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      • February 2018 (Revised March 2018)
      • Case

      Artificial Intelligence and the Machine Learning Revolution in Finance: Cogent Labs and the Google Cloud Platform (GCP)

      By: Lauren Cohen, Christopher Malloy and William Powley
      This case examines the intersection of two firms (Cogent Labs—a machine learning software firm in Tokyo; and Google, the technology infrastructure giant) attempting to exploit the benefits of artificial intelligence and machine learning in the financial services... View Details
      Keywords: Technological Innovation; Finance; Growth and Development Strategy; Business Model; Applications and Software; Infrastructure; Technology Industry; Financial Services Industry
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      Cohen, Lauren, Christopher Malloy, and William Powley. "Artificial Intelligence and the Machine Learning Revolution in Finance: Cogent Labs and the Google Cloud Platform (GCP)." Harvard Business School Case 218-080, February 2018. (Revised March 2018.)
      • January 2018
      • Article

      Big Data and Big Cities: The Promises and Limitations of Improved Measures of Urban Life

      By: Edward L. Glaeser, Scott Duke Kominers, Michael Luca and Nikhil Naik
      New, "big" data sources allow measurement of city characteristics and outcome variables at higher frequencies and finer geographic scales than ever before. However, big data will not solve large urban social science questions on its own. Big data has the most value for... View Details
      Keywords: Analytics and Data Science; Urban Scope; City
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      Glaeser, Edward L., Scott Duke Kominers, Michael Luca, and Nikhil Naik. "Big Data and Big Cities: The Promises and Limitations of Improved Measures of Urban Life." Economic Inquiry 56, no. 1 (January 2018): 114–137.
      • Article

      Rethinking the Profession Formerly Known as Advertising: How Data Science Is Disrupting the Work of Agencies

      By: John A. Deighton
      The article discusses the notion of advertising as a profession in relation to the impact of digital analytics and data-driven marketing. Topics include the history of internet marketing, the investments of the content-driven internet firms Facebook Inc. and Google... View Details
      Keywords: Data Science; Digital Marketing; Marketing; Internet and the Web; Analytics and Data Science; Disruption
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      Deighton, John A. "Rethinking the Profession Formerly Known as Advertising: How Data Science Is Disrupting the Work of Agencies." Journal of Advertising Research 57, no. 4 (December 2017): 357–361.
      • November 2017
      • Teaching Note

      Predicting Consumer Tastes with Big Data at Gap

      By: Ayelet Israeli and Jill Avery
      CEO Art Peck was eliminating his creative directors for The Gap, Old Navy, and Banana Republic brands and promoting a collective creative ecosystem fueled by the input of big data. Rather than relying on artistic vision, Peck wanted the company to use the mining of big... View Details
      Keywords: Brands; Brand & Product Management; Big Data; "Marketing Analytics"; Consumer Behavior; Predictive Analytics; Forecasting; Preferences; Operation Management; Distribution Channels; Marketing; Marketing Channels; Marketing Strategy; Brands and Branding; Forecasting and Prediction; Data and Data Sets; Retail Industry; Fashion Industry; Apparel and Accessories Industry; United States; North America
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      Israeli, Ayelet, and Jill Avery. "Predicting Consumer Tastes with Big Data at Gap." Harvard Business School Teaching Note 518-053, November 2017.
      • 2017
      • Working Paper

      Threat of Platform-Owner Entry and Complementor Responses: Evidence from the Mobile App Market

      By: Feng Zhu
      We examine how app developers on the Android mobile platform adjust their innovation efforts (rate and direction) and value-capture strategies in response to Google’s entry threat and actual entry into their markets. We find that, after Google’s entry threat increases,... View Details
      Keywords: Platform-owner Entry; Entry Threat; Innovation; Complementors; Mobile App Industry; Mobile and Wireless Technology; Innovation Strategy; Market Entry and Exit
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      Wen, Wen, and Feng Zhu. "Threat of Platform-Owner Entry and Complementor Responses: Evidence from the Mobile App Market." Harvard Business School Working Paper, No. 18-036, October 2017.
      • 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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      Lagerstrom, Robert, Carliss Y. Baldwin, Alan MacCormack, Daniel J. Sturtevant, and Lee Doolan. "Exploring the Relationship Between Architecture Coupling and Software Vulnerabilities." Proceedings of the International Symposium on Engineering Secure Software and Systems (ESSoS) 9th (2017): 53–69. (Part of Lecture Notes in Computer Science, ISSN 0302-9743.)
      • June 2017
      • Teaching Note

      Google to Alphabet: Two Job Opportunities

      By: Robert Simons and Jennifer Packard
      This is the teaching note for "Google to Alphabet: Two Job Opportunities" HBS No.116-046 The case describes two job postings for positions at Google. The first job posting is for a Software Engineer in the Google Maps unit and the second job posting is for an Account... View Details
      Keywords: Strategy And Execution; Span Of Control; Span Of Accountability; Span Of Support; Management Control Systems; Entrepreneurial Gap; Motivation; Job Design; Strategy; Information Technology; Organizational Design; Jobs and Positions; Technology Industry
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      Simons, Robert, and Jennifer Packard. "Google to Alphabet: Two Job Opportunities." Harvard Business School Teaching Note 117-066, June 2017.
      • May 2017 (Revised March 2018)
      • Case

      Predicting Consumer Tastes with Big Data at Gap

      By: Ayelet Israeli and Jill Avery
      CEO Art Peck was eliminating his creative directors for The Gap, Old Navy, and Banana Republic brands and promoting a collective creative ecosystem fueled by the input of big data. Rather than relying on artistic vision, Peck wanted the company to use the mining of big... View Details
      Keywords: Retailing; Preference Elicitation; Big Data; Predictive Analytics; Artificial Intelligence; Fashion; Marketing; Marketing Strategy; Marketing Channels; Brands and Branding; Consumer Behavior; Demand and Consumers; Analytics and Data Science; Forecasting and Prediction; E-commerce; Apparel and Accessories Industry; Consumer Products Industry; Fashion Industry; Retail Industry; United States; Canada; North America
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      Israeli, Ayelet, and Jill Avery. "Predicting Consumer Tastes with Big Data at Gap." Harvard Business School Case 517-115, May 2017. (Revised March 2018.)
      • April 2017
      • Article

      BATNAs in Negotiation: Common Errors and Three Kinds of 'No'

      By: James K. Sebenius
      The Best Alternative to a Negotiated Agreement (“BATNA”) concept in negotiation has proven to be immensely useful. In tandem with its value in practice, BATNA has become a wildly successful acronym (with more than 14 million Google results). But the initial... View Details
      Keywords: Agreements and Arrangements; Negotiation Tactics
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      Sebenius, James K. "BATNAs in Negotiation: Common Errors and Three Kinds of 'No'." Negotiation Journal 33, no. 2 (April 2017): 89–99.
      • 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
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      Lagerstrom, Robert, Carliss Y. Baldwin, Alan MacCormack, Dan Sturtevant, and Lee Doolan. "Exploring the Relationship between Architecture Coupling and Software Vulnerabilities: A Google Chrome Case." Harvard Business School Working Paper, No. 17-078, February 2017.
      • January 2017
      • Background Note

      Making Virtual Reality Real

      By: Feng Zhu, Sarah Mehta and David Lane
      This note describes virtual reality and augmented reality technologies and describes the main consumer products on offer in 2016 as well as their manufacturers. It also surveys existing applications of virtual and augment reality technologies. View Details
      Keywords: Virtual Reality; Augmented Reality; Oculus; Google; HTC; Magic Leap; Microsoft; Samsung; Software; Niantic; Digital Platforms; Technology Adoption; Applications and Software; Technology Industry
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      Zhu, Feng, Sarah Mehta, and David Lane. "Making Virtual Reality Real." Harvard Business School Background Note 617-013, January 2017.
      • January 2017
      • Teaching Note

      Google to Alphabet: Ten Things We Know to Be True

      By: Robert Simons and Annelena Lobb
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      Simons, Robert, and Annelena Lobb. "Google to Alphabet: Ten Things We Know to Be True." Harvard Business School Teaching Note 117-030, January 2017.
      • January 2017 (Revised March 2021)
      • Case

      Fitbit

      By: Regina E. Herzlinger, Christine Snively and Sarah Mehta
      In 2019, Fitbit lost its leadership in the wearable sensor market to Apple and to cheaper alternatives.
      Why did it lose its market position?
      How will the proposed acquisition affect it and Google? View Details
      Keywords: Wearable Sensors; Smart Watches In Health Care; Google Acquisition; Health Care and Treatment; Information Technology; Acquisition
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      Herzlinger, Regina E., Christine Snively, and Sarah Mehta. "Fitbit." Harvard Business School Case 317-007, January 2017. (Revised March 2021.)
      • 2017
      • Working Paper

      BATNAs in Negotiation: Common Errors and Three Kinds of 'No'

      By: James K. Sebenius
      The best alternative to a negotiated agreement (“BATNA”) concept in negotiation has proven to be immensely useful. In tandem with its value in practice, BATNA has become a wildly successful acronym (with more than 14 million Google results). But the initial... View Details
      Keywords: Negotiation; BATNA; Bargaining; Zone Of Possible Agreement; Reservation Price; Reservation Value; Agreements and Arrangements; Negotiation Tactics
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      Sebenius, James K. "BATNAs in Negotiation: Common Errors and Three Kinds of 'No'." Harvard Business School Working Paper, No. 17-055, December 2016. (Revised March 2017, a version of this article is forthcoming in the Negotiation Journal, April 2017.)
      • September 2016 (Revised February 2017)
      • Case

      Angie's List: Ratings Pioneer Turns 20

      By: Robert J. Dolan and Ayelet Israeli
      In 1995, before people “googled” or “yelped,” Angela Hicks (HBS, 2000) was establishing her Angie’s List as a pioneer in the accumulation and dissemination of consumer rating information. Hicks focused on the home repair and maintenance market and, as she put it,... View Details
      Keywords: Pricing; Pricing Strategy; Services; Product Line Management; Growth; Conjoint Analysis; Market Research; Freemium; Growth Strategy; Two Sided Markets; Ecommerce; Platform; Platform Business; Platform Businesses; Platform Strategy; Platforms; Platforms And Ecosystems; Business Model; Internet and the Web; Business Growth and Maturation; Growth and Development Strategy; Price; Strategy; Digital Platforms; E-commerce; Service Industry; United States
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      Dolan, Robert J., and Ayelet Israeli. "Angie's List: Ratings Pioneer Turns 20." Harvard Business School Case 517-016, September 2016. (Revised February 2017.)
      • August 2016 (Revised November 2019)
      • Supplement

      eSig: Growth Analysis

      By: Mark N. Roberge and Thomas R. Eisenmann
      eSig, an early-stage startup, offers an electronic signature application as a "freemium" product, i.e., users can upgrade from a free basic version to a premium version by paying a subscription fee. Using 9 months of data from 50,000 user activations, available as a... View Details
      Keywords: Esignature; Computer Software; Entrepreneurship; Business Startups; Management; Marketing Channels; Applications and Software; Computer Industry; United States
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      Roberge, Mark N., and Thomas R. Eisenmann. "eSig: Growth Analysis." Harvard Business School Spreadsheet Supplement 817-701, August 2016. (Revised November 2019.)
      • August 2016 (Revised November 2019)
      • Case

      eSig: Growth Analysis

      By: Mark Roberge and Tom Eisenmann
      eSig, an early-stage startup, offers an electronic signature application as a "freemium" product, i.e., users can upgrade from a free basic version to a premium version by paying a subscription fee. Using 9 months of data from 50,000 user activations (available as a... View Details
      Keywords: Esignature; Computer Software; Business or Company Management; Marketing Channels; Applications and Software; Business Startups; Computer Industry
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      Roberge, Mark, and Tom Eisenmann. "eSig: Growth Analysis." Harvard Business School Case 817-009, August 2016. (Revised November 2019.)
      • July 2016 (Revised March 2024)
      • Case

      Alphabet Eyes New Frontiers (A)

      By: Juan Alcacer, Raffaella Sadun, Olivia Hull and Kerry Herman
      In October 2015, Google restructured into Alphabet, a holding company, which analysts said would facilitate innovation among its diverse subsidiaries. But when news reports surfaced revealing struggles within Alphabet companies including Nest, the smart thermostat... View Details
      Keywords: Innovation; Conglomerates; Corporate Restructuring; Google; Corporate Strategy; Corporate Entrepreneurship; Innovation Strategy; Business and Stakeholder Relations; Research and Development; Diversification; Financial Reporting; Talent and Talent Management; Technology Industry; Computer Industry; California; United States
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      Alcacer, Juan, Raffaella Sadun, Olivia Hull, and Kerry Herman. "Alphabet Eyes New Frontiers (A)." Harvard Business School Case 717-418, July 2016. (Revised March 2024.)
      • June 2016 (Revised December 2017)
      • Case

      Google to Alphabet: Ten Things We Know to Be True

      By: Robert Simons and Annelena Lobb
      Google’s founders wrote “10 Things We Know to Be True,” a document detailing founding principles and values, early in the company’s life. As the company expanded, added business units, and changed its name to Alphabet, were these principles and values still valid and... View Details
      Keywords: Technology; Strategy; Organizational Design; Technology Industry
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      Simons, Robert, and Annelena Lobb. "Google to Alphabet: Ten Things We Know to Be True." Harvard Business School Case 116-029, June 2016. (Revised December 2017.)
      • June 2016 (Revised June 2017)
      • Exercise

      Google to Alphabet: Two Job Opportunities

      By: Robert Simons and Annelena Lobb
      Keywords: Technology; Strategy; Organizational Design; Technology Industry
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      Simons, Robert, and Annelena Lobb. "Google to Alphabet: Two Job Opportunities." Harvard Business School Exercise 116-046, June 2016. (Revised June 2017.)
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