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November 5, 2021
Article

Leaders: Stop Confusing Correlation with Causation

By: Michael Luca

We’ve all been told that correlation does not imply causation. Yet many business leaders, elected officials, and media outlets still make causal claims based on misleading correlations. These claims are too often unscrutinized, amplified, and mistakenly used to guide... View Details

Keywords: Behavioral Economics; Data Analysis; Organizations; Decision Making; Analytics and Data Science; Analysis; Learning

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August 2016 (Revised June 2017)
Case

InsideSales.com (A)

By: Frank V. Cespedes

This case focuses on growth requirements for a company moving from its base in SMB customers (Small and Mid-Sized businesses) to Enterprise customers (companies with more than 500 employees). It examines the differences in buying processes, product requirements,... View Details

Keywords: Business Organization; Customer Relationship Management; Marketing Strategy; Organizational Change And Adaptation; Organizational Design; Talent; Talent Management; Organizations; Growth Management; Sales; Salesforce Management; Corporate Entrepreneurship; Technology Industry; United States

September 2013 (Revised April 2014)
Case

Trader Joe's

By: David L. Ager and Michael A. Roberto

Based on a variety of metrics, Trader Joe's ranked as one of the most successful grocers in the United States in 2013. Experts estimated that the company had the highest sales per square foot of any major grocery chain, even significantly higher than top performer... View Details

Keywords: Core Competencies; Growth Strategy; Strategic Positioning; Industry Analysis; Competitive Strategy; Competitive Advantage; Organizational Culture; Growth and Development Strategy; Retail Industry; Food and Beverage Industry; United States

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

December 2012
Article

Estimating the Value of Connections to Vice-President Cheney

By: Rakesh Khurana, Raymond Fisman, Julia Galef and Yongxiang Wang

We estimate the market valuation of personal ties to Richard Cheney. Our proxies for personal ties are based on corporate board linkages that are prevalent in the network sociology literature. We consider a number of distinct political and personal events that either... View Details

Keywords: Event Analysis; Political Economy; Corruption; Networks; United States

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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

2011
Chapter

Consumers' Relationships with Brands

By: Susan Fournier and Jill Avery

This chapter presents a brand management paradigm based on the foundational principles of relationships. (1) Brand relationships are a means to an end: brand relationship managers must consider the whole person and understand how the brand adds meaning into people's... View Details

Keywords: Marketing; Brands; Brand Building; Brand Equity; Brand Management; Customer Relationship Management; CRM; Customer Focus and Relationships; Brands and Branding; Marketing Strategy; Consumer Products Industry

September 2014
Case

Radiometer, 2003

By: John R. Wells and Galen Danskin

In 2003, Radiometer was the world's leading supplier of blood gas analysis equipment and accessories for critical care patients. Based in Denmark, Radiometer sold through a combination of sales subsidiaries and distributors around the world, and generated sales of over... View Details

Keywords: Medical Devices; Medical Equipment ＆ Devices; Mergers ＆ Acquisitions; Strategic Analysis; Strategic Change; Family Business; Strategy; Medical Devices and Supplies Industry; Denmark; United States

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

June 2020
Article

How Scheduling Can Bias Quality Assessment: Evidence from Food Safety Inspections

By: Maria Ibanez and Michael W. Toffel

Accuracy and consistency are critical for inspections to be an effective, fair, and useful tool for assessing risks, quality, and suppliers—and for making decisions based on those assessments. We examine how inspector schedules could introduce bias that erodes... View Details

Keywords: Assessment; Bias; Inspection; Scheduling; Econometric Analysis; Empirical Research; Regulation; Health; Food; Safety; Quality; Performance Consistency; Governing Rules, Regulations, and Reforms

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August 2016 (Revised August 2017)
Case

AnswerDash (Abridged)

By: Elie Ofek and Jeffrey D. Shulman

It is 2014 and AnswerDash, a startup backed by venture capital, has not seen the widespread adoption of their online self-service customer support solution that they were expecting based on early success in helping clients save and generate substantial amounts of... View Details

Keywords: Pricing; Economic Value Estimation; Price Metrics; Organizational Selling; Innovation Adoption; Business To Business; Marketing; Customer Lifetime Value; Venture Capital; Customer Relationship Management; Price; Marketing Strategy; Entrepreneurship; Technology Adoption; Business Startups; Sales; Innovation and Invention; Product Marketing; Financial Services Industry

June 2016 (Revised August 2017)
Case

AnswerDash

By: Elie Ofek and Jeffrey D. Shulman

It is 2014, and AnswerDash, a startup backed by venture capital, has not seen the widespread adoption of their online self-service customer support solution that they were expecting based on early success in helping clients save and generate substantial amounts of... View Details

Keywords: Pricing; Economic Value Estimation; Price Metrics; Organizational Selling; Innovation Adoption; Business To Business; Marketing; Customer Lifetime Value; Venture Capital; Customer Relationship Management; Price; Marketing Strategy; Entrepreneurship; Technology Adoption; Business Startups; Sales; Innovation and Invention; Product Marketing; Financial Services Industry

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 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

June 2024
Article

Going Digital: Implications for Firm Value and Performance

By: Wilbur Chen and Suraj Srinivasan

We examine firm value and performance implications of the growing trend of non-technology companies engaging in digital transformation. We measure digital activities in firms based on the disclosure of digital words in the business description section of 10-Ks. Digital... View Details

Keywords: Digital Technologies; Valuation; Return Predictability; Financial Statement Analysis; Performance; Value; Information Technology

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September 2013
Teaching Note

Trader Joe's

By: David L. Ager and Michael A. Roberto

Based on a variety of metrics, Trader Joe's ranked as one of the most successful grocers in the United States in 2013. Experts estimated that the company had the highest sales per square foot of any major grocery chain, even significantly higher than top performer... View Details

Keywords: Comparative Advantage; Core Competencies; Growth Strategy; Strategic Positioning; Industry Analysis; Competitive Strategy; Competitive Advantage; Organizational Culture; Growth and Development Strategy; Retail Industry; Food and Beverage Industry; United States

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

June 2012 (Revised December 2017)
Technical Note

Strategy and Strategic Decisions

By: Eric Van den Steen

This note introduces a framework for formulating strategy that helps a manager identify which decisions are strategic—and thus which decisions to focus on (both when developing strategy and when executing it)—and that provides a practical test for whether a particular... View Details

Keywords: Formulating Strategy; Strategic Theory; Strategy Test; Strategic Analysis; Strategy; Theory; Strategic Planning

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

October–December 2022
Article

Achieving Reliable Causal Inference with Data-Mined Variables: A Random Forest Approach to the Measurement Error Problem

By: Mochen Yang, Edward McFowland III, Gordon Burtch and Gediminas Adomavicius

Combining machine learning with econometric analysis is becoming increasingly prevalent in both research and practice. A common empirical strategy involves the application of predictive modeling techniques to "mine" variables of interest from available data, followed... View Details

Keywords: Machine Learning; Econometric Analysis; Instrumental Variable; Random Forest; Causal Inference; AI and Machine Learning; Forecasting and Prediction

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