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  • March 2022 (Revised January 2025)
  • Technical Note

Exploratory Data Analysis

By: Iavor I. Bojinov, Michael Parzen and Paul Hamilton
This module note provides an overview of exploratory data analysis for an introduction to data science course. It begins by defining the term "data", and then describes the different types of data that companies work with (structured v. unstructured, categorical v.... View Details
Keywords: Data Analysis; Data Science; Statistics; Data Visualization; Exploratory Data Analysis; Analytics and Data Science; Analysis
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Bojinov, Iavor I., Michael Parzen, and Paul Hamilton. "Exploratory Data Analysis." Harvard Business School Technical Note 622-098, March 2022. (Revised January 2025.)
  • August 2018 (Revised September 2018)
  • Supplement

LendingClub (B): Decision Trees & Random Forests

By: Srikant M. Datar and Caitlin N. Bowler
This case builds directly on the LendingClub (A) case. In this case students follow Emily Figel as she builds two tree-based models using historical LendingClub data to predict, with some probability, whether borrower will repay or default on his loan.
... View Details
Keywords: Data Science; Data Analytics; Decision Trees; Investment; Financing and Loans; Analytics and Data Science; Analysis; Forecasting and Prediction
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Datar, Srikant M., and Caitlin N. Bowler. "LendingClub (B): Decision Trees & Random Forests." Harvard Business School Supplement 119-021, August 2018. (Revised September 2018.)
  • 2014
  • Chapter

Technology, Innovation and Economic Growth in Britain Since 1870

By: Tom Nicholas
This chapter examines technological change in Britain over the last 140 years. It analyzes the effects of patent laws and innovation prizes that were designed to promote technical progress. It explores the challenge associated with the changing organizational structure... View Details
Keywords: Information Technology; Organizational Change and Adaptation; History; Economic Growth; Change; Innovation and Invention; Great Britain
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Nicholas, Tom. "Technology, Innovation and Economic Growth in Britain Since 1870." Chap. 7, Vol. 2 of The Cambridge Economic History of Modern Britain. New ed. Edited by Roderick Floud, Jane Humphries, and Paul Johnson, 181–204. Cambridge University Press, 2014.

    Trends and Predictors of Biomedical Research Quality, 1990-2015

    This work leverages the strengths of expert human assessments of randomized controlled trials (RCTs) included in Cochrane reviews with data science techniques to build a comprehensive database on biomedical research quality. The data links the full-text and... View Details

    • Research Summary

    Personal Selling and Sales Management

    By: Das Narayandas
    Das is currently investigating benchmark practices in personal selling and sales management across a variety of industries.  He is also conducting field studies to understand how firms are leveraging interactive technologies to support their field sales efforts. View Details
    • 25 Feb 2015
    • Lessons from the Classroom

    Scholars and Students Unpack the Digital Business Revolution

    hedge fund, an Amazon employee focused on retail data, and a forecaster at General Electric," says HBS David Sarnoff Professor of Business Administration Marco Iansiti, who serves as faculty chair of the initiative View Details
    Keywords: by Julia Hanna; Technology; Technology
    • June 18, 2019
    • Article

    Research: Investors Reward Companies That Talk Up Their Digital Initiatives

    By: Suraj Srinivasan and Wilbur Chen
    A study of how companies disclose their digital initiatives on earnings calls and written communications finds that more firms are using these technologies, that financial markets reward companies that disclose such initiatives, but that financial performance... View Details
    Keywords: Digital Technologies; Disclosure; Investment; Performance Improvement
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    Srinivasan, Suraj, and Wilbur Chen. "Research: Investors Reward Companies That Talk Up Their Digital Initiatives." Harvard Business Review (website) (June 18, 2019).
    • Article

    Intermediary Functions and the Market for Innovation in Meiji and Taisho Japan

    By: Tom Nicholas and Hiroshi Shimizu
    Japan experienced a transformational phase of technological development during the late nineteenth and early twentieth centuries. We argue that an important, but so far neglected, factor was a developing market for innovation and a patent attorney system that was... View Details
    Keywords: Innovation; Patents; Innovation and Invention; Japan
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    Nicholas, Tom, and Hiroshi Shimizu. "Intermediary Functions and the Market for Innovation in Meiji and Taisho Japan." Business History Review 87, no. 1 (Spring 2013): 121–150.
    • March 2021
    • Article

    Experimenting During the Shift to Virtual Team Work: Learnings from How Teams Adapted Their Activities During the COVID-19 Pandemic

    By: Ashley V. Whillans, Leslie Perlow and Aurora Turek
    Past research has focused on understanding the characteristics of work that are fully virtual or fully collocated. The present study seeks to expand our understanding of team work by studying knowledge workers' experiences as they were suddenly forced to transition to... View Details
    Keywords: Team Work; Activities; Virtual Work; Digital Technologies; Groups and Teams; Health Pandemics; Internet and the Web; Adaptation
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    Whillans, Ashley V., Leslie Perlow, and Aurora Turek. "Experimenting During the Shift to Virtual Team Work: Learnings from How Teams Adapted Their Activities During the COVID-19 Pandemic." Information and Organization 31, no. 1 (March 2021).
    • Working Paper

    The Composition and Dynamics of Technology-Enabled Entrepreneurship

    By: Innessa Colaiacovo, Daniel P. Gross and Jorge Guzman
    Using data on nearly all U.S. business registrations since the turn of the twentieth century, and a set of 386 major technologies invented over this period, we study the level, composition, and dynamics of entrepreneurial activity around new technology. We find a... View Details
    Keywords: Entrepreneurship; Innovation and Invention; Patents; Technology Industry
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    Colaiacovo, Innessa, Daniel P. Gross, and Jorge Guzman. "The Composition and Dynamics of Technology-Enabled Entrepreneurship." SSRN Working Paper Series, No. 4383445, March 2023. (Revise and Resubmit: Strategic Management Journal.)
    • April 2013
    • Article

    In Search of a Second Act: Riding the Popularity of a Great First Product Is Easy; Finding the Next One Is Hard

    By: Elie Ofek and Jill Avery
    The article presents a fictional case study on new product development and improvement after the successful launch of a first breakthrough product. Topics include business planning for brand name products, finance and investment for the development of educational toys,... View Details
    Keywords: Innovation; Growth Strategy; Consumer Marketing; Marketing; Brand Management; Market Research; New Product Development; Marketing Management; Technology Commercialization; Technology; Brands and Branding; Marketing Strategy; Product Marketing; Technology Industry; Technology Industry; Technology Industry; North and Central America; United States
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    Ofek, Elie, and Jill Avery. "In Search of a Second Act: Riding the Popularity of a Great First Product Is Easy; Finding the Next One Is Hard." Harvard Business Review 91, no. 4 (April 2013): 133–137.
    • November 2023
    • Article

    Open Source Software and Global Entrepreneurship

    By: Nataliya Langburd Wright, Frank Nagle and Shane Greenstein
    This is the first study to consider the relationship between open source software (OSS) and entrepreneurship around the globe. This study measures whether country-level participation on the GitHub OSS platform affects the founding of innovative ventures, and where it... View Details
    Keywords: Entrepreneurship; Applications and Software; Business Ventures; Development Economics; Innovation and Invention; Global Range
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    Wright, Nataliya Langburd, Frank Nagle, and Shane Greenstein. "Open Source Software and Global Entrepreneurship." Art. 104846. Research Policy 52, no. 9 (November 2023).
    • August 2018 (Revised September 2018)
    • Case

    LendingClub (A): Data Analytic Thinking (Abridged)

    By: Srikant M. Datar and Caitlin N. Bowler
    LendingClub was founded in 2006 as an alternative, peer-to-peer lending model to connect individual borrowers to individual investor-lenders through an online platform. Since 2014 the company has worked with institutional investors at scale. While the company assigns... View Details
    Keywords: Data Science; Data Analytics; Investing; Loans; Investment; Financing and Loans; Analytics and Data Science; Analysis; Forecasting and Prediction; Business Model
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    Datar, Srikant M., and Caitlin N. Bowler. "LendingClub (A): Data Analytic Thinking (Abridged)." Harvard Business School Case 119-020, August 2018. (Revised September 2018.)
    • 2025
    • Working Paper

    Blockchain Adoption and Audit Quality

    By: Mei Luo, Daniel Rabetti and Shuangchen Yu
    This study examines the impact of blockchain adoption in the corporate setting. Specifically, we provide comprehensive empirical support to recent theory (Cao, Cong, and Young, 2024) proposing that blockchain adoption positively affects endogenous audit quality and... View Details
    Keywords: Blockchain; Accounting Audits; Technology Adoption; Financial Reporting; Governing Rules, Regulations, and Reforms; China
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    Luo, Mei, Daniel Rabetti, and Shuangchen Yu. "Blockchain Adoption and Audit Quality." Working Paper, February 2025.
    • 12 Jun 2018
    • First Look

    New Research and Ideas, June 12, 2018

    Further, participants lacking these skills are able to compensate for more imprecise information from Boolean searches through superior reading and information sifting skills. Our study contributes to... View Details
    Keywords: Dina Gerdeman
    • 2018
    • Chapter

    Work and Workplace

    By: Kai Ruggeri, Jana Berkessel, Jascha Achterberg, Gerhard M. Prinz, Alessandra Luna-Navarro, Jon M. Jachimowicz and A. V. Whillans
    Work is a major part of many lives. While individual experiences with work will differ—from how long we work to what jobs we have and to what extent we enjoy them—almost everyone is affected by employment, whether they have a job or not. Decades of research in the... View Details
    Keywords: Workplace; Behavioral Insights; Retirement Savings; Working Conditions; Employees; Performance; Happiness; Health; Job Search; Change
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    Ruggeri, Kai, Jana Berkessel, Jascha Achterberg, Gerhard M. Prinz, Alessandra Luna-Navarro, Jon M. Jachimowicz, and A. V. Whillans. "Work and Workplace." Chap. 9 in Behavioral Insights for Public Policy: Concepts and Cases, edited by Kai Ruggeri, 156–173. New York: Routledge, 2018.
    • Research Summary

    Entrepreneurial Finance and International R&D Management

    Walter Kuemmerle's research and teaching interests fall within the domain of knowledge and capital management in a global economy. His research focuses on international entrepreneurship and venture capital. He studies venture capital systems and entrepreneurship in... View Details
    • Article

    Emodiversity and the Emotional Ecosystem

    By: Jordi Quoidbach, June Gruber, Moira Mikolajczak, Alexsandr Kogan, Ilios Kotsou and Michael I. Norton
    Bridging psychological research exploring emotional complexity and research in the natural sciences on the measurement of biodiversity, we introduce—and demonstrate the benefits of—emodiversity: the variety and relative abundance of the emotions that humans experience.... View Details
    Keywords: Health; Diversity; Emotions
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    Quoidbach, Jordi, June Gruber, Moira Mikolajczak, Alexsandr Kogan, Ilios Kotsou, and Michael I. Norton. "Emodiversity and the Emotional Ecosystem." Journal of Experimental Psychology: General 143, no. 6 (December 2014): 2057–2066.
    • August 2024
    • Case

    Iogen: Decarbonizing Hard-to-Abate Sectors

    By: George Serafeim, Charlotte Foody and John Mulliken
    Brian Foody, CEO of Iogen Corporation, was an early leader in advanced biofuels, developing a range of technologies to transform agricultural waste into transportation fuel. With $100 million in revenue and 350 patents across various biofuel technologies, Iogen was... View Details
    Keywords: Technology; Biofuel; Market Attractiveness; Decarbonization; Technological Innovation; Climate Change; Energy; Environmental Sustainability; Transformation; Market Entry and Exit; Strategy; Energy Industry; United States; United Kingdom
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    Serafeim, George, Charlotte Foody, and John Mulliken. "Iogen: Decarbonizing Hard-to-Abate Sectors." Harvard Business School Case 125-037, August 2024.
    • 25 Feb 2015
    • News

    Scholars and Students Unpack the Digital Business Revolution

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