Publications

April 2012
Case

A printer and paper converter produces customized packaging used by industrial customers to deliver promotional materials, software, luxury beverages, and gift food and candy. The company specializes in creating innovative packaging solutions for its customers and... View Details

Keywords: Production Controls; Manufacturing; Capacity Analysis; Quality Control; Performance Management; Process Analysis; Quality; Production; Performance Productivity; Performance Capacity; Business Processes; Manufacturing Industry

January 2013
Case

Brannigan Foods: Strategic Marketing Planning

By: John A. Quelch and James T. Kindley

The soup division at Brannigan Foods contributes over 40% of the firm's revenue. The general manager is concerned that the soup industry is declining and that the soup division shows declining profits and market share, especially among the important baby boomer... View Details

Keywords: United States; Consumer Marketing; Acquisitions; Forecasting; Quantitative Analysis; Risk Management; Decision Making; Budgeting; Supermarkets; Strategic Planning; Demand and Consumers; Marketing Strategy; Food; Resource Allocation; Acquisition; Product Development; Retail Industry; Food and Beverage Industry

February 2013 (Revised June 2017)
Case

Project Sun Devil and Project Paris

By: Nori Gerardo Lietz

Tony Lee is preparing to present a project to the investment committee of Howard Street Capital. He will be recommending an investment in Project Sun Devil, a high-quality 225-unit student housing rental property near Tempe, Arizona. Tony Lee will compete for capital... View Details

Keywords: General Management; Financial Analysis; Return On Assets; Accounting; Performance Measurement; Financial Ratios; Return On Equity; Financial Statements; Profitability Analysis; Portfolio Investment; Portfolio Management; Real Estate; Property; Investment Portfolio; Investment Return; Real Estate Industry; United States

2021
Working Paper

Impact Accounting for Product Use: A Framework and Industry-specific Models

By: George Serafeim and Katie Trinh

This handbook provides the first systematic attempt to generate a framework and industry-specific models for the measurement of impacts on customers and the environment from use of products and services, in monetary terms, that can then be reflected in financial... View Details

Keywords: Impact Measurement; Product Impact; Customer Welfare; Environment; ESG; Product; Customers; Well-being; Environmental Sustainability; Measurement and Metrics; Accounting; Financial Statements; Analysis; Framework

SSRN

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November 2016 (Revised March 2018)
Module Note

Strategy Execution Module 9: Building a Balanced Scorecard

By: Robert Simons

This module reading explains how to construct a strategy map and build a balanced scorecard. Using an internal value chain model, the module illustrates how a balanced scorecard can support and enable customer management, innovation, operations, and post-sale service... View Details

Keywords: Management Control Systems; Implementing Strategy; Execution; Performance Measurement; Strategy Map; Business Goals; Customer Measures; Strategy; Balanced Scorecard; Business Model

2015
Working Paper

Client Service, Compensation, and the Sell-Side Analyst Objective Function: An Empirical Analysis of Relational Incentives in the Investment-Research Industry

By: David A. Maber, Boris Groysberg and Paul M. Healy

This paper investigates how sell-side analysts build and sustain their client networks; the economic gains to successfully managing this challenge; and the metrics through which these incentives are delivered. In a typical semiannual period, the average analyst... View Details

Keywords: Networks; Measurement and Metrics; Operations; Customer Focus and Relationships; Jobs and Positions

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May 2015
Case

Pricing in a Digital World (2015)

By: John Gourville

Dynamic pricing, especially as practiced by Uber and Lift, seems to be all the rage. In this case, we look at five interesting applications of dynamic price and price customization, each made possible by advances in digital technology. These range from the online... View Details

Keywords: Pricing; Marketing; Dynamic Pricing; Price Customization; Information Technology; Price; Entrepreneurship; Customization and Personalization; Product Marketing

December 2018 (Revised June 2021)
Supplement

Bulb 2018: Hypergrowth

By: John R. Wells and Benjamin Weinstock

After a wild and volatile year, Bulb, a new entrant in the UK residential energy market, ended March 2018 with 329,171 properties, 1.2% of the total residential energy market). This was 150% ahead of a plan for 130,000 properties and almost ten times the size the... View Details

July–August 2024
Article

Doing More with Less: Overcoming Ineffective Long-Term Targeting Using Short-Term Signals

By: Ta-Wei Huang and Eva Ascarza

Firms are increasingly interested in developing targeted interventions for customers with the best response, which requires identifying differences in customer sensitivity, typically through the conditional average treatment effect (CATE) estimation. In theory, to... View Details

Keywords: Long-run Targeting; Heterogeneous Treatment Effect; Statistical Surrogacy; Customer Churn; Field Experiments; Consumer Behavior; Customer Focus and Relationships; AI and Machine Learning; Marketing Strategy

January 2025
Case

PayJoy: Financing for the Next Billion

By: Boris Groysberg and Sarah L. Abbott

PayJoy, an impact-driven financial technology company founded in 2015, provides smartphone financing and other financial products to customers who lack access to traditional credit products. As of early 2025, PayJoy had issued $2.5 billion in loans to 13 million... View Details

September 2008
Teaching Note

Harrington Collection: Sizing Up the Active-Wear Market (Brief Case)

By: Richard S. Tedlow and Heather Beckham

Keywords: Breakeven Analysis; Product Introduction; Analysis; Consumer Behavior; Profit; Product Launch

2019
Chapter

Return on Invested Capital (ROIC)

By: Carliss Y. Baldwin

Return on invested capital (ROIC) is a financial measure of the profitability of a firm or business unit. If it is greater than the business's cost of capital, then reinvestment of earnings increases shareholder VALUE. The ROIC also determines a maximum self-sustaining... View Details

Keywords: Capital Efficiency; Dupont Analysis; Financial Metrics; Schumpeterian Competition; Sustainable Growth; Competitive Advantage; Financial Strategy; Resource Allocation; Valuation; Value Creation

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October 2021
Article

Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach

By: Nicolas Padilla and Eva Ascarza

The success of Customer Relationship Management (CRM) programs ultimately depends on the firm's ability to understand consumers' preferences and precisely capture how these preferences may differ across customers. Only by understanding customer heterogeneity, firms can... View Details

Keywords: Customer Management; Targeting; Deep Exponential Families; Probabilistic Machine Learning; Cold Start Problem; Customer Relationship Management; Programs; Consumer Behavior; Analysis

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November 2011
Case

Pacific Grove Spice Company

By: William E. Fruhan and Craig Stephenson

Pacific Grove Spice Company is a profitable, rapidly growing manufacturer, marketer, and distributor of quality spices and seasonings. The company's business model requires significant investment in accounts receivable, inventory, and fixed assets to support sales.... View Details

Keywords: Capital Expenditures; Investments; Acquisitions; Securities Analysis; Debt Securities; Opportunities; Cost of Capital; Valuation; Investment; Capital Budgeting; Business Model; Cash Flow; Financing and Loans; Acquisition; Retail Industry; Food and Beverage Industry

October 2014 (Revised October 2015)
Case

Procter & Gamble, 2015

By: John R. Wells and Galen Danskin

On July 30, 2015, Procter & Gamble (P&G) announced headline double-digit earnings per share growth for the year ended June 30. A closer look at the numbers suggested a less healthy picture. Sales, volumes, and operating profits were down. Investors were not impressed;... View Details

Keywords: Strategic Analysis; Strategy; Consumer Products; Global; Procter ＆ Gamble; Corporate Strategy; Competition; Consumer Products Industry

August 2018 (Revised February 2023)
Case

Hubble Contact Lenses: Data Driven Direct-to-Consumer Marketing

By: Jill Avery and Ayelet Israeli

As its Series A extension round approaches, the founders of Hubble, a subscription-based, social-media fueled, direct-to-consumer (DTC) brand of contact lenses, are reflecting on the marketing strategies that have taken them to a valuation of $200 million and debating... View Details

July 2013 (Revised August 2017)
Case

TaKaDu

By: Elie Ofek and Matthew Preble

In December 2012, Amir Peleg, founder and CEO of TaKaDu, reflected on how to position his young firm for the next fiscal year and beyond. The small Israeli startup had developed an innovative software system that used patented algorithms and statistical analysis to... View Details

January 2013 (Revised August 2013)
Case

First Solar: CFRA's Accounting Quality Concerns

By: Suraj Srinivasan and Ian McKown Cornell

The case relates to accounting quality analysis conducted by the leading research firm Center for Financial Research and Analysis (CFRA) on companies in the solar industry with a focus on First Solar Inc. In 2009, CFRA was concerned that First Solar, like much of the... View Details

Keywords: Accounting; Accounting Quality; Financial Accounting; Financial Statement Analysis; Accounting Fraud; Accounting Red Flags; Accounting Scandal; Risk and Uncertainty; Quality; Earnings Management; Valuation; Crime and Corruption; Financial Statements; Energy Sources; Green Technology Industry; Accounting Industry; Energy Industry

March 2020
Teaching Note

onefinestay: Building a Luxury Experience in the Sharing Economy

By: Jill Avery and Anat Keinan

onefinestay was a two-sided marketplace that offered high-end home rentals to travelers who sought a more authentic and local experience than a typical upscale hotel might provide. After five years of rapid growth, it was time to do a comprehensive analysis of the... View Details