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Research Summary

Making Machine Learning Models Interpretable

By: Himabindu Lakkaraju

I work on developing various tools and methodologies which can help decision makers (e.g., doctors, managers) to better understand the predictions of machine learning models. View Details

January 2020 (Revised December 2020)
Technical Note

Business Model Analysis of Startups

By: Stig Leschly

October 2019
Teaching Note

Anthology: Pivoting the Business Model

By: Shikhar Ghosh and Shweta Bagai

Teaching Note for HBS No. 817-066. View Details

March 2013
Module Note

Launching Global Ventures: Business Models

By: William R. Kerr

November 2012
Article

Mumbai's Models of Service Excellence

By: Stefan Thomke

Article

The Capital Asset Pricing Model

By: André Perold

Keywords: Capital; Assets; Price

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07 Jan 2014
News

Swiss Watch Industry Business Model

January 1988 (Revised March 1995)
Supplement

Digital Equipment Corp.: The Endpoint Model (C1)

By: David A. Garvin

To follow Digital Equipment Corp.: The Endpoint Model (B2). The division has just received a request for dramatically increased production. If it complies with the request, it will have to expedite production, override the MRP II system and the planned schedule. Should... View Details

Keywords: Decision Choices and Conditions; Markets; Production; Planning; Risk and Uncertainty; Situation or Environment; System

July 2023
Article

Takahashi-Alexander Revisited: Modeling Private Equity Portfolio Outcomes Using Historical Simulations

By: Dawson Beutler, Alex Billias, Sam Holt, Josh Lerner and TzuHwan Seet

In 2001, Dean Takahashi and Seth Alexander of the Yale University Investments Office developed a deterministic model for estimating future cash flows and valuations for the Yale endowment’s private equity portfolio. Their model, which is simple and intuitive, is still... View Details

Keywords: Forecasting and Prediction; Investment Portfolio; Analytics and Data Science

March 2020
Module Note

Business Model Transformation in the Platform Age

By: Feng Zhu

Although some digital platforms are highly successful, most firms today are still traditional product- or service-based firms. To take advantage of the opportunities created by platform business models, traditional firms can work with existing platforms to become their... View Details

Keywords: Platforms; Platform Businesses; Platform Disruption; Internet and the Web; Business Model; Transformation; Digital Platforms

January 2020 (Revised October 2021)
Case

Zara: An Integrated Store and Online Model (A)

By: Antonio Moreno

In 2010, amidst the growth of ecommerce and the emergence of new, purely online, fashion players, Zara launched its first online store, Zara.com. Since then, Zara’s online business had grown at a fast pace. By 2018, 12% of Inditex Group’s total sales came from the... View Details

Keywords: Stores; Integration; Operations; Business Model; Strategy; E-commerce; Retail Industry; Fashion Industry; Europe

February 2023
Article

National Models of Climate Governance Among Major Emitters

By: Johnathan Guy, Esther Shears and Jonas Meckling

National climate institutions structure the process of climate mitigation policymaking and shape climate policy ambition and performance. Countries have, for example, been building science bodies, passing climate laws and creating new agencies. Here we provide the... View Details

Keywords: Environmental Regulation; Policy; Analytics and Data Science; Climate Change

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October 1987 (Revised January 2013)
Background Note

Note on Free Cash Flow Valuation Models

By: William A. Sahlman

Explores some of the issues involved in valuing cash flow streams. A simple model is presented that reveals the effect on value of changing assumptions about the appropriate discount rate, the level of profitability, the growth rate of sales, the asset intensity ratio,... View Details

Keywords: Cash Flow; Valuation

25 Mar 2013
Video

Reset - Episode 1 - A New Model

May 2016 (Revised September 2017)
Case

Pal's Sudden Service—Scaling an Organizational Model to Drive Growth

By: Gary P. Pisano, Francesca Gino and Bradley R. Staats

Pal's Sudden Service has developed a unique operating model and organizational culture in the quick service restaurant business. With a deep emphasis on process control and improvement, zero defects, extensive training, and a high level of employee engagement, Pal's... View Details

Keywords: Growth Strategy; Corporate Culture; Operations Strategy; Motivation; Values; Motivation and Incentives; Strategy; Values and Beliefs; Service Operations; Organizational Culture; Growth and Development Strategy; Service Industry; Food and Beverage Industry

November 2021 (Revised December 2021)
Case

Praava Health: A New Model for Bangladesh

By: Michael Chu

Launched in Dhaka, Bangladesh, in 2018, Praava Health (‘Praava’) delivered high-quality in-clinic primary and specialist care, backed by its own high quality diagnostic laboratories, imaging and pharmacy. Praava was founder Sylvana Sinha’s response to what she saw as a... View Details

Keywords: Entrepreneurship; Health Care and Treatment; Investment Return; Mobile and Wireless Technology; Business Model; Growth and Development Strategy; Health Industry; Bangladesh; Asia