management; Consumer Products Industry
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Kaplan, Robert S. "John Deere Component Works (A)." Harvard Business School Case 187-107, May 1987. (Revised November 1998.)
  • January 2013
  • Case

Zappos.com 2009: Clothing, Customer Service, and Company Culture (MM)

By: Frances X. Frei and Robin J. Ely
On July 17, 2009, Zappos.com, a privately-held online retailer of shoes, clothing, and other soft-line retail categories, learned that Amazon.com, a $19 billion multinational online retailer, had won its Board of Directors' approval to offer to merge the two companies.... View Details
Keywords: Customer Relationship Management; Internet and the Web; Mergers and Acquisitions; Organizational Culture; Growth and Development Strategy; Apparel and Accessories Industry; Retail Industry
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Frei, Frances X., and Robin J. Ely. "Zappos.com 2009: Clothing, Customer Service, and Company Culture (MM)." Harvard Business School Multimedia/Video Case 612-701, January 2013.
  • 2013
  • Book

Business Analysis and Valuation: Using Financial Statements, Text and Cases

By: Krishna G. Palepu and Paul M. Healy
This book provides a framework for business analysis and has been used by business schools throughout the world. It provides a foundation for analysis using four key steps: 1) Strategy analysis: Identifying a firm's strategy and understanding sources of its competitive... View Details
Keywords: Governance; Debt Securities; Valuation; Performance Evaluation; Financial Statements; Credit; Business Ventures; Strategy; Financial Condition; Mergers and Acquisitions; Forecasting and Prediction
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Palepu, Krishna G., and Paul M. Healy. Business Analysis and Valuation: Using Financial Statements, Text and Cases. 5th ed. Cengage Learning, 2013.
  • 2024
  • Working Paper

The Wandering Scholars: Understanding the Heterogeneity of University Commercialization

By: Josh Lerner, Henry Manley, Carolyn Stein and Heidi Williams
University-based scientific research has long been argued to be a central source of commercial innovation and economic growth. Yet at the same time, there have been long-held concerns that many university-based discoveries never realize their potential social... View Details
Keywords: Research; Higher Education; Business Startups; Innovation and Invention
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Lerner, Josh, Henry Manley, Carolyn Stein, and Heidi Williams. "The Wandering Scholars: Understanding the Heterogeneity of University Commercialization." Harvard Business School Working Paper, No. 24-043, January 2024. (Econometrica, Conditionally Accepted. Earlier version distributed as National Bureau of Economic Research Working Paper No. 31898 and Harvard Business School Working Paper No. 24-043. Related discussion published as “The Commercialisation of University Research: The Role of People versus Place,” VoxEU, 2024.)
  • August 2010
  • Case

Flash Memory, Inc.

By: William E. Fruhan and Craig Stephenson
The CFO of Flash Memory, Inc. prepares the company's investing and financing plans for the next three years. Flash Memory is a small firm that specializes in the design and manufacture of solid state drives (SSDs) and memory modules for the computer and electronics... View Details
Keywords: Forecasting; Financial Management; Cash Flow; Forecasting and Prediction; Capital Budgeting; Computer Industry; Electronics Industry; United States
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Fruhan, William E., and Craig Stephenson. "Flash Memory, Inc." Harvard Business School Brief Case 104-230, August 2010.
  • October 2007 (Revised January 2009)
  • Background Note

Analyzing Relative Costs

By: Hanna Halaburda and Jan W. Rivkin
Introduces students to the technique of relative cost analysis, a core technique of strategists. Among the intricate quantitative analyses that strategists undertake, relative cost analysis may be the most common. The goal of a relative cost analysis is simply to... View Details
Keywords: Cost; Management Analysis, Tools, and Techniques; Mathematical Methods; Competition; Competitive Advantage
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Halaburda, Hanna, and Jan W. Rivkin. "Analyzing Relative Costs." Harvard Business School Background Note 708-462, October 2007. (Revised January 2009.)
  • 2008
  • Working Paper

A Replication Study of Alan Blinder's 'How Many U.S. Jobs Might Be Offshorable?'

By: Troy Smith and Jan W. Rivkin
In a 2007 working paper, Alan Blinder assessed the "offshorability" of hundreds of U.S. occupations and estimated that between 22% and 29% of all U.S. jobs were potentially offshorable. This note reports the results of an exercise in which members of Harvard Business... View Details
Keywords: Job Cuts and Outsourcing; Wages; Research; United States
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Smith, Troy, and Jan W. Rivkin. "A Replication Study of Alan Blinder's 'How Many U.S. Jobs Might Be Offshorable?'." Harvard Business School Working Paper, No. 08-104, June 2008.
  • August 1989 (Revised October 1989)
  • Case

Avon Co.

Avon engineers developed a new type of electric adjustable speed drive. Executives began to make long-range plans for production and marketing. Members of the sales department wondered what pricing recommendations they should make to management on the basis of... View Details
Keywords: Technological Innovation; Price; Product Development; Technology Industry
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Corey, E. Raymond. "Avon Co." Harvard Business School Case 590-022, August 1989. (Revised October 1989.)
  • 2023
  • Article

Experimental Evaluation of Individualized Treatment Rules

By: Kosuke Imai and Michael Lingzhi Li
The increasing availability of individual-level data has led to numerous applications of individualized (or personalized) treatment rules (ITRs). Policy makers often wish to empirically evaluate ITRs and compare their relative performance before implementing them in a... View Details
Keywords: Causal Inference; Heterogeneous Treatment Effects; Precision Medicine; Uplift Modeling; Analytics and Data Science; AI and Machine Learning
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Imai, Kosuke, and Michael Lingzhi Li. "Experimental Evaluation of Individualized Treatment Rules." Journal of the American Statistical Association 118, no. 541 (2023): 242–256.
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