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- Faculty Publications (36)
Show Results For
- All HBS Web (89)
- Faculty Publications (36)
- January 2021
- Article
Machine Learning for Pattern Discovery in Management Research
By: Prithwiraj Choudhury, Ryan Allen and Michael G. Endres
Supervised machine learning (ML) methods are a powerful toolkit for discovering robust patterns in quantitative data. The patterns identified by ML could be used for exploratory inductive or abductive research, or for post-hoc analysis of regression results to detect... View Details
Keywords: Machine Learning; Supervised Machine Learning; Induction; Abduction; Exploratory Data Analysis; Pattern Discovery; Decision Trees; Random Forests; Neural Networks; ROC Curve; Confusion Matrix; Partial Dependence Plots; AI and Machine Learning
Choudhury, Prithwiraj, Ryan Allen, and Michael G. Endres. "Machine Learning for Pattern Discovery in Management Research." Strategic Management Journal 42, no. 1 (January 2021): 30–57.
- March 2023
- Teaching Note
Sustainability Reporting at Dollar Tree, Inc.
By: Suraj Srinivasan and Li-Kuan Ni
Teaching Note for HBS Case No. 122-044. The case discusses the ESG strategy of Dollar Tree Inc., a U.S. Fortune 500 company in the deep discount retail industry and the shareholder pressure faced by the company. In 2022, the company faced a shareholder resolution from... View Details
Keywords: ESG; Sustainability; Shareholder Activism; Dollar Tree; Sustainability Reporting; ESG Reporting; Board Of Directors; Shareholder Engagement; GHG; Environmental Accounting; Integrated Corporate Reporting; Trends; Communication; Announcements; Voting; Environmental Management; Climate Change; Environmental Sustainability; Values and Beliefs; Corporate Accountability; Corporate Disclosure; Corporate Governance; Governing Rules, Regulations, and Reforms; Policy; Reports; Business or Company Management; Risk Management; Corporate Social Responsibility and Impact; Outcome or Result; Strategic Planning; Business and Stakeholder Relations; Situation or Environment; Opportunities; Civil Society or Community; Social Issues; Public Opinion; Strategy; Adaptation; Alignment; Business Strategy; Corporate Strategy; Value Creation; Retail Industry; United States; Virginia
- October 2000 (Revised March 2003)
- Case
Merck & Company: Evaluating a Drug Licensing Opportunity
By: Richard S. Ruback and David B Krieger
This explores the valuation of an opportunity to license a compound before it enters clinical trials. Describes Merck's decision tree evaluation process is presented. Information required to evaluate a specific licensing opportunity is provided, including the costs of... View Details
Keywords: Decision Making; Cost vs Benefits; Opportunities; Valuation; Outcome or Result; Pharmaceutical Industry
Ruback, Richard S., and David B Krieger. "Merck & Company: Evaluating a Drug Licensing Opportunity." Harvard Business School Case 201-023, October 2000. (Revised March 2003.)
- February 1993 (Revised December 1994)
- Exercise
Corporate Financial Management: Options Exercises
By: Timothy A. Luehrman
This case presents four exercises designed to introduce students to applications of option pricing and decision-tree analysis to real corporate investment problems. Two of the four problems involve decision trees and two involve option pricing. Students should be... View Details
Luehrman, Timothy A. "Corporate Financial Management: Options Exercises." Harvard Business School Exercise 293-095, February 1993. (Revised December 1994.)
- September 2003 (Revised September 2018)
- Exercise
RetailMax: Role for Regan Kessel
By: Kathleen McGinn and Dina Witter
This exercise requires students to enact an internal salary negotiation, taking on the roles of Cam Archer, a star employee, and Regan Kessel, a VP trying to attract the MBA into his department. The exercise presents a one-issue, distributive negotiation that... View Details
Keywords: Negotiation; Compensation and Benefits; Management Practices and Processes; Retail Industry
McGinn, Kathleen, and Dina Witter. "RetailMax: Role for Regan Kessel." Harvard Business School Exercise 904-025, September 2003. (Revised September 2018.)
- 2000
- Working Paper
The Logic of the First Amendment
By: Clifford G. Holderness, Michael C. Jensen and William H. Meckling
We develop a framework that is applicable to all freedom of expression disputes. Our framework is based on the meaning of freedom which is based on the meaning of scarcity, and which, in turn, is based on the existence of physical incompatibilities. To maximize... View Details
- October–December 2022
- Article
Achieving Reliable Causal Inference with Data-Mined Variables: A Random Forest Approach to the Measurement Error Problem
By: Mochen Yang, Edward McFowland III, Gordon Burtch and Gediminas Adomavicius
Combining machine learning with econometric analysis is becoming increasingly prevalent in both research and practice. A common empirical strategy involves the application of predictive modeling techniques to "mine" variables of interest from available data, followed... View Details
Keywords: Machine Learning; Econometric Analysis; Instrumental Variable; Random Forest; Causal Inference; AI and Machine Learning; Forecasting and Prediction
Yang, Mochen, Edward McFowland III, Gordon Burtch, and Gediminas Adomavicius. "Achieving Reliable Causal Inference with Data-Mined Variables: A Random Forest Approach to the Measurement Error Problem." INFORMS Journal on Data Science 1, no. 2 (October–December 2022): 138–155.
- August 2018 (Revised September 2018)
- Supplement
LendingClub (C): Gradient Boosting & Payoff Matrix
By: Srikant M. Datar and Caitlin N. Bowler
This case builds directly on the LendingClub (A) and (B) cases. In this case students follow Emily Figel as she builds an even more sophisticated model using the gradient boosted tree method to predict, with some probability, whether a borrower would repay or default... View Details
Keywords: Data Analytics; Data Science; Investment; Financing and Loans; Analytics and Data Science; Analysis; Forecasting and Prediction
Datar, Srikant M., and Caitlin N. Bowler. "LendingClub (C): Gradient Boosting & Payoff Matrix." Harvard Business School Supplement 119-022, August 2018. (Revised September 2018.)
- June 2007 (Revised March 2011)
- Case
The CW: Launching a Television Network
By: Anita Elberse and S. Mark Young
In May 2006, Dawn Ostroff, president of entertainment of the newly formed CW Television Network, was faced with the task of choosing the final set of programs for the 2006 fall schedule, which she would present to advertisers at the annual "upfront" market in New York... View Details
Keywords: Advertising; Customer Relationship Management; Decision Choices and Conditions; Television Entertainment; Brands and Branding; Product Launch; Strategic Planning; Networks; Media and Broadcasting Industry
Elberse, Anita, and S. Mark Young. "The CW: Launching a Television Network." Harvard Business School Case 507-050, June 2007. (Revised March 2011.)
- January 2001
- Case
Valuing Project Achieve
By: Mihir A. Desai and Kathleen Luchs
Project Achieve is a start-up providing information management solutions for schools. Its founders see a need for software both to manage the volumes of information necessary to administer a school and to connect parents, teachers, and students in a more effective way.... View Details
Keywords: Business Startups; Valuation; Venture Capital; Cost of Capital; Cash Flow; Forecasting and Prediction
Desai, Mihir A., and Kathleen Luchs. "Valuing Project Achieve." Harvard Business School Case 201-080, January 2001.
Paul W. Marshall
MBA Class of 1960 Professor of Management, Paul W. Marshall, is affiliated with the Entrepreneurial Management Unit and teaches The Entrepreneurial Manager in the Turnaround Environment. This Elective Curriculum course focuses on the role of... View Details
- 2023
- Article
Probabilistically Robust Recourse: Navigating the Trade-offs between Costs and Robustness in Algorithmic Recourse
By: Martin Pawelczyk, Teresa Datta, Johannes van-den-Heuvel, Gjergji Kasneci and Himabindu Lakkaraju
As machine learning models are increasingly being employed to make consequential decisions in real-world settings, it becomes critical to ensure that individuals who are adversely impacted (e.g., loan denied) by the predictions of these models are provided with a means... View Details
Pawelczyk, Martin, Teresa Datta, Johannes van-den-Heuvel, Gjergji Kasneci, and Himabindu Lakkaraju. "Probabilistically Robust Recourse: Navigating the Trade-offs between Costs and Robustness in Algorithmic Recourse." Proceedings of the International Conference on Learning Representations (ICLR) (2023).
- Web
Capstone | MBA
that will advance new drug discoveries and therapeutics with those equally passionate about changing the business of healthcare for the better. 2. The practicalities of business decisions meet the practicalities of hard science. Students... View Details
- 27 Jun 2005
- Research & Ideas
Asian and American Leadership Styles: How Are They Unique?
example, the CEO of Banyan Tree Resorts). At the core of empowering leadership is the ability to energize the people in a company. Jack Welch commented, "You may be a great manager, but unless you can energize other people, you are... View Details
Keywords: by D. Quinn Mills
- 30 Apr 2013
- First Look
First Look: April 30
entities. The company primarily serves government intelligence agencies, but has some private sector clients and is considering taking on more. The CEO, Christopher Ahlberg, is wrestling with several key decisions about where to take the... View Details
Keywords: Sean Silverthorne
- 16 Feb 2024
- Research & Ideas
As AI Upends Recruiting, Job Seekers Need a Waze App for Careers
descriptions that “go way beyond describing the minimal baseline skills you need to qualify,” Fuller says. “They're like the most overloaded Christmas tree you ever saw—12 paragraphs of what they're looking for.” The result? Employers... View Details
- 23 Apr 2024
- In Practice
Getting to Net Zero: The Climate Standards and Ecosystem the World Needs Now
With each month clocking record-breaking temperatures across the planet, this Earth Day reflected the renewed urgency of regulators and businesses to find climate-change solutions. The US Securities and Exchange Commission recently adopted new rules that will mandate... View Details
Keywords: by Rachel Layne
- Web
Business Finance Course Online | HBS Online
capital allocation, analyze the various options companies have for investing their cash, and determine which “type” of money will empower new business ideas to flourish. Highlights The High-Class Problem of Too Much Cash The Capital Allocation View Details
- Web
Winners & Runners-Up | New Venture Competition
analysis of cardiac arrhythmias to expedite clinical decision making. Alumni Track, 2022 fleetzero Steven Henderson (MBA 2016) Alumni Track Winner Ocean cargo. Zero emissions. Collective Patricio Bichara (MBA 2015) Alumni Track Runner-Up... View Details
- 12 Feb 2013
- First Look
First Look: Feb. 12
attributes of a decision problem. The hierarchy of new conditions varies in the degree to which it specifies the functional form, ranging from more general solutions with weaker constraints, to more specific solutions with stronger... View Details
Keywords: Sean Silverthorne