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  • All HBS Web  (6,896)
    • News  (1,263)
    • Research  (4,446)
    • Events  (116)
    • Multimedia  (73)
  • Faculty Publications  (3,083)
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  • February 2021 (Revised June 2021)
  • Case

Bairong and the Promise of Big Data

By: Lauren Cohen, Xiaoyan Zhang and Spencer C.N. Hagist
Bairong CEO Felix Zhang, in launching his credit scoring start-up that incorporates 74,000 variables per individual, found strong initial success. However, the shifting regulatory environment, growing breadth of competitors, difficulties in retaining top talent, and... View Details
Keywords: Fintech; Big Data; Artificial Intelligence; Credit Scoring; Finance; Credit; Business Startups; AI and Machine Learning; Analytics and Data Science; China
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Cohen, Lauren, Xiaoyan Zhang, and Spencer C.N. Hagist. "Bairong and the Promise of Big Data." Harvard Business School Case 221-068, February 2021. (Revised June 2021.)

    Big Data

    Big data is defined and distinguished from a mere moment in the “ancient quest to measure.” Specific discontinuities in the practice of information science are identified which, the paper argues, have large consequences for the social order. The infrastructure that... View Details

    • 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.)
    • Article

    A 5-Step Process to Get More Out of Your Organization's Data

    By: Jon M. Jachimowicz
    Keywords: Data
    Citation
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    Jachimowicz, Jon M. "A 5-Step Process to Get More Out of Your Organization's Data." Harvard Business Review (website) (March 16, 2017).
    • Link

    Data Files

    • 2012
    • Book

    Enterprise Analytics: Optimize Performance, Process, and Decisions Through Big Data

    By: Thomas H. Davenport
    This book, an edited collection of research papers from the International Institute of Analytics, addresses a wide variety of key topics in managing business analytics and big data at the enterprise level. It includes key applications of analytics, human and... View Details
    Keywords: Business Analytics; Big Data; Business or Company Management; Analytics and Data Science; Management Practices and Processes; Mathematical Methods; Information Management
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    Davenport, Thomas H., ed. Enterprise Analytics: Optimize Performance, Process, and Decisions Through Big Data. FT Press, 2012.
    • Web

    Employment Data

    Employment Data Employment Data Review HBS Hiring Trends Browse industry, function and location destinations and gain insights around compensation. Class of 2024 Career Data... View Details
    • March 5, 2020
    • Editorial

    Murky Data Calls into Question Quarantine Strategy

    By: Amar Bhide
    Like sepsis, a life-threatening, uncontrolled immune response to infections, draconian efforts to contain the coronavirus outbreak may cause more harm than the infection itself. Yet the measures now paralysing the western world before many have actually died are based... View Details
    Keywords: Coronavirus; Coronavirus Pandemic; Data; Health Pandemics; Data and Data Sets
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    Bhide, Amar. "Murky Data Calls into Question Quarantine Strategy." Financial Times (March 5, 2020).
    • 27 Jan 2016
    • News

    How Big Data Is Changing Disruptive Innovation

    Keywords: big data; disruptive innovation
    • 2022
    • Working Paper

    Where the Cloud Rests: The Location Strategies of Data Centers

    By: Shane Greenstein and Tommy Pan Fang
    This study provides an analysis of the entry strategies of third-party data centers in the United States. We examine the market before the pandemic in 2018 and 2019, when supply and demand for data services were geographically stable. We compare with the entry... View Details
    Keywords: Cloud Computing; Location Strategies; Data Centers; Information Infrastructure
    Citation
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    Greenstein, Shane, and Tommy Pan Fang. "Where the Cloud Rests: The Location Strategies of Data Centers." Harvard Business School Working Paper, No. 21-042, September 2020. (Revised June 2022.)
    • 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.
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    Data Appendix

    • September 2018
    • Case

    Verisk: Trailblazing in the Big Data Jungle

    By: Andrew Wasynczuk, Francesca Gino and Karim Sameh
    This case revolves around Verisk Analytics' initiatives to drive innovation throughout the firm's many business verticals. Verisk, originally named ISO, started life as an insurance rating agency in the early 1970s, acting as an intermediary between insurance companies... View Details
    Keywords: Verisk; Argus; Wood Mackenzie; Insurance; Energy; Analytics; Data; Big Data; Acquisitions; Acquisition Strategy; Innovation; Organic Growth; Innovation Strategy; Innovation Leadership; Technological Innovation; Acquisition; Growth and Development Strategy; Analytics and Data Science; Insurance Industry; Energy Industry; Consulting Industry; United States; United Kingdom; New York (state, US); England
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    Wasynczuk, Andrew, Francesca Gino, and Karim Sameh. "Verisk: Trailblazing in the Big Data Jungle." Harvard Business School Case 919-014, September 2018.
    • Link

    Micro Data

    • Link

    Data

    • February 2017
    • Case

    Yemeksepeti: Growing and Expanding the Business Model through Data

    By: William R. Kerr, Gamze Yucaoglu and Eren Kuzucu
    In October 2016, Nevzat Aydin, co-founder and CEO of Yemeksepeti, the Turkish online food-ordering company, was looking over the company's quarterly results and projections for the upcoming year with his management team. It had been almost a year and a half since Aydin... View Details
    Keywords: Entrepreneurial Management; Entrepreneurial Ventures; Turkey; Big Data; Customer Focused Organization; Service Management; Continuous Improvement; Data Analysis; Internet; Growth Strategy; Technological Change; Information Systems; Entrepreneurship; Corporate Strategy; Analytics and Data Science; Analysis; Customer Focus and Relationships; Emerging Markets; Service Operations; Competitive Advantage; Performance Improvement; Internet and the Web; Growth and Development Strategy; Information Technology; Value Creation; Food and Beverage Industry; Turkey
    Citation
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    Kerr, William R., Gamze Yucaoglu, and Eren Kuzucu. "Yemeksepeti: Growing and Expanding the Business Model through Data." Harvard Business School Case 817-095, February 2017.
    • Link

    Data

    • 2006
    • Book

    Service Productivity Management: Improving Service Performance Using Data Envelopment Analysis

    By: H. David Sherman and Joe Zhu
    Here is an in-depth guide to the most powerful available benchmarking technique for improving service organization performance—Data Envelopment Analysis (DEA). The book outlines DEA as a benchmarking technique, identifies high cost service units, isolates specific... View Details
    Keywords: Data Envelopment Analysis; Economics; Operations; Mathematical Methods
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    Sherman, H. David, and Joe Zhu. Service Productivity Management: Improving Service Performance Using Data Envelopment Analysis. Boston, MA: Springer, 2006.
    • March 2020
    • Article

    Diagnosing Missing Always at Random in Multivariate Data

    By: Iavor I. Bojinov, Natesh S. Pillai and Donald B. Rubin
    Models for analyzing multivariate data sets with missing values require strong, often assessable, assumptions. The most common of these is that the mechanism that created the missing data is ignorable—a twofold assumption dependent on the mode of inference. The first... View Details
    Keywords: Missing Data; Diagnostic Tools; Sensitivity Analysis; Hypothesis Testing; Missing At Random; Row Exchangeability; Analytics and Data Science; Mathematical Methods
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    Bojinov, Iavor I., Natesh S. Pillai, and Donald B. Rubin. "Diagnosing Missing Always at Random in Multivariate Data." Biometrika 107, no. 1 (March 2020): 246–253.
    • March 2021
    • Article

    The Impact of the General Data Protection Regulation on Internet Interconnection

    By: Ran Zhuo, Bradley Huffaker, KC Claffy and Shane Greenstein
    The Internet comprises thousands of independently operated networks, where bilaterally negotiated interconnection agreements determine the flow of data between networks. The European Union’s General Data Protection Regulation (GDPR) imposes strict restrictions on... View Details
    Keywords: Personal Data; Privacy Regulation; GDPR; Interconnection Agreements; Internet and the Web; Governing Rules, Regulations, and Reforms
    Citation
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    Zhuo, Ran, Bradley Huffaker, KC Claffy, and Shane Greenstein. "The Impact of the General Data Protection Regulation on Internet Interconnection." Telecommunications Policy 45, no. 2 (March 2021).
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