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- 2020
- Working Paper
Machine Learning for Pattern Discovery in Management Research
Supervised machine learning (ML) methods are a powerful toolkit for discovering robust patterns in quantitative data. The patterns identified by ML could be used as an observation for further inductive or abductive research, but should not be treated as the result of a... View Details
Keywords: Machine Learning; Theory Building; Induction; Decision Trees; Random Forests; K-nearest Neighbors; Neural Network; P-hacking; Analytics and Data Science; Analysis
Choudhury, Prithwiraj, Ryan Allen, and Michael G. Endres. "Machine Learning for Pattern Discovery in Management Research." Harvard Business School Working Paper, No. 19-032, September 2018. (Revised June 2020.)
- 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.
- Research Summary
The Meaning-Making of Meaningful Work
This stream of research considers cultural processes of meaning-making. In an ongoing inductive case study of a consulting firm, I examine what makes certain kinds of work meaningful and what role the interpretation of organizational communications plays in this... View Details
- April 1987 (Revised April 1992)
- Background Note
Games of Strategy: An Introduction
An introduction to the formal analysis of strategic situations. Ideas of game trees, backwards induction, and dominated strategies are introduced. The methods of backwards induction to find optimal strategies is related to the method of successive eliminations of... View Details
Krishna, Vijay. "Games of Strategy: An Introduction." Harvard Business School Background Note 187-159, April 1987. (Revised April 1992.)
- August 2018 (Revised September 2018)
- Supplement
LendingClub (B): Decision Trees & Random Forests
By: Srikant M. Datar and Caitlin N. Bowler
This case builds directly on the LendingClub (A) case. In this case students follow Emily Figel as she builds two tree-based models using historical LendingClub data to predict, with some probability, whether borrower will repay or default on his loan.
... View Details
... View Details
Keywords: Data Science; Data Analytics; Decision Trees; Investment; Financing and Loans; Analytics and Data Science; Analysis; Forecasting and Prediction
Datar, Srikant M., and Caitlin N. Bowler. "LendingClub (B): Decision Trees & Random Forests." Harvard Business School Supplement 119-021, August 2018. (Revised September 2018.)
- Research Summary
Overview
Professor McDonald studies how firms successfully navigate new markets. He examines how widely accepted strategic prescriptions can actually undermine managers’ attempts to develop a viable business model or stake out a defining new market position, and considers the... View Details
- 2010
- Other Unpublished Work
Fashioning an Industry: Cognitive Processes and the Construction of Worth in the Institutionalization of a New Industry
By: Mukti Khaire
This inductive study of the high-end fashion industry in India explores how the worth of a new industry is constructed. Interviews with entrepreneurs and constituents of the field revealed that the worth of the industry was constructed through framing by early... View Details
- 2023
- Working Paper
Senior Team Emotional Dynamics and Strategic Decision Making at a Platform Transition
By: Timo O. Vuori and Michael L. Tushman
Based on an inductive case study, we develop an emotional-temporal process model of an incumbent’s
strategic decision making at a platform transition. We describe the senior team’s emotional response to
this transition and the impact of these emotions on their... View Details
Vuori, Timo O., and Michael L. Tushman. "Senior Team Emotional Dynamics and Strategic Decision Making at a Platform Transition." Harvard Business School Working Paper, No. 23-054, March 2023.
- January 2004 (Revised February 2005)
- Background Note
A Note on Methodological Fit in Management Field Research
By: Amy C. Edmondson and Stacy McManus
To use in doctoral-level management courses on the design of field research methods. Advocates the importance of fit, or internal consistency, among the different elements of a field research project. Although the scientific method provides an essential framework for... View Details
Edmondson, Amy C., and Stacy McManus. "A Note on Methodological Fit in Management Field Research." Harvard Business School Background Note 604-072, January 2004. (Revised February 2005.)
- Article
Why Am I Seeing This Ad? The Effect of Ad Transparency on Ad Effectiveness
By: Tami Kim, Kate Barasz and Leslie K. John
Given the increasingly specific ways marketers can target ads, many consumers and regulators are demanding ad transparency: disclosure of how consumers’ personal information was used to generate ads. We investigate how and why ad transparency impacts ad effectiveness.... View Details
Keywords: Digital Marketing; Customization and Personalization; Information; Trust; Performance Effectiveness
Kim, Tami, Kate Barasz, and Leslie K. John. "Why Am I Seeing This Ad? The Effect of Ad Transparency on Ad Effectiveness." Journal of Consumer Research 45, no. 5 (February 2019): 906–932.
- November 2017
- Article
Overcoming Institutional Voids: A Reputation-Based View of Long Run Survival
Emerging markets are characterized by underdeveloped institutions and frequent environmental shifts. Yet they also contain many firms that have survived over generations. How are firms in weak institutional environments able to persist over time? Motivated by 69... View Details
Gao, Cheng, Tiona Zuzul, Geoffrey Jones, and Tarun Khanna. "Overcoming Institutional Voids: A Reputation-Based View of Long Run Survival." Strategic Management Journal 38, no. 11 (November 2017): 2147–2167. (Video Abstract.)
- 2016
- Working Paper
Overcoming Institutional Voids: A Reputation-Based View of Long Run Survival
By: Cheng Gao, Tiona Zuzul, Geoffrey Jones and Tarun Khanna
Emerging markets are characterized by underdeveloped institutions and frequent environmental shifts. Yet they also contain many firms that have survived over generations. How are firms in weak institutional environments able to persist over time? Motivated by 69... View Details
Keywords: Institutional Voids; Intangible Resources; Business Ventures; Business or Company Management; Business History; Reputation; Emerging Markets
Gao, Cheng, Tiona Zuzul, Geoffrey Jones, and Tarun Khanna. "Overcoming Institutional Voids: A Reputation-Based View of Long Run Survival." Harvard Business School Working Paper, No. 17-060, January 2017.
- Article
A Theories-in-Use Approach to Building Marketing Theory
By: G. Zaltman, Valarie A. Zeithaml, Bernard Jaworski, Ajay K. Kohli, Kapil R. Tuli and Wolfgang Ulaga
This article’s objective is to inspire and provide guidance on the development of marketing knowledge based on the theories-in-use (TIU) approach. The authors begin with a description of the TIU approach and compare it with other inductive and deductive research... View Details
Keywords: Building Theory; Grounded Theory; Theories-in-use; Theory Construction; Theory Development; Marketing; Knowledge; Theory
Zaltman, G., Valarie A. Zeithaml, Bernard Jaworski, Ajay K. Kohli, Kapil R. Tuli, and Wolfgang Ulaga. "A Theories-in-Use Approach to Building Marketing Theory." Journal of Marketing 84, no. 1 (January 2020): 32–51.
- 2022
- Working Paper
Category Kings or Commoners? Marketing Shaping and Its Consequences in Nascent Categories
By: Rory McDonald
For a new market category to materialize, someone must actively bring it into existence. Yet it remains a mystery how entrepreneurs, whose resources are stretched thin, can accomplish this task. Prior research emphasizes the importance of market-shaping... View Details
- July 2001 (Revised March 2003)
- Background Note
Running and Growing the Small Company: Project-Paper Writing Recommendations
Students are required to do a team project. During the project, they are to do a benchmarking study of a business process to determine best practice or to study a single business process for the purposes of discovering improvement opportunities. The student teams are... View Details
Spear, Steven J. "Running and Growing the Small Company: Project-Paper Writing Recommendations." Harvard Business School Background Note 602-022, July 2001. (Revised March 2003.)
- April 2013
- Article
The International Politics of IFRS Harmonization
By: Karthik Ramanna
The globalization of accounting standards as seen through the proliferation of IFRS worldwide is one of the most important developments in corporate governance over the last decade. I offer an analysis of some international political dynamics of countries' IFRS... View Details
Keywords: Accounting Standards; IASB; IFRS; Politics; International Accounting; Globalization; Standards; Corporate Governance; Canada; China; India
Ramanna, Karthik. "The International Politics of IFRS Harmonization." Accounting, Economics and Law 3, no. 2 (April 2013): 1–46. (Published in a dedicated issue of the journal together with four discussions, including two by the chairpersons of the national accounting standards bodies of France and Japan.)
- February 2018
- Teaching Note
Still Leading Series—Issues in Transitioning to New Forms of Service Later in Life
By: Rosabeth Moss Kanter, Rakesh Khurana, James Honan and Ai-Ling Jamila Malone
The Still Leading case series includes an introductory note, “Still Leading (A): Issues in Transitioning to New Forms of Service Later in Life” and 10 supplementary cases that cover the transition of highly accomplished and prolific leaders (Hon. Robert McDonald, Hon.... View Details
- February 9, 2024
- Article
Addressing Climate Change with Behavioral Science: A Global Intervention Tournament in 63 Countries
By: Madalina Vlasceanu, Kimberly C. Doell, Joseph B. Bak-Coleman, Boryana Todorova, Michael M. Berkebile-Weinberg, Amit Goldenberg, Eric Shuman and et al.
Effectively reducing climate change requires marked, global behavior change. However, it is unclear which strategies are most likely to motivate people to change their climate beliefs and behaviors. Here, we tested 11 expert-crowdsourced interventions on four climate... View Details
Keywords: Climate Change; Motivation and Incentives; Behavior; Policy; Knowledge Sharing; Values and Beliefs
Vlasceanu, Madalina, Kimberly C. Doell, Joseph B. Bak-Coleman, Boryana Todorova, Michael M. Berkebile-Weinberg, Amit Goldenberg, Eric Shuman, and et al. "Addressing Climate Change with Behavioral Science: A Global Intervention Tournament in 63 Countries." Science Advances 10, no. 6 (February 9, 2024).
- 2012
- Working Paper
The International Politics of IFRS Harmonization
By: Karthik Ramanna
The globalization of accounting standards as seen through the proliferation of IFRS worldwide is one of the most important developments in corporate governance over the last decade. I offer an analysis of some international political dynamics of countries' IFRS... View Details
Keywords: Accounting Standards; Globalization; IASB; IFRS; Politics; Financial Reporting; International Accounting; Global Strategy; Corporate Governance; Policy; Government and Politics; Standards; China; India; Canada
Ramanna, Karthik. "The International Politics of IFRS Harmonization." Harvard Business School Working Paper, No. 11-132, June 2011. (Revised August 2011, March 2012, August 2012, October 2012. Forthcoming in Accounting, Economics & Law.)
- Article
Putting Patients First: Social Marketing Strategies for Treating HIV in Developing Nations
By: Zoe Chance and Rohit Deshpandé
It is more than mere coincidence that the highest rates of HIV occur in the world's poorest countries. Of the over 40 million people currently living with HIV, 95 percent are in the developing world. The first part of this paper explores the economics of HIV and... View Details
Keywords: Health Disorders; Developing Countries and Economies; Poverty; Health Care and Treatment; Social Marketing; Perspective; Customer Focus and Relationships; Profit; Africa; Asia; South America
Chance, Zoe, and Rohit Deshpandé. "Putting Patients First: Social Marketing Strategies for Treating HIV in Developing Nations." Special Issue on Metric and Interpretive Explorations of Macromarketing. Journal of Macromarketing 29, no. 3 (September 2009).