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Publications

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      • 2019
      • Book

      Operations in an Omnichannel World

      By: Santiago Gallino and Antonio Moreno
      The world of retailing has changed dramatically in the past decade. Sales originating at online channels have been steadily increasing, and even for sales transacted at brick-and-mortar channels, a much larger fraction of sales is affected by online channels in... View Details
      Keywords: Omnichannel; Omnichannel Retail; Retail; Operations; Management; Supply Chain Management; Business Model; Organizational Change and Adaptation
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      Gallino, Santiago, and Antonio Moreno, eds. Operations in an Omnichannel World. Vol. 8, Springer Series in Supply Chain Management. Cham, Switzerland: Springer, 2019.
      • 2020
      • Working Paper

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

      By: 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; Customer Value and Value Chain; Consumer Behavior; Analytics and Data Science; Mathematical Methods; Retail Industry
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      Padilla, Nicolas, and Eva Ascarza. "Overcoming the Cold Start Problem of CRM Using a Probabilistic Machine Learning Approach." Harvard Business School Working Paper, No. 19-091, February 2019. (Revised May 2020. Accepted at the Journal of Marketing Research.)
      • Article

      Why Am I Seeing This Ad? The Effect of Ad Transparency on Ad Effectiveness

      By: Tami Kim, Kate Barasz and Leslie K. John
      Given the increasingly specific ways marketers can target ads, many consumers and regulators are demanding ad transparency: disclosure of how consumers’ personal information was used to generate ads. We investigate how and why ad transparency impacts ad effectiveness.... View Details
      Keywords: Digital Marketing; Customization and Personalization; Information; Trust; Performance Effectiveness
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      Kim, Tami, Kate Barasz, and Leslie K. John. "Why Am I Seeing This Ad? The Effect of Ad Transparency on Ad Effectiveness." Journal of Consumer Research 45, no. 5 (February 2019): 906–932.
      • November 2018
      • Case

      Cepuros Foods Malaysia: Finding the Secret Sauce for Growth (Brief Case)

      By: John A. Quelch and Katherine B. Hartman
      Shelby Diaz, country manager for Cepuros Foods International—Malaysia (CFI-M), must decide a growth strategy for the expansion of CFI-M's line of salsas, particularly regarding whom to target and how to allocate marketing investments. CFI-M could expand aggressively by... View Details
      Keywords: Growth and Development Strategy; Marketing Strategy; Marketing Communications; Product Positioning
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      Quelch, John A., and Katherine B. Hartman. "Cepuros Foods Malaysia: Finding the Secret Sauce for Growth (Brief Case)." Harvard Business School Brief Case 919-513, November 2018.
      • 2018
      • Working Paper

      Need for Speed: The Impact of Website Performance on Online Retail

      By: Santiago Gallino, Nil Karacaoglu and Antonio Moreno
      The share of e-commerce sales is rapidly increasing and so are the associated losses generated by website outages and slow websites. We leverage novel retail and website performance data to investigate the impact of website performance on online sales. This question is... View Details
      Keywords: Online Retail; Quasi-experiments; Abandonment; Synthetic Control; Internet and the Web; Performance; Service Operations
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      Gallino, Santiago, Nil Karacaoglu, and Antonio Moreno. "Need for Speed: The Impact of Website Performance on Online Retail." Working Paper, October 2018.
      • September–October 2018
      • Article

      Online MAP Enforcement: Evidence from a Quasi-Experiment

      By: Ayelet Israeli
      This paper investigates a manufacturer’s ability to influence compliance rates among its authorized online retailers by exploiting changes in the Minimum Advertised Price (MAP) policy and in dealer agreements. MAP is a pricing policy widely used by manufacturers to... View Details
      Keywords: Pricing Policies; Pricing; Channel Management; Legal Aspects Of Business; Retail; Price; Policy; Governance Compliance; Distribution Channels; Management; Retail Industry
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      Israeli, Ayelet. "Online MAP Enforcement: Evidence from a Quasi-Experiment." Marketing Science 37, no. 5 (September–October 2018): 710–732.
      • 2018
      • Working Paper

      Opportunistic Returns and Dynamic Pricing: Empirical Evidence from Online Retailing in Emerging Markets

      By: Chaithanya Bandi, Antonio Moreno, Donald Ngwe and Zhiji Xu
      We investigate how dynamic pricing can lead to more product returns in the online retail industry. Using detailed sales data of more than two million transactions from the Indian online retail market, where price promotions are very common, we document two types of... View Details
      Keywords: Cash On Delivery; Dynamic Pricing; Online Retail; Payment Methods; Strategic Customer Behavior; Opportunistic Returns; Price; Policy; Consumer Behavior; Emerging Markets; Retail Industry
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      Bandi, Chaithanya, Antonio Moreno, Donald Ngwe, and Zhiji Xu. "Opportunistic Returns and Dynamic Pricing: Empirical Evidence from Online Retailing in Emerging Markets." Harvard Business School Working Paper, No. 19-030, September 2018.
      • August 2018 (Revised April 2019)
      • Case

      Chateau Winery (A): Unsupervised Learning

      By: Srikant M. Datar and Caitlin N. Bowler
      This case follows Bill Booth, marketing manager of a regional wine distributor, as he applies unsupervised learning on data about his customers’ purchases to better understand their preferences. Specifically, he uses the K-means clustering technique to identify groups... View Details
      Keywords: Clustering; Data Science; Analytics and Data Science; Customers; Marketing; Analysis
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      Datar, Srikant M., and Caitlin N. Bowler. "Chateau Winery (A): Unsupervised Learning." Harvard Business School Case 119-023, August 2018. (Revised April 2019.)
      • June 2018
      • Article

      Personal and Social Usage: The Origins of Active Customers and Ways to Keep Them Engaged

      By: Clarence Lee, Elie Ofek and Thomas Steenburgh
      We study how digital service firms can develop an active customer base, focusing on two questions. First, how does the way that customers use the service postadoption to meet their own needs (personal usage) and to interact with one another (social usage) vary across... View Details
      Keywords: Customer Engagement; Adoption Routes; Word-of-Mouth; Digital Marketing; Bayesian Estimation; Customers; Communication; Consumer Behavior; Marketing; Internet and the Web; Analytics and Data Science
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      Lee, Clarence, Elie Ofek, and Thomas Steenburgh. "Personal and Social Usage: The Origins of Active Customers and Ways to Keep Them Engaged." Management Science 64, no. 6 (June 2018): 2473–2495. (Lead Article.)
      • February 2018 (Revised August 2018)
      • Case

      Blue Haven Initiative: The PEGAfrica Investment

      By: Vikram S. Gandhi, Caitlin Reimers Brumme and Amram Migdal
      This case examines Blue Haven Initiative (BHI), an impact investing fund and family office, and one of its investments, PEGAfrica (PEG). BHI founder Liesel Pritzker Simmons’ motivations for using her family wealth to start a family office focused on impact investing,... View Details
      Keywords: Impact Investing; Family Office; Development; International Development; International Development Investing; Development Fund; Sustainability; Solar Energy; Solar; Pay As You Go; PAYG; MFI; Social Venture; Business Ventures; Acquisition; Business Growth and Maturation; Business Startups; Economics; Development Economics; Energy; Energy Conservation; Energy Sources; Renewable Energy; Social Entrepreneurship; Finance; Assets; Asset Pricing; Capital; Capital Budgeting; Capital Structure; Venture Capital; Cash; Cash Flow; Currency; Currency Exchange Rate; Equity; Private Equity; Financial Instruments; Debt Securities; Stock Shares; Financing and Loans; Microfinance; International Finance; Investment; Investment Return; Investment Activism; Investment Funds; Investment Portfolio; Price; Geography; Geographic Location; Emerging Markets; Ownership; Ownership Stake; Private Ownership; Social Enterprise; Value; Valuation; Value Creation; Energy Industry; Financial Services Industry; Green Technology Industry; Africa; United States
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      Gandhi, Vikram S., Caitlin Reimers Brumme, and Amram Migdal. "Blue Haven Initiative: The PEGAfrica Investment." Harvard Business School Case 318-003, February 2018. (Revised August 2018.)
      • January 2018 (Revised January 2020)
      • Case

      People Analytics at McKinsey

      By: Jeffrey T. Polzer and Olivia Hull
      A private equity–backed fast food chain has hired McKinsey’s new People Analytics group to help it improve performance. As the final client workshop approaches, Associate Partner Alex DiLeonardo ponders the best way to present the team’s findings, especially those that... View Details
      Keywords: Talent and Talent Management; Customer Relationship Management; Forecasting and Prediction; Cost Management; Human Resources; Employees; Recruitment; Retention; Selection and Staffing; Measurement and Metrics; Performance; Performance Capacity; Performance Efficiency; Performance Evaluation; Performance Improvement; Consulting Industry; Service Industry
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      Polzer, Jeffrey T., and Olivia Hull. "People Analytics at McKinsey." Harvard Business School Case 418-023, January 2018. (Revised January 2020.)
      • December 2017 (Revised January 2018)
      • Case

      Alltech

      By: David E. Bell and Natalie Kindred
      Alltech was a Lexington, Kentucky–based producer of supplements for animal feed, with revenues of over $2 billion (projected to reach $3 billion in 2018), sales in 120 countries, 5,000 employees, and 100 manufacturing plants worldwide. For nearly four decades, Alltech... View Details
      Keywords: Alltech; United States; Agribusiness; Agriculture; Animal; Animal Agriculture; Animal Feed; Livestock; Family Business; Vertical Integration; Strategy; Growth; Feed Additives; Feed Supplements; Kentucky; Growth Strategy; Family Businesses; Animal-Based Agribusiness; Acquisition; Business Growth and Maturation; Business Model; Change Management; Trends; Governance; Entrepreneurship; Growth and Development; Intellectual Property; Leadership; Management; Markets; Organizational Culture; Private Ownership; Science; Quality; Risk and Uncertainty; Research; Sales; Agriculture and Agribusiness Industry; Pharmaceutical Industry; United States; Kentucky; Brazil; China
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      Bell, David E., and Natalie Kindred. "Alltech." Harvard Business School Case 518-001, December 2017. (Revised January 2018.)
      • October 2017 (Revised April 2018)
      • Case

      Improving Worker Safety in the Era of Machine Learning (A)

      By: Michael W. Toffel, Dan Levy, Jose Ramon Morales Arilla and Matthew S. Johnson
      Managers make predictions all the time: How fast will my markets grow? How much inventory do I need? How intensively should I monitor my suppliers? Which potential customers will be most responsive to a particular marketing campaign? Which job candidates should I... View Details
      Keywords: Machine Learning; Policy Implementation; Empirical Research; Inspection; Occupational Safety; Occupational Health; Regulation; Analysis; Forecasting and Prediction; Policy; Operations; Supply Chain Management; Safety; Manufacturing Industry; Construction Industry; United States
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      Toffel, Michael W., Dan Levy, Jose Ramon Morales Arilla, and Matthew S. Johnson. "Improving Worker Safety in the Era of Machine Learning (A)." Harvard Business School Case 618-019, October 2017. (Revised April 2018.)
      • October 2017
      • Case

      Pricing PatientPing

      By: Frank V. Cespedes, Julia Kelley and Amram Migdal
      In 2017, Jay Desai, the CEO of Boston-based health care technology company PatientPing, had to consider a number of interrelated pricing challenges. Founded in late 2013, PatientPing sold a software platform that allowed health care providers to receive real-time... View Details
      Keywords: Pricing; Health Tech; Health Technology; Marketing; Sales Process; Sales Strategy; Price; Sales; Marketing Strategy; Health Care and Treatment; Health Industry; Technology Industry; Boston; North America; Massachusetts; United States
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      Cespedes, Frank V., Julia Kelley, and Amram Migdal. "Pricing PatientPing." Harvard Business School Case 818-017, October 2017.
      • Article

      Beyond the Target Customer: Social Effects in CRM Campaigns

      By: Eva Ascarza, Peter Ebbes, Oded Netzer and Matthew Danielson
      Customer relationship management (CRM) campaigns have traditionally focused on maximizing the profitability of the targeted customers. The authors demonstrate that in business settings characterized by network externalities, a CRM campaign that is aimed at changing the... View Details
      Keywords: Social Effects; Field Experiment; Mobile; Customer Relationship Management; Network Effects; Consumer Behavior
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      Ascarza, Eva, Peter Ebbes, Oded Netzer, and Matthew Danielson. "Beyond the Target Customer: Social Effects in CRM Campaigns." Journal of Marketing Research (JMR) 54, no. 3 (June 2017): 347–363.
      • 2018
      • Working Paper

      Opportunistic Returns and Dynamic Pricing: Empirical Evidence from Online Retailing in Emerging Markets

      By: Chaithanya Bandi, Antonio Moreno, Donald Ngwe and Zhiji Xu
      We investigate how dynamic pricing can lead to higher operational costs through more product returns in the online retail industry. Dynamic pricing has been widely applied by many online retailers. Research has shown that, in response to dynamic pricing, some customers... View Details
      Keywords: Price; Policy; Consumer Behavior; Cost Management; Emerging Markets; Retail Industry
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      Bandi, Chaithanya, Antonio Moreno, Donald Ngwe, and Zhiji Xu. "Opportunistic Returns and Dynamic Pricing: Empirical Evidence from Online Retailing in Emerging Markets." Working Paper, September 2018.
      • Article

      Understanding the Advice of Commissions-Motivated Agents: Evidence from the Indian Life Insurance Market

      By: Santosh Anagol, Shawn Cole and Shayak Sarkar
      We conduct a series of field experiments to evaluate the quality of advice provided by life insurance agents in India. Agents overwhelmingly recommend unsuitable, strictly dominated products, which provide high commissions to the agent. Agents cater to the beliefs of... View Details
      Keywords: Advice; Customers; Insurance; Service Operations; Motivation and Incentives; Ethics; India
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      Anagol, Santosh, Shawn Cole, and Shayak Sarkar. "Understanding the Advice of Commissions-Motivated Agents: Evidence from the Indian Life Insurance Market." Review of Economics and Statistics 99, no. 1 (March 2017).
      • 2016
      • Chapter

      Navigating Natural Monopolies: Market Strategy and Nonmarket Challenges in Radio and Television Audience Measurement Markets

      By: Hillary Greene and Dennis Yao
      This paper explores how firms within the audience measurement industry, specifically its radio and television markets, have navigated myriad market and nonmarket challenges. The market strategies and the nonmarket forces that constrain those strategies are largely... View Details
      Keywords: Measurement and Metrics; Marketing Strategy; Consumer Behavior; Monopoly; Television Entertainment; Public Opinion; Geographic Scope; Media and Broadcasting Industry; United States
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      Greene, Hillary, and Dennis Yao. "Navigating Natural Monopolies: Market Strategy and Nonmarket Challenges in Radio and Television Audience Measurement Markets." In Strategy Beyond Markets. Vol. 34, edited by John de Figueiredo, Michael Lenox, Felix Oberholzer-Gee, and Rick Vanden Bergh, 367–411. Advances in Strategic Management. Emerald Group Publishing, 2016.
      • March 2016
      • Supplement

      Compass Group: The Ascension Health Decision

      By: Ryan W. Buell
      In 2012, Compass Group (Compass) was on the verge of closing a $2 billion deal with Ascension Health (Ascension), one of the largest healthcare systems in the United States. Under the deal, Compass would provide foodservice management and cleaning services for 86 of... View Details
      Keywords: Operations Strategy; Sectorization; Operational Focus; Customer Compatibility; Service Operations; Service Delivery; Operations; Customer Focus and Relationships; Service Industry; Health Industry; United States
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      Buell, Ryan W. "Compass Group: The Ascension Health Decision." Harvard Business School Multimedia/Video Supplement 616-705, March 2016.
      • March 2016 (Revised February 2020)
      • Teaching Note

      Compass Group: The Ascension Health Decision

      By: Ryan W. Buell
      In 2012, Compass Group (Compass) was on the verge of closing a $2 billion deal with Ascension Health (Ascension), one of the largest healthcare systems in the United States. Under the deal, Compass would provide foodservice management and cleaning services for 86 of... View Details
      Keywords: Operations Strategy; Sectorization; Operational Focus; Customer Compatibility; Service Operations; Service Delivery; Operations; Customer Focus and Relationships; Service Industry; Health Industry; United States
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      Buell, Ryan W. "Compass Group: The Ascension Health Decision." Harvard Business School Teaching Note 616-046, March 2016. (Revised February 2020.)
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