Publications

2022
Working Paper

TalkToModel: Explaining Machine Learning Models with Interactive Natural Language Conversations

By: Dylan Slack, Satyapriya Krishna, Himabindu Lakkaraju and Sameer Singh

Practitioners increasingly use machine learning (ML) models, yet they have become more complex and harder to understand. To address this issue, researchers have proposed techniques to explain model predictions. However, practitioners struggle to use explainability... View Details

Keywords: Natural Language Conversations; Predictive Models; AI and Machine Learning

2023
Article

Benchmarking Large Language Models on CMExam—A Comprehensive Chinese Medical Exam Dataset

By: Junling Liu, Peilin Zhou, Yining Hua, Dading Chong, Zhongyu Tian, Andrew Liu, Helin Wang, Chenyu You, Zhenhua Guo, Lei Zhu and Michael Lingzhi Li

Recent advancements in large language models (LLMs) have transformed the field of question answering (QA). However, evaluating LLMs in the medical field is challenging due to the lack of standardized and comprehensive datasets. To address this gap, we introduce CMExam,... View Details

Keywords: Large Language Model; AI and Machine Learning; Analytics and Data Science; Health Industry

2020
Other Unpublished Work

An Operating Model for the Next Normal: Lessons from Agile Organizations in the Crisis

By: Christopher Handscomb, Deepak Mahadevan, Lars Schor, Marcus Sieberer, Euvin Naidoo and Suraj Srinivasan

Companies with agile practices embedded in their operating models have managed the impact of the COVID-19 crisis better than their peers. Here’s what helped them cope. View Details

Keywords: Operating Model; Agile Practices; Health Pandemics; Business Model; Crisis Management

2015
Chapter

Reliable Sustainability Ratings: The Influence of Business Models on Information Intermediaries

By: Robert G. Eccles, Jock Herron and George Serafeim

A new generation of corporate reporting—integrated reporting—is emerging that will help investors and other key stakeholders such as employees, customers, suppliers, and NGOs develop a deeper and more comprehensive appreciation of corporate performance than what is... View Details

Keywords: Sustainability; Business Models; Business Model

February 2003 (Revised October 2004)
Background Note

Antamini Simulation Model

By: Peter Tufano

Antamini is a simulation of the value of an investment project whose outcome is uncertain. This case describes the situation facing a natural resource firm as it contemplates bidding on a copper mine in Peru. The bidder faces uncertainties about the ore deposit size... View Details

Keywords: Valuation; Auctions; Investment; Mining; Mining Industry; Peru

August 2012 (Revised October 2012)
Technical Note

Congruence Model Note

By: Shon R. Hiatt and James Weber

This note describes the Congruence Model, a method by which an organization can assess whether its building blocks (critical tasks, formal organizational arrangements, people, and culture) are aligned (congruent) with its strategy. The model postulates that... View Details

Keywords: Organizational Design; Organizational Structure; Business Processes; Alignment

January 2006
Tutorial

Cost-Volume Profit Models

By: David F. Hawkins, V.G. Narayanan, Jacob Cohen and Michele Jurgens

Covers fixed, variable, and semivariable costs and their role in building and interpreting cost-volume-profit models. Introduces the cost-volume and contribution-volume-profit models and identifies some of their uses and limitations. Teaches how to use the... View Details

Keywords: Volume; Cost; Profit; Mathematical Methods

July 2003 (Revised October 2013)
Case

Model N Inc.

By: Marco Iansiti and Alison Berkley Wagonfeld

The CEO of a Silicon Valley start-up needed to make organizational and product changes to deliver a new software solution to a Fortune 500 customer. He was wondering how he should structure the company to best meet the requirements for this particular customer, while... View Details

Keywords: Business Model; Business Startups; Trends; Communication; Customer Focus and Relationships; Selection and Staffing; Time Management; Organizational Change and Adaptation; Business Strategy; Software; Computer Industry

June 2007
Tutorial

Congruence Model Tutorial

By: Christopher Marquis and Alison Comings

Utilizes Beer & Tushman's SMA: Microelectronic Products Division (A) case to explore O'Reilly and Tushman's congruence model. Participants learn about the model through a series of video presentations and become familar with the problems facing SMA through an... View Details

Keywords: Problems and Challenges; Mathematical Methods; Electronics Industry

Research Summary

Models of Success

By: Myra M. Hart

Myra Hart is conducting research on the career and personal paths that Harvard Business School alumnae pursue over the course of their lives. She is developing programs to encourage and support the creation of dynamic and multi-facted models of success. These programs... View Details

April 2006
Background Note

Designing Sustainable Service Models

By: Frances X. Frei

Taught as the second module in a Harvard Business School course on Managing Service Operations. Addresses the challenge of designing service models that effectively incorporate a customer operating role, as well as how to align operations to deliver value to both the... View Details

Keywords: Business Model; Customers; Design; Managerial Roles; Consumer Behavior; Service Operations; Power and Influence; Value

2016
Chapter

Competent but Cold: The Stereotype Content Model and Envy in Organizations

By: Elizabeth Baily Wolf and Peter Glick

Keywords: Envy; Emotion; Stereotype Content Model; Emotions

Article

Temporary General Equilibrium in a Sequential Trading Model with Spot and Futures Transactions

By: Jerry R. Green

The existence of an equilibrium is proven for a two-period model in which there are spot transactions and futures transactions in the first period and spot markets in the second period. Prices at that date are viewed with subjective uncertainty by all traders. This... View Details

Keywords: Equilibrium; Sequential Trading; Econometric Models

July 1988 (Revised July 1989)
Exercise

Modeling Exercises

By: David E. Bell

July 1988
Background Note

Bass Model

By: David E. Bell

2011
Working Paper

Business Model Innovation and Competitive Imitation: The Case of Sponsor-Based Business Models

By: Ramon Casadesus-Masanell and Feng Zhu

We study sponsor-based business model innovations where a firm monetizes its product through sponsors rather than setting prices to its customer base. We analyze strategic interactions between an innovative entrant and an incumbent where the incumbent may imitate the... View Details

Keywords: Business Model; Innovation and Invention; Market Entry and Exit; Competitive Strategy; Competitive Advantage; Value

May 2017 (Revised September 2018)
Case

Hilti Fleet Management (A): Turning a Successful Business Model on Its Head

By: Ramon Casadesus-Masanell, Oliver Gassmann and Roman Sauer

This case explores the introduction of fleet management in the construction industry by the premium power tools manufacturer Hilti in 2000. Following its customers’ needs, Hilti moved from selling power tools to leasing them as a service. The introduction of the new... View Details

December 2011 (Revised October 2014)
Background Note

Business Model Analysis for Entrepreneurs

By: Thomas Eisenmann

This note defines a business model and its major elements: a customer value proposition, a technology and operations management plan, a go-to-market plan, and a profit formula. For each element, the note lists questions that an entrepreneur must address when evaluating... View Details

Keywords: Business Model

January 2022
Background Note

Residual Income Valuation Model

By: Charles C.Y. Wang and Albert Shin

This note explains the residual income valuation model (RIM), how it relates to "traditional" valuation models, the intuition behind its use, and empirical research related to its value relevance. RIM is theoretically equivalent to the dividend discount model and the... View Details

Keywords: Residual Income Valuation; Valuation; Research; Theory; Measurement and Metrics; Performance; Financial Management; Business Strategy