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Show Results For
- All HBS Web
(14,991)
- People (57)
- News (2,396)
- Research (9,670)
- Events (39)
- Multimedia (354)
- Faculty Publications (7,912)
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- 2024
- Working Paper
The Cram Method for Efficient Simultaneous Learning and Evaluation
By: Zeyang Jia, Kosuke Imai and Michael Lingzhi Li
We introduce the "cram" method, a general and efficient approach to simultaneous learning and evaluation using a generic machine learning (ML) algorithm. In a single pass of batched data, the proposed method repeatedly trains an ML algorithm and tests its empirical... View Details
Keywords: AI and Machine Learning
Jia, Zeyang, Kosuke Imai, and Michael Lingzhi Li. "The Cram Method for Efficient Simultaneous Learning and Evaluation." Working Paper, March 2024.
- May 1995 (Revised October 1995)
- Background Note
Introduction to Cash Flow Valuation Methods
Provides an introduction to three cash flow valuation methods. The three methods differ in their measure of cash flows and the discount rate applied to those cash flows. The names for the three methods correspond to the type of cash flow that is used in the valuation:... View Details
Ruback, Richard S. "Introduction to Cash Flow Valuation Methods." Harvard Business School Background Note 295-155, May 1995. (Revised October 1995.)
- 02 Aug 2017
- Working Paper Summaries
Machine Learning Methods for Strategy Research
Keywords: by Mike Horia Teodorescu
- June 1984 (Revised October 1988)
- Background Note
Introduction to Cases
Introduces students and executives to the case method and provides a generalized approach to cases. View Details
Keywords: Cases
Shapiro, Benson P. "Introduction to Cases." Harvard Business School Background Note 584-097, June 1984. (Revised October 1988.)
- 2017
- Working Paper
Machine Learning Methods for Strategy Research
By: Mike Horia Teodorescu
Numerous applications of machine learning have gained acceptance in the field of strategy and management research only during the last few years. Established uses span such diverse problems as strategic foreign investments, strategic resource allocation, systemic risk... View Details
Keywords: Machine Learning; Natural Language Processing; Classification; Decision Trees; Strategic Decisions; Strategy; Research; Information Technology
Teodorescu, Mike Horia. "Machine Learning Methods for Strategy Research." Harvard Business School Working Paper, No. 18-011, August 2017. (Revised October 2017.)
- 2019
- Chapter
Quantitative and Qualitative Methods in Organizational Research
By: Amy C. Edmondson and Tiona Zuzul
Selecting the appropriate method for a given research question is an essential skill for organizational researchers. High-quality research involves a good fit between the methods used and the nature of the contribution to the literature. This article describes a... View Details
Edmondson, Amy C., and Tiona Zuzul. "Quantitative and Qualitative Methods in Organizational Research." In The Palgrave Encyclopedia of Strategic Management. Continuously updated edition, edited by Mie Augier and David J. Teece. Palgrave Macmillan, 2017. Electronic. (Pre-published, October 2013.)
- 2008
- Chapter
Artistic Methods and Business Disorganization
The idea that artists' work can usefully inform business practice has gained support in recent years. Managers have long described some business activities as "more art than science," but usually they've meant by this that they don't understand the activity and can't... View Details
Austin, Robert D., and Lee Devin. "Artistic Methods and Business Disorganization." In 21st Century Management: A Reference Handbook, edited by Charles Wankel, 490–499. Los Angeles: Sage Publications, 2008.
- July 1987 (Revised October 2009)
- Background Note
A Method For Valuing High-Risk, Long-Term Investments: The "Venture Capital Method"
By: William A. Sahlman and Daniel R Scherlis
Describes a method for valuing high-risk, long-term investments such as those confronting venture capitalists. The method entails forecasting a future value (e.g., five years from the present) and discounting that terminal value back to the present by applying a high... View Details
Keywords: Forecasting and Prediction; Entrepreneurship; Venture Capital; Investment; Risk Management; Valuation
Sahlman, William A., and Daniel R Scherlis. A Method For Valuing High-Risk, Long-Term Investments: The "Venture Capital Method". Harvard Business School Background Note 288-006, July 1987. (Revised October 2009.)
- June 2016
- Article
Task Segregation as a Mechanism for Within-Job Inequality: Women and Men of the Transportation Security Administration
By: Curtis K. Chan and Michel Anteby
What could explain inequality within a given job between groups of workers, particularly between women and men? Extant workplace inequality scholarship has largely overlooked as a source for inequality the job’s work content—the actual tasks workers perform. It is... View Details
Keywords: Inequality; Work; Mechanisms And Processes; Stratification; Labor Process; Qualitative Methods (General); Case Method; Field Research; Equality and Inequality; Working Conditions; Gender; Labor; Labor and Management Relations; Air Transportation Industry
Chan, Curtis K., and Michel Anteby. "Task Segregation as a Mechanism for Within-Job Inequality: Women and Men of the Transportation Security Administration." Administrative Science Quarterly 61, no. 2 (June 2016): 184–216.
- 2022
- Conference Presentation
Towards the Unification and Robustness of Post hoc Explanation Methods
By: Sushant Agarwal, Shahin Jabbari, Chirag Agarwal, Sohini Upadhyay, Steven Wu and Himabindu Lakkaraju
As machine learning black boxes are increasingly being deployed in critical domains such as healthcare and criminal justice, there has been a growing emphasis on developing techniques for explaining these black boxes in a post hoc manner. In this work, we analyze two... View Details
Keywords: AI and Machine Learning
Agarwal, Sushant, Shahin Jabbari, Chirag Agarwal, Sohini Upadhyay, Steven Wu, and Himabindu Lakkaraju. "Towards the Unification and Robustness of Post hoc Explanation Methods." Paper presented at the 3rd Symposium on Foundations of Responsible Computing (FORC), 2022.
- 2022
- Article
Data Poisoning Attacks on Off-Policy Evaluation Methods
By: Elita Lobo, Harvineet Singh, Marek Petrik, Cynthia Rudin and Himabindu Lakkaraju
Off-policy Evaluation (OPE) methods are a crucial tool for evaluating policies in high-stakes domains such as healthcare, where exploration is often infeasible, unethical, or expensive. However, the extent to which such methods can be trusted under adversarial threats... View Details
Lobo, Elita, Harvineet Singh, Marek Petrik, Cynthia Rudin, and Himabindu Lakkaraju. "Data Poisoning Attacks on Off-Policy Evaluation Methods." Proceedings of the Conference on Uncertainty in Artificial Intelligence (UAI) 38th (2022): 1264–1274.
- September 2013
- Case
The Case of the Unidentified Industries—2013
By: Mihir A. Desai, William E. Fruhan Jr. and Elizabeth A. Meyer
Helps students to understand how the characteristics of a business are reflected in its financial statements. This case consists of an exercise in which students are given balance sheet data in percentage form and other selected financial data for companies in 14... View Details
Keywords: Financial Management; Accounting Statements; Ratio Analysis; Financial Statements; Finance
Desai, Mihir A., William E. Fruhan Jr., and Elizabeth A. Meyer. "The Case of the Unidentified Industries—2013." Harvard Business School Case 214-028, September 2013.
- November 1992 (Revised June 1994)
- Case
HBS Publishing Group: The Case of the (Electronic) Case
Dhebar, Anirudh S. "HBS Publishing Group: The Case of the (Electronic) Case." Harvard Business School Case 593-051, November 1992. (Revised June 1994.)
- March 2001
- Background Note
Valuing the Option Component of Debt and Its Relevance to DCF-Based Valuation Methods
The flows-to-equity or equity cash flows valuation method is a discounted cash flow method used to estimate the equity portion of the capital structure. It is closely related to the venture capital/buyout valuation method, which estimates the IRR of the stream of cash... View Details
Meulbroek, Lisa K. "Valuing the Option Component of Debt and Its Relevance to DCF-Based Valuation Methods." Harvard Business School Background Note 201-110, March 2001.
- April 1961 (Revised April 1986)
- Background Note
Case of the Unidentified U.S. Industries, The
Examines the impact of the nature of an industry on: 1) general patterns of the need for funds (asset allocation); 2) the methods of meeting these needs; and 3) the financial results of most firms in the industry. View Details
Williams, Charles M. "Case of the Unidentified U.S. Industries, The ." Harvard Business School Background Note 261-001, April 1961. (Revised April 1986.)
- January 1995 (Revised April 1996)
- Background Note
Choreographing a Case Class
Compares four different approaches to case teaching: lecturing, theorizing, illustrating, and choreographing a case. Argues the advantages of the "choreography" method from the point of view of students' learning. Concludes with a description of that method and some... View Details
Keywords: Cases
Rangan, V. Kasturi. "Choreographing a Case Class." Harvard Business School Background Note 595-074, January 1995. (Revised April 1996.)
- September 2013
- Teaching Note
The Case of the Unidentified Industries—2013
By: Mihir A. Desai, William E. Fruhan, Jr. and Elizabeth A. Meyer
Helps students to understand how the characteristics of a business are reflected in its financial statements. This case consists of an exercise in which students are given balance sheet data in percentage form and other selected financial data for companies in 14... View Details
- October 1995
- Exercise
Venture Capital Method - Valuation Problem Set
By: William A. Sahlman and Andrew S. Janower
Presents a short problem set designed as an introduction to the venture capital method of problem solving. View Details
Sahlman, William A., and Andrew S. Janower. "Venture Capital Method - Valuation Problem Set." Harvard Business School Exercise 396-090, October 1995.
- 08 Oct 2018
- Working Paper Summaries
Developing Theory Using Machine Learning Methods
- Teaching Interest
Design of Field Research Methods (DFRM)
Field research involves collecting original data (qualitative and/or quantitative) in field sites. This course combines informal lecture and discussion with practical exercises to build specific skills for conducting field research in organizations. Readings include... View Details