Modeling And Analysis - Publications - Faculty & Research - Harvard Business School

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July 2014 (Revised August 2014)
Case

AmazonFresh: Rekindling the Online Grocery Market

By: Rory McDonald, Clayton Christensen, Robin Yang and Ty Hollingsworth

More than a decade after the high-profile failures of several early online grocers, grocery remains the largest single U.S. retail category and one of the few that has not yet migrated online. Amazon began testing its grocery-delivery service, AmazonFresh, in Seattle,... View Details

Keywords: Innovation; New Markets; Grocery; Operations Strategy; Innovation and Invention; Strategy; Emerging Markets; Learning; Service Operations; Internet and the Web; Business Model; Food and Beverage Industry; United States

January 2021 (Revised March 2021)
Supplement

E-Commerce Analytics for CPG Firms (C): Free Delivery Terms

By: Ayelet Israeli and Fedor (Ted) Lisitsyn

The E-Commerce Analytics group at the traditional CPG firm was in charge of compiling various online sales reports, as well as making data-driven recommendations for sales and marketing tactics. In a series of exercises, students address different data challenges for... View Details

January 2002
Case

Metromove.com Business Plan

By: Lynda M. Applegate and Sheila Marcelo

Enables analysis of a business plan in a volatile market. Also enables analysis of the decisions entrepreneurs must make as they start a new business, develop the concept, choose partners, and find funding. View Details

Keywords: Business Plan; Decisions; Entrepreneurship; Venture Capital; Business or Company Management; Partners and Partnerships

2021
Working Paper

Recovering Investor Expectations from Demand for Index Funds

By: Mark Egan, Alexander J. MacKay and Hanbin Yang

We use a revealed-preference approach to estimate investor expectations of stock market returns. Using data on demand for index funds that follow the S&P 500, we develop and estimate a model of investor choice to flexibly recover the time-varying distribution of... View Details

Keywords: Stock Market Expectations; Demand Estimation; Exchange-traded Funds (ETFs); Demand and Consumers; Investment; United States

April 1974 (Revised September 1986)
Case

BiC Pen Corp. (A)

Provides strategic analysis and recommendations. View Details

August 2012 (Revised September 2013)
Case

EnerNOC: DemandSMART

By: Michael W. Toffel, Kira Fabrizio and Stephanie van Sice

EnerNOC is an energy company with an innovative business model: it serves as an intermediary between electric utilities and electricity users. It contracts with electricity users willing to reduce demand during periods of peak energy demand, and sells this as excess... View Details

Keywords: Production Planning; Productivity; Environmental Protection; Energy; Environment; Business Government Relations; Laws And Regulation; Business Model; Environmental Sustainability; Innovation and Invention; Opportunities; Risk and Uncertainty; Governing Rules, Regulations, and Reforms; Supply Chain Management; Production; Energy Conservation; Energy Industry

Shunyuan Zhang

Shunyuan Zhang is an assistant professor in the Marketing unit at Harvard Business School. She teaches the first-year Marketing course in the MBA required curriculum.

Professor Zhang studies the sharing economy and the marketing problems that the dynamics of... View Details

Keywords: e-commerce industry; high technology; retailing

March 1987 (Revised April 1987)
Background Note

Specialties vs. Commodities: The Battle for Profit Margins

By: Benson P. Shapiro

Explains the differences between commodities and specialties and defines four different types of specialty products. The analysis is customer oriented. Special attention is given to the distinctions between functions (product- ) and relationship (vendor-oriented)... View Details

Keywords: Goods and Commodities

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March 2019 (Revised May 2019)
Case

Philips Lighting: Light-as-a-Service

By: Mark R. Kramer, Thijs Geradts and Bhanuteja Nadella

As LEDs with a 25-year lifespan replace incandescent lightbulbs, Philips Lighting faced major disruption and began to explore a new shared value business model of selling light as a service. Although it offers better profit margins and a reduced environmental... View Details

Keywords: Disruptive Innovation; Business Model; Organizational Change and Adaptation; Competitive Strategy

August 2018 (Revised September 2018)
Supplement

Predicting Purchasing Behavior at PriceMart (B)

By: Srikant M. Datar and Caitlin N. Bowler

Supplements the (A) case. In this case, Wehunt and Morse are concerned about the logistic regression model overfitting to the training data, so they explore two methods for reducing the sensitivity of the model to the data by regularizing the coefficients of the... View Details

Keywords: Data Science; Analytics and Data Science; Analysis; Customers; Household; Forecasting and Prediction

July 2022
Supplement

Solution for E-Commerce Analytics for CPG Firms (B): Optimizing Assortment for a New Retailer

By: Ayelet Israeli

January 2021
Exercise

E-Commerce Analytics for CPG Firms (B): Optimizing Assortment for a New Retailer

By: Ayelet Israeli and Fedor (Ted) Lisitsyn

The E-Commerce Analytics group at the traditional CPG firm was in charge of compiling various online sales reports, as well as making data-driven recommendations for sales and marketing tactics. In a series of exercises, students address different data challenges for... View Details

June 2023 (Revised August 2023)
Background Note

Subscription Models: Recurring Revenues for Lasting Growth

By: Elie Ofek and Amy Konary

This note offers a comprehensive exposition to subscription revenue models and aims to explain their recent rise. It covers the advantages to firms of employing a subscription-based approach to monetization (as opposed to “one-off” upfront payment), as well as the... View Details

Keywords: Business Model; Revenue; Product Design

13 Jul 2021
News

Hate Spreads Faster on Twitter: Evidence from 44 News Outlets

April 1993 (Revised September 1996)
Case

General Mills, Inc.: Analyzing an Annual Report

By: William J. Bruns Jr. and Marc H. Zablatsky

A directed analysis of the General Mills 1992 Annual Report. Focuses on the basics of reading an annual report including analysis of financial statements, calculations of financial ratios, and study of the layout and message of an annual report. View Details

Keywords: History; Cost Management; Activity Based Costing and Management; Financial Statements; Financial Strategy

2023
Article

On the Impact of Actionable Explanations on Social Segregation

By: Ruijiang Gao and Himabindu Lakkaraju

As predictive models seep into several real-world applications, it has become critical to ensure that individuals who are negatively impacted by the outcomes of these models are provided with a means for recourse. To this end, there has been a growing body of research... View Details

Keywords: Forecasting and Prediction; AI and Machine Learning; Outcome or Result

October 2007 (Revised January 2009)
Background Note

Analyzing Relative Costs

By: Hanna Halaburda and Jan W. Rivkin

Introduces students to the technique of relative cost analysis, a core technique of strategists. Among the intricate quantitative analyses that strategists undertake, relative cost analysis may be the most common. The goal of a relative cost analysis is simply to... View Details

Keywords: Cost; Management Analysis, Tools, and Techniques; Mathematical Methods; Competition; Competitive Advantage

Article

Recovering Investor Expectations from Demand for Index Funds

By: Mark Egan, Alexander J. MacKay and Hanbin Yang

We use a revealed-preference approach to estimate investor expectations of stock market returns. Using data on demand for index funds that follow the S&P 500, we develop and estimate a model of investor choice to flexibly recover the time-varying distribution of... View Details

Keywords: Stock Market Expectations; Demand Estimation; Exchange-traded Funds (ETFs); Demand and Consumers; Investment

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March 2016
Article

To Groupon or Not to Groupon: The Profitability of Deep Discounts

By: Benjamin Edelman, Sonia Jaffe and Scott Duke Kominers

We examine the profitability and implications of online discount vouchers, a relatively new marketing tool that offers consumers large discounts when they prepay for participating firms' goods and services. Within a model of repeat experience good purchase, we examine... View Details

Keywords: Voucher Discounts; Groupon; Experience Goods; Repeat Purchase; Internet and the Web; Marketing Strategy; Marketing Communications

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Dec 2001
Other Presentation

Innovation Lecture

By: Michael E. Porter

In his lecture, Professor Porter gave a sharp analysis of the Dutch economy. His message was that the Netherlands must watch its step because it is losing momentum as a knowledge-based economy. Not because it is performing badly, but because other countries are doing... View Details

Keywords: Economics; Netherlands

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