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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

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January 2017 (Revised October 2021)
Case

Delivering the Goods at Shippo

By: Jeffrey J. Bussgang, Jeffrey F. Rayport and Olivia Hull

Laura Behrens Wu, CEO of software start-up Shippo, prepares her pitch for a Series A funding round following a successful seed round. Customer adoption of Shippo’s e-commerce dashboard application, which allows small and medium retailers to compare delivery rates... View Details

2014
Other Teaching and Training Material

Marketing Reading: Customer Management

By: Sunil Gupta

This Reading on customer management sheds light on how companies should evaluate and manage their customers in order to grow profitably. Customer management allows marketing managers to inform investment decisions by drilling down into each customer's profitability or... View Details

Keywords: Customer Acquisition; Customer Churn; Customer Profitability Analysis; Customer Retention; Firm Value; Organizational Structure

July 2010 (Revised January 2017)
Background Note

Marketing Analysis Toolkit: Customer Lifetime Value Analysis (2024)

By: Thomas Steenburgh and Jill Avery

Customers are increasingly being viewed as assets that bring value to the firm. Customer lifetime value is a metric that allows managers to understand the overall value of their customer base and relate it to three customer strategies firms employ: asset... View Details

Keywords: Customer Lifetime Value; Return On Investment; Customer Acquisition; Customer Retention; Customer Churn; ＂Marketing Analytics＂; Marketing; Customer Relationship Management; Customer Focus and Relationships; Customer Value and Value Chain; Management Analysis, Tools, and Techniques; Marketing Strategy; Measurement and Metrics; Strategic Planning; Value

December 2018 (Revised June 2021)
Supplement

Bulb 2017: Launch

By: John R. Wells and Benjamin Weinstock

On August 21, 2015, Amit Gudka and Hayden Wood, co-founders of Bulb Ltd. (Bulb) launched a new business to supply energy to the United Kingdom’s 27 million residential homes with a promise of 100% renewable electricity at affordable prices. By the end of March 2017,... View Details

December 2018 (Revised June 2021)
Case

Bulb 2015: Foundation

By: John R. Wells and Benjamin Weinstock

In late August 2015, Amit Gudka and Hayden Wood, co-founders of Bulb, Ltd (Bulb), were ready to offer affordable renewable energy to the United Kingdom’s 27 million households. They hoped to capitalize on the hundreds of thousands of customers switching their energy... View Details

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

August 2014
Case

Netflix: Designing the Netflix Prize (A)

By: Karim R. Lakhani, Wesley M. Cohen, Kynon Ingram, Tushar Kothalkar, Maxim Kuzemchenko, Santosh Malik, Cynthia Meyn, Greta Friar and Stephanie Healy Pokrywa

In 2006, Reed Hastings, CEO of Netflix, was looking for a way to solve Netflix's customer churn problem. Netflix used Cinematch, its proprietary movie recommendation software, to promote individually determined best-fit movies to customers. Hastings determined that a... View Details

Keywords: Crowdsourcing; Prizes; Digitization; Algorithms; Recommendation Software; Disruption; Transformation; Collaborative Innovation and Invention; Technological Innovation; Knowledge Sharing; Applications and Software; Motion Pictures and Video Industry; Entertainment and Recreation Industry; Technology Industry; United States

Winter 2014
Article

Does Service Bundling Reduce Churn?

By: Jeff Prince and Shane Greenstein

We examine whether bundling in telecommunications services reduces churn using a series of large, independent cross sections of household decisions. To identify the effect of bundling, we construct a pseudo-panel dataset and utilize a linear, dynamic panel-data model,... View Details

Keywords: Communication Technology; Customer Satisfaction; Product Marketing; Telecommunications Industry

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October 2009
Article

Democratizing Entry: Banking Deregulations, Financing Constraints, and Entrepreneurship

By: William R. Kerr and Ramana Nanda

We examine entrepreneurship and creative destruction following US banking deregulations using Census Bureau data. US banking reforms brought about exceptional growth in both entrepreneurship and business closures. Most of the closures, however, were the new ventures... View Details

Keywords: Entrepreneurship; Governing Rules, Regulations, and Reforms; Market Entry and Exit; Capital Markets; Banks and Banking; Growth and Development; Disruptive Innovation

17 Sep 2013
First Look

First Look: September 17

ratios. Our results highlight the usefulness of EDGAR data, as well as the latent intelligence in search traffic patterns. Download working paper: http://ssrn.com/abstract=2171497 Managing Churn to Maximize Profits By: Lemmens, Aurélie,... View Details

Keywords: Sean Silverthorne

August 2006
Case

Dreyer's Slow Churned(TM) Ice Cream

By: Noel H. Watson, Steven C. Wheelwright and Brian DeLacey

Examines capacity forecasting and planning in a complex new product introduction scenario. The introduction at Dreyer's, a large dairy snack manufacturer, involves not only a new product but a new manufacturing process and product package, thus implying a significant... View Details

Keywords: Advertising; Forecasting and Prediction; Growth and Development Strategy; Brands and Branding; Product Launch; Product Development; Planning; Food and Beverage Industry; United States

May 2016 (Revised June 2017)
Case

Sales Compensation Vignettes

By: Frank V. Cespedes

This case study is comprised of two vignettes about startup companies considering whether and how to change their sales compensation plans. ElMenus.com is a restaurant app venture in Egypt seeking to lower customer churn while confronting new competition. BigBelly is a... View Details

Keywords: Compensation; Sales; Strategy

2012
Working Paper

Can Implicit Regulation Change Financial Market Behavior? Evidence from Spitzer's Attack on Market Timers

By: Charles C.Y. Wang

This paper explores a natural experiment setup from the 2003-2004 mutual fund scandals to evaluate the effectiveness of implicit regulation on financial markets behavior. On average, buy-and-hold investors lost 218 basis points annually from 1998 to 2002 to market... View Details

Keywords: Financial Markets; Market Timing; United States

2006
Working Paper

Democratizing Entry: Banking Deregulations, Financing Constraints, and Entrepreneurship

By: William R. Kerr and Ramana Nanda

We examine entrepreneurship and creative destruction following US banking deregulations using Census Bureau data. US banking reforms brought about exceptional growth in both entrepreneurship and business closures. The vast majority of closures, however, were the new... View Details

Keywords: Business Exit or Shutdown; Market Entry and Exit; Capital Markets; Entrepreneurship; Outcome or Result; Business Startups; Banks and Banking; Banking Industry; United States

2017
Working Paper

Exploring the Relationship between Architecture Coupling and Software Vulnerabilities: A Google Chrome Case

By: Robert Lagerstrom, Carliss Y. Baldwin, Alan MacCormack, Dan Sturtevant and Lee Doolan

Employing software metrics, such as size and complexity, for predicting defects has been given a lot of attention over the years and has proven very useful. However, the few studies looking at software architecture and vulnerabilities are limited in scope and findings.... View Details

Keywords: Software; Architecture; Coupling; Vulnerabilities; Applications and Software; Complexity; Measurement and Metrics

Other Article

Exploring the Relationship Between Architecture Coupling and Software Vulnerabilities

By: Robert Lagerstrom, Carliss Y. Baldwin, Alan MacCormack, Daniel J. Sturtevant and Lee Doolan

Employing software metrics, such as size and complexity, for predicting defects has been given a lot of attention over the years and proven very useful. However, the few studies looking at software architecture and vulnerabilities are limited in scope and findings. We... View Details

Keywords: Security Vulnerabilities; Software Architecture; Metrics; Software; Complexity; Measurement and Metrics

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October 2016 (Revised October 2020)
Case

Essent: From a State-Owned Utility to a Commercial Company

By: Ananth Raman and Elena Corsi

Patrick Lammers, Chief Commercial Officer (CCO) for the Dutch energy company Essent NV, once a state-owned company, was pleased with the progress Essent’s consumer (“B2C”) business had made: Earnings Before Income Tax (EBIT) for B2C had gone from a loss of €18 million... View Details

Keywords: Lean Management; Operation Management; Service Management; Commercialization; Operations; Management; Energy; Organizational Change and Adaptation; Service Operations; Performance; Energy Industry; Europe

January 2021
Article

Turbulence, Firm Decentralization and Growth in Bad Times

By: Philippe Aghion, Nicholas Bloom, Brian Lucking, Raffaella Sadun and John Van Reenen

What is the optimal form of firm organization during “bad times”? We present a model of delegation within the firm to show that the effect is ambiguous. The greater turbulence following macro shocks may benefit decentralized firms because the value of local information... View Details

Keywords: Decentralization; Growth; Turbulence; Great Recession; Organizational Design; System Shocks; Economic Growth; Performance

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January 2009
Article

Turbulent Firms, Turbulent Wages?

By: Diego A. Comin, Erica L. Groshen and Bess Rabin

Has greater turbulence among firms fueled rising wage instability in the U.S.? Gottschalk and Moffitt [1994] find that rising earnings instability was responsible for one third to one half of the rise in wage inequality during the 1980s. These growing transitory... View Details

Keywords: Wages; Production; Business Earnings; Fluctuation; Performance; Volatility; Relationships; Sales; Business Ventures; United States

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