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      • June 23, 2021
      • Article

      Research: When A/B Testing Doesn't Tell You the Whole Story

      By: Eva Ascarza
      When it comes to churn prevention, marketers traditionally start by identifying which customers are most likely to churn, and then running A/B tests to determine whether a proposed retention intervention will be effective at retaining those high-risk customers. While... View Details
      Keywords: Customer Retention; Churn; Targeting; Market Research; Marketing; Investment Return; Customers; Retention; Research
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      Ascarza, Eva. "Research: When A/B Testing Doesn't Tell You the Whole Story." Harvard Business Review Digital Articles (June 23, 2021).
      • September–October 2020
      • Article

      Managing Churn to Maximize Profits

      By: Aurelie Lemmens and Sunil Gupta
      Customer defection threatens many industries, prompting companies to deploy targeted, proactive customer retention programs and offers. A conventional approach has been to target customers either based on their predicted churn probability or their responsiveness to a... View Details
      Keywords: Churn Management; Defection Prediction; Loss Function; Stochastic Gradient Boosting; Customer Relationship Management; Consumer Behavior; Profit
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      Lemmens, Aurelie, and Sunil Gupta. "Managing Churn to Maximize Profits." Marketing Science 39, no. 5 (September–October 2020): 956–973.
      • 2021
      • Working Paper

      Going Out or Opting Out? Capital, Political Vulnerability, and the State in China's Outward Investment

      By: Meg Rithmire
      How do state-business relations interact with outward investment in authoritarian regimes? This paper examines this question in the context of China’s rapid transformation into major capital exporter. While most political economy scholarship focuses on firms’ economic... View Details
      Keywords: Outward Investment; Capital Controls; Investment; Global Range; Capital; Globalization; Policy; Government and Politics; China
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      Rithmire, Meg. "Going Out or Opting Out? Capital, Political Vulnerability, and the State in China's Outward Investment." Harvard Business School Working Paper, No. 20-009, June 2019. (Revised January 2021.)
      • March 2018
      • Case

      Sachem Head's Activism at Autodesk

      By: Suraj Srinivasan and Quinn Pitcher
      In 2015, activist hedge fund Sachem Head Capital, led by founder Scott Ferguson, launched an activist campaign at computer aided design (CAD) software maker Autodesk. The activist campaign, waged mainly in private, was over Autodesk's lackluster financial performance,... View Details
      Keywords: Shareholder Activism; Investing; Activist Investing; Technology; CEO Turnover; Hedge Fund Activism; Benchmarking; Corporate Governance; Information Technology; Investment Activism; Performance Improvement; Management Succession; United States
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      Srinivasan, Suraj, and Quinn Pitcher. "Sachem Head's Activism at Autodesk." Harvard Business School Case 118-086, March 2018.
      • March 2018
      • Teaching Note

      Making Target the Target: Boycotts and Corporate Political Activity (A) and (B)

      By: Nien-hê Hsieh and Victor Wu
      Through the challenges facing Target, the case examines the ways in which corporations can become involved in political and legislative debates and processes, ranging from campaign contributions to lobbying. In 2016, Target CEO Brian Cornell must determine how to... View Details
      Keywords: Public Opinion; Social Issues; Corporate Social Responsibility and Impact; Mission and Purpose; Problems and Challenges; Laws and Statutes; Rights; Crisis Management; Risk Management; Media; Political Elections; Taxation; Corporate Accountability; Values and Beliefs; Fairness; Diversity; Customers; Communication; Business and Government Relations; Retail Industry; United States
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      Hsieh, Nien-hê, and Victor Wu. "Making Target the Target: Boycotts and Corporate Political Activity (A) and (B)." Harvard Business School Teaching Note 318-123, March 2018.
      • February 2018
      • Case

      Whole Foods and JANA Partners

      By: Suraj Srinivasan and Quinn Pitcher
      In 2017, JANA Partners decided to launch an activist campaign at struggling supermarket chain Whole Foods Market. The company had struggled for the past several years, and JANA thought the presence of new directors could help turn around its operations, while Whole... View Details
      Keywords: Corporate Governance; Information Technology; Institutional Investing; Investment Activism; United States
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      Srinivasan, Suraj, and Quinn Pitcher. "Whole Foods and JANA Partners." Harvard Business School Case 118-076, February 2018.
      • 2017
      • Report

      The American Angel: The First In-Depth Report on the Demographics and Investing Activity of Individual American Angel Investors

      By: Laura Huang, Andy Wu, Min Ju Lee, Jiayi Bao, Marianne Hudson and Elaine Bolle
      Early-stage financing from angel investors is critical to the success of high-growth startups. Recent estimates suggest that annual US angel investment activity may total as much as $24 billion each year, contributing to the growth and success of more than 64,000... View Details
      Keywords: Angel Investors; Geography; Risk; Entrepreneurship; Venture Capital; Demographics; Geographic Location; Decision Making; Financial Services Industry; Technology Industry; United States
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      Huang, Laura, Andy Wu, Min Ju Lee, Jiayi Bao, Marianne Hudson, and Elaine Bolle. "The American Angel: The First In-Depth Report on the Demographics and Investing Activity of Individual American Angel Investors." Report, Overland Park, KS, November 2017.
      • June 2017 (Revised August 2018)
      • Supplement

      Making Target the Target: Boycotts and Corporate Political Activity (B)

      By: Nien-hê Hsieh and Victor Wu
      Supplements the (A) Case. View Details
      Keywords: Campaign Finance Reform; Corporate Political Activity; Lobbying; LGBTQ; Campaign Contributions; Campaign Finance; Retail; Shareholder Activism; Public Opinion; Social Issues; Corporate Social Responsibility and Impact; Mission and Purpose; Problems and Challenges; Laws and Statutes; Rights; Crisis Management; Risk Management; Media; Political Elections; Taxation; Corporate Accountability; Values and Beliefs; Fairness; Diversity; Customers; Communication; Business and Government Relations; Retail Industry; United States
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      Hsieh, Nien-hê, and Victor Wu. "Making Target the Target: Boycotts and Corporate Political Activity (B)." Harvard Business School Supplement 317-131, June 2017. (Revised August 2018.)
      • April 2017 (Revised March 2024)
      • Case

      Making Target the Target: Boycotts and Corporate Political Activity

      By: Nien-hê Hsieh and Victor Wu
      Through the challenges facing Target, the case examines ways in which corporations can become involved in political and legislative debates and processes, ranging from campaign contributions to lobbying to political activism. In 2016, Target CEO Brian Cornell must... View Details
      Keywords: Boycott; Corporate Political Activity; Lobbying; LGBTQ; Campaign Contributions; Campaign Finance; Retail; Shareholder Activism; Public Opinion; Social Issues; Corporate Social Responsibility and Impact; Mission and Purpose; Problems and Challenges; Laws and Statutes; Rights; Crisis Management; Risk Management; Media; Political Elections; Taxation; Corporate Accountability; Values and Beliefs; Fairness; Diversity; Customers; Communication; Business and Government Relations; Retail Industry; United States
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      Hsieh, Nien-hê, and Victor Wu. "Making Target the Target: Boycotts and Corporate Political Activity." Harvard Business School Case 317-113, April 2017. (Revised March 2024.)
      • March 2016 (Revised March 2022)
      • Teaching Note

      Evive Health and Workplace Influenza Vaccinations

      By: John Beshears
      Evive Health is a company that manages communication campaigns on behalf of health insurance plans and large employers. Using big data techniques and insights from behavioral economics, Evive deploys targeted and effective messages that improve individuals' health... View Details
      Keywords: Vaccination; Influenza; Flu Shot; Preventive Care; Health Care; Behavioral Economics; Choice Architecture; Nudge; Experimental Design; Randomized Controlled Trial; RCT; Causal Inference; Health Care and Treatment; Insurance; Health; Consumer Behavior; Health Testing and Trials; Communication Strategy; Insurance Industry; Health Industry
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      Beshears, John. "Evive Health and Workplace Influenza Vaccinations." Harvard Business School Teaching Note 916-049, March 2016. (Revised March 2022.)
      • Article

      The Perils of Proactive Churn Prevention Using Plan Recommendations: Evidence from a Field Experiment

      By: Eva Ascarza, Raghuram Iyengar and Martin Schleicher
      Facing the issue of increasing customer churn, many service firms have begun recommending pricing plans to their customers. One reason behind this type of retention campaign is that customers who subscribe to a plan suitable for them should be less likely to churn... View Details
      Keywords: Churn/retention; Field Experiment; Pricing; Tariff/plan Choice; Targeting; Customer Relationship Management; Price; Performance Effectiveness
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      Ascarza, Eva, Raghuram Iyengar, and Martin Schleicher. "The Perils of Proactive Churn Prevention Using Plan Recommendations: Evidence from a Field Experiment." Journal of Marketing Research (JMR) 53, no. 1 (February 2016): 46–60.
      • December 2015 (Revised May 2016)
      • Case

      Jibo: A Social Robot for the Home

      By: Jeffrey J. Bussgang and Christine Snively
      In January 2015, Jibo Inc. had completed a raise of $25.3 million in Series A financing after a successful 2014 crowdfunding campaign for preorders of Jibo, the first social robot for the home. Over 4,800 Jibo units were preordered, generating $2.6 million in sales. On... View Details
      Keywords: Business Development; Entrepreneurship; Applications and Software; Information Infrastructure; Business Startups; Technology Industry
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      Bussgang, Jeffrey J., and Christine Snively. "Jibo: A Social Robot for the Home." Harvard Business School Case 816-003, December 2015. (Revised May 2016.)
      • 2014
      • Working Paper

      Crony Capitalism, American Style: What Are We Talking About Here?

      By: Malcolm S. Salter
      This paper seeks to reduce the ambiguity surrounding our understanding of what crony capitalism is, what it is not, what costs crony capitalism leaves in its wake, and how we might contain it. View Details
      Keywords: Democracy; Industrial Governance; Institutional Corruption; Crony Capitalism; Lobbying; Campaign Finance; Costs; Cronyism; Business Ethics; Campaign Finance Reform; Revolving Door; Economic Systems; Ethics; Political Elections; Financing and Loans; United States
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      Salter, Malcolm S. "Crony Capitalism, American Style: What Are We Talking About Here?" Harvard Business School Working Paper, No. 15-025, October 2014.
      • June 2014 (Revised May 2017)
      • Case

      Southeastern Asset Management Challenges Buyout at Dell

      By: Paul Healy, Suraj Srinivasan and Aldo Sesia
      In late 2012, Michael Dell wants to take Dell Inc., the company he founded, private. Mr. Dell believes that the successful company's transformation from a personal computer (PC) manufacturer to an enterprise solutions and services provider (ESS) is dependent on going... View Details
      Keywords: Leveraged Buyout Transaction; Leveraged Recapitalization; Management Buyout; Dell, Inc.; Hedge Fund; Corporate Governance Theory; Valuation; Valuation Ratios; Valuation Methodologies; Board Of Directors; Boards Of Directors; Carl Icahn; Computer Services Industries; Proxy Contest; Proxy Battles; Proxy Fight; Proxy Advisor; Financial Accounting; Financial Analysis; Financial Ratios; Finance; Corporate Accountability; Corporate Governance; Corporate Finance; Leveraged Buyouts; Computer Industry; United States
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      Healy, Paul, Suraj Srinivasan, and Aldo Sesia. "Southeastern Asset Management Challenges Buyout at Dell." Harvard Business School Case 114-015, June 2014. (Revised May 2017.)
      • 2016
      • Working Paper

      Consequences to Directors of Shareholder Activism

      By: Ian D. Gow, Sa-Pyung Sean Shin and Suraj Srinivasan
      Using a comprehensive sample for 2004–2012, we examine the impact of shareholder activist campaigns on the careers of directors of targeted firms. We find that activism is associated with directors being almost twice as likely to leave—and performance-sensitivity of... View Details
      Keywords: Shareholder Activism; Hedge Funds; Independent Directors; Director Reputation; Accountability; Shareholder Voting; Voting; Retention; Investment Funds; Management Teams; Investment Activism
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      Gow, Ian D., Sa-Pyung Sean Shin, and Suraj Srinivasan. "Consequences to Directors of Shareholder Activism." Harvard Business School Working Paper, No. 14-071, February 2014. (Revised May 2016.)
      • 2019
      • Working Paper

      Managing Churn to Maximize Profits

      By: Aurelie Lemmens and Sunil Gupta
      Customer defection threatens many industries, prompting companies to deploy targeted, proactive customer retention programs and offers. A conventional approach has been to target customers either based on their predicted churn probability, or their responsiveness to a... View Details
      Keywords: Churn Management; Defection Prediction; Loss Function; Stochastic Gradient Boosting; Customer Relationship Management; Consumer Behavior; Profit
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      Lemmens, Aurelie, and Sunil Gupta. "Managing Churn to Maximize Profits." Harvard Business School Working Paper, No. 14-020, September 2013. (Revised December 2019. Forthcoming at Marketing Science.)
      • November 2012
      • Case

      Occupy Wall Street

      By: Rakesh Khurana and Eric Baldwin
      This case examines the Occupy Wall Street movement, which emerged in late 2011 in response to the fallout from the global financial crisis of 2008 and the economic downturn that followed. Occupy Wall Street was born out of a sense of frustration with both a global... View Details
      Keywords: Occupy Wall Street; Organizational Behavior; Income Inequality; Democracy; Financial Crisis; Campaign Finance; Globalization; Globalized Economies and Regions; Mission and Purpose; Organizational Culture
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      Khurana, Rakesh, and Eric Baldwin. "Occupy Wall Street." Harvard Business School Case 413-084, November 2012.
      • 2011
      • Working Paper

      From Single Deals to Negotiation Campaigns

      By: David A Lax and James K. Sebenius
      Negotiation scholars typically take the individual deal, or a few linked deals, as the unit of analysis. While analyzing one deal requires a familiar conceptual framework, doing the same for a broader "negotiation campaign" calls for a different focus and set of... View Details
      Keywords: Negotiation Deal; Framework; Business Subsidiaries; Agreements and Arrangements; Mergers and Acquisitions; Information Management; Finance; Business and Shareholder Relations; Corporate Governance; Business and Government Relations; Governing Rules, Regulations, and Reforms; Cross-Cultural and Cross-Border Issues
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      Lax, David A., and James K. Sebenius. "From Single Deals to Negotiation Campaigns." Harvard Business School Working Paper, No. 12-046, December 2011.
      • September 2011 (Revised August 2013)
      • Case

      The Pepsi Refresh Project: A Thirst for Change

      By: Michael I. Norton and Jill Avery
      In 2010, for the first time in 23 years, PepsiCo did not invest in Superbowl advertising for its iconic brand. Instead, the company diverted this $20 million to the social media-fueled Pepsi Refresh Project: PepsiCo's innovative cause-marketing program in which... View Details
      Keywords: Risk Management; Marketing Strategy; Customer Focus and Relationships; Advertising Campaigns; Investment Return; Brands and Branding; Marketing Communications; Social Marketing; Cost vs Benefits; Food and Beverage Industry
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      Norton, Michael I., and Jill Avery. "The Pepsi Refresh Project: A Thirst for Change." Harvard Business School Case 512-018, September 2011. (Revised August 2013.)
      • February 2011
      • Case

      Barceló Hotels and Resorts (A)

      By: John T. Gourville and Marco Bertini
      Barcelo Hotels and Resorts must decide whether to allow its many hotels to continue to undertake separate promotional campaigns or to run, for the first time, a broad corporate-level promotion. Complicating the decision is the fact that the many hotels in its portfolio... View Details
      Keywords: Brand Management; Sales Promotions; Brands and Branding; Price; Strategy; Corporate Strategy; Accommodations Industry
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      Gourville, John T., and Marco Bertini. "Barceló Hotels and Resorts (A)." Harvard Business School Case 511-108, February 2011.
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