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      What Is Data Science? 5 Applications in Business
      Harvard Business School HBS Online Business Insights Harvard Business School Online's Business Insights Blog provides the career insights you need to...
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      • 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; Governing Rules, Regulations, And Reforms
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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).
      • 2021
      • Working Paper

      Measuring Employment Impact: Applications and Cases

      By: Katie Panella and George Serafeim
      Applying the Impact-Weighted Accounts Initiative’s employment impact methodology on eight leading companies, we document wide variability in employment impacts as a percentage of salaries paid, ranging between 59 and 80 percent. We identify opportunities for...  View Details
      Keywords: Impact Measurement; Employee Compensation; Employees; Labor; Accounting; Employees; Well-being; Diversity; Wages; Compensation And Benefits
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      Panella, Katie, and George Serafeim. "Measuring Employment Impact: Applications and Cases." Harvard Business School Working Paper, No. 21-082, January 2021.
      • January 2021
      • Case

      Snapp: Scaling Under Sanctions in Iran (A)

      By: Meg Rithmire and Gamze Yucaoglu
      "The case opens in November 2019 as Eyad Alkassar and Mahmoud Fouz, co-founders of Iran’s first and leading ride-hailing platform, Snapp, find out about Apple’s and Google’s decision to remove all Iranian apps from their respective application stores.
      The case...  View Details
      Keywords: Sanctions; Change Management; Disruption; Volatility; Decision Choices And Conditions; Cross-cultural And Cross-border Issues; Government And Politics; International Relations; National Security; Risk Management; Crisis Management; Transportation Industry; Iran; Middle East
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      Rithmire, Meg, and Gamze Yucaoglu. "Snapp: Scaling Under Sanctions in Iran (A)." Harvard Business School Case 721-020, January 2021.
      • January 2021
      • Article

      Machine Learning for Pattern Discovery in Management Research

      By: Prithwiraj Choudhury, Ryan Allen and Michael G. Endres
      Supervised machine learning (ML) methods are a powerful toolkit for discovering robust patterns in quantitative data. The patterns identified by ML could be used for exploratory inductive or abductive research, or for post-hoc analysis of regression results to detect...  View Details
      Keywords: Machine Learning; Supervised Machine Learning; Induction; Abduction; Exploratory Data Analysis; Pattern Discovery; Decision Trees; Random Forests; Neural Networks; Roc Curve; Confusion Matrix; Partial Dependence Plots
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      Choudhury, Prithwiraj, Ryan Allen, and Michael G. Endres. "Machine Learning for Pattern Discovery in Management Research." Strategic Management Journal 42, no. 1 (January 2021): 30–57.
      • Article

      How Long Can a Company Thrive Doing Just One Thing?

      By: Andy Wu and Scott Duke Kominers
      The news that the chat app Slack was being sold to veteran customer relationship management company Salesforce for $27.7 billion raised a lot of eyebrows. Why sell after a year of explosive growth? The deal, however, epitomizes a question facing so-called best-of-breed...  View Details
      Keywords: Best-of-breed Companies; Competitive Advantage; Competitive Strategy
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      Wu, Andy, and Scott Duke Kominers. "How Long Can a Company Thrive Doing Just One Thing?" Harvard Business Review Digital Articles (December 10, 2020).
      • December 2020
      • Case

      Made In Space, Expectations Management, and the Business of In-Space Manufacturing

      By: Matthew C. Weinzierl and Mehak Sarang
      After having proven its base technology (3D printing) through NASA solicitations and contracts, Made In Space was searching for a viable commercial application. But the business case for the leading candidate, high-quality fiber optic cable for use on Earth, remained...  View Details
      Keywords: Aerospace; Space; Space Economy; 3d Printing; Manufacturing; Public-private Partnership; Partners And Partnerships; Strategy; Business And Government Relations; Aerospace Industry; Manufacturing Industry
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      Weinzierl, Matthew C., and Mehak Sarang. "Made In Space, Expectations Management, and the Business of In-Space Manufacturing." Harvard Business School Case 721-025, December 2020.
      • Article

      Want to See the Future of Digital Health Tools? Look to Germany

      By: Ariel Dora Stern, Henrik Matthies, Julia Hagen, Jan B. Brönneke and Jörg F. Debatin
      A new law will make it easier to introduce and determine the benefits of new tools. Perhaps its most important provisions are its formalization of “prescribable applications,” which include standard software, SaaS, and mobile as well as browser-based apps, and the...  View Details
      Keywords: Health Care And Treatment; Transformation; Online Technology; Technological Innovation; Germany
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      Stern, Ariel Dora, Henrik Matthies, Julia Hagen, Jan B. Brönneke, and Jörg F. Debatin. "Want to See the Future of Digital Health Tools? Look to Germany." Harvard Business Review (website) (December 2, 2020).
      • Article

      Soul and Machine (Learning)

      By: Davide Proserpio, John R. Hauser, Xiao Liu, Tomomichi Amano, Burnap Alex, Tong Guo, Dokyun (DK) Lee, Randall Lewis, Kanishka Misra, Eric Schwarz, Artem Timoshenko, Lilei Xu and Hema Yoganarasimhan
      Machine learning is bringing us self-driving cars, medical diagnoses, and language translation, but how can machine learning help marketers improve marketing decisions? Machine learning models predict extremely well, are scalable to “big data,” and are a natural fit to...  View Details
      Keywords: Machine Learning; Marketing Applications; Knowledge; Technological Innovation; Core Relationships; Marketing
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      Proserpio, Davide, John R. Hauser, Xiao Liu, Tomomichi Amano, Burnap Alex, Tong Guo, Dokyun (DK) Lee, Randall Lewis, Kanishka Misra, Eric Schwarz, Artem Timoshenko, Lilei Xu, and Hema Yoganarasimhan. "Soul and Machine (Learning)." Marketing Letters 31, no. 4 (December 2020): 393–404.
      • November 2020
      • Teaching Note

      DayTwo: Going to Market with Gut Microbiome

      By: Ayelet Israeli
      Teaching Note for HBS Case No. 519-010. DayTwo is a young Israeli startup that applies research on the gut microbiome and machine learning algorithms to deliver personalized nutritional recommendations to its users in order to minimize blood sugar spikes after meals....  View Details
      Keywords: Start-up Growth; Startup; Positioning; Targeting; Go To Market Strategy; B2b Vs. B2c; B2b2c; Health & Wellness; Ai; Machine Learning; Female Ceo; Female Protagonist; Science-based; Science And Technology Studies; Ecommerce; applications; Dtc; Direct To Consumer Marketing; Us Health Care; "usa,"; Innovation; Pricing; Business Growth; Segmentation; Distribution Channels; Growth And Development Strategy; Business Startups; Science-based Business; Health; Innovation And Invention; Marketing; Technology; Business Growth And Maturation; Health Industry; Technology Industry; Insurance Industry; Information Technology Industry; Food And Beverage Industry; Israel; United States
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      Israeli, Ayelet. "DayTwo: Going to Market with Gut Microbiome." Harvard Business School Teaching Note 521-052, November 2020.
      • November 2020
      • Article

      Disrupting the Disruptors or Enhancing Them? How Blockchain Re‐Shapes Two‐Sided Platforms

      By: Daniel Trabucchi, Antonella Moretto, Tommaso Buganza and Alan MacCormack
      The importance of platform‐based businesses in the modern economy is growing continuously and becoming increasingly relevant. Specifically, the deployment of digital technologies has enhanced the applicability of two‐sided business models, enabling companies to act not...  View Details
      Keywords: Blockchain; Two-sided Platforms; Business Model; Innovation And Invention; Technological Innovation
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      Trabucchi, Daniel, Antonella Moretto, Tommaso Buganza, and Alan MacCormack. "Disrupting the Disruptors or Enhancing Them? How Blockchain Re‐Shapes Two‐Sided Platforms." Journal of Product Innovation Management 37, no. 6 (November 2020): 552–574.
      • October 2020
      • Case

      Epic Games: Nineteen Eighty-Fortnight

      By: Andy Wu, Miaomiao Zhang and Christopher Zhang
      In the midst of intensifying public and political attention towards the market power of big technology, Epic Games in 2020 challenged the status quo that has existed for years in the Apple iOS and Google Android mobile application marketplaces and payment systems....  View Details
      Keywords: Mobile Platforms; Mobile App Industry; Mobile Payment Systems; Antitrust; Games, Gaming, And Gambling; Mobile Technology; Lawsuits And Litigation; Entrepreneurship; Competitive Strategy; United States
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      Wu, Andy, Miaomiao Zhang, and Christopher Zhang. "Epic Games: Nineteen Eighty-Fortnight." Harvard Business School Case 721-395, October 2020.
      • 2021
      • Working Paper

      Accounting for Organizational Employment Impact

      By: David Freiberg, Katie Panella, George Serafeim and T. Robert Zochowski
      Organizations create significant positive and negative impacts through their employment practices. This paper builds on the substantial body of research regarding job quality and impact measurement to present a framework for monetized analysis of employment impact. We...  View Details
      Keywords: Impact-weighted Accounts; Iwai; Employment Impact; Employment; Jobs And Positions; Quality; Measurement And Metrics; Analysis; Framework
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      Freiberg, David, Katie Panella, George Serafeim, and T. Robert Zochowski. "Accounting for Organizational Employment Impact." Harvard Business School Working Paper, No. 21-050, October 2020. (Revised January 2021.)
      • 2020
      • Working Paper

      Estimating Causal Effects in the Presence of Partial Interference Using Multivariate Bayesian Structural Time Series Models

      By: Fiammetta Menchetti and Iavor Bojinov
      Researchers regularly use synthetic control methods for estimating causal effects when a sub-set of units receive a single persistent treatment, and the rest are unaffected by the change. In many applications, however, units not assigned to treatment are nevertheless...  View Details
      Keywords: Causal Inference; Partial Interference; Synthetic Controls; Bayesian Structural Time Series; Mathematical Methods
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      Menchetti, Fiammetta, and Iavor Bojinov. "Estimating Causal Effects in the Presence of Partial Interference Using Multivariate Bayesian Structural Time Series Models." Harvard Business School Working Paper, No. 21-048, October 2020.
      • 2020
      • Working Paper

      Flight to Safety: How Economic Downturns Affect Talent Flows to Startups

      By: Shai Benjamin Bernstein, Richard Townsend and Ting Xu
      This paper investigates how economic downturns affect the flow of human capital to startups. Using proprietary data from AngelList Talent, we study how individuals’ online job searches and applications changed during the emergence of the COVID-19 crisis. We find that...  View Details
      Keywords: Startup Labor Market; Flight To Safety; Covid-19; Recession; Business Startups; Human Capital; Business Cycles; Health Pandemics
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      Bernstein, Shai Benjamin, Richard Townsend, and Ting Xu. "Flight to Safety: How Economic Downturns Affect Talent Flows to Startups." Harvard Business School Working Paper, No. 21-045, September 2020.
      • September 2020
      • Case

      The Black New Venture Competition

      By: Karen Mills, Jeffrey J. Bussgang, Martin Sinozich and Gabriella Elanbeck
      Black entrepreneurs encounter many unique obstacles when raising capital to start and grow a business. During their second year at Harvard Business School (HBS), MBA students Kimberly Foster and Tyler Simpson decided to do something to make a difference for...  View Details
      Keywords: Startup; Start-up; Startup Financing; Startups; Start-ups; African-american Protagonist; African-american Entrepreneurs; African-american Investors; African-americans; African-american Women; Black Leadership; Black Inventors; Black Entrepreneurs; Harvard Business School; Harvard; Business And Society; Early Stage Funding; Early Stage Finance; Technology Entrepreneurship; Discrimination; Technology Ventures; Entrepreneurial Finance; Entrepreneurial Financing; Business Plan; Business Startups; Business Ventures; Business Growth And Maturation; Diversity; Gender; Race; Entrepreneurship; Venture Capital; Small Business; Leadership; Technology; Competition; Technology Industry
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      Mills, Karen, Jeffrey J. Bussgang, Martin Sinozich, and Gabriella Elanbeck. "The Black New Venture Competition." Harvard Business School Case 821-029, September 2020.
      • September 2020
      • Case

      Apple Bets on Augmented Reality

      By: Rory McDonald, David Lane and Mel Martin
      In 2020, augmented reality (AR) was still a nascent technology with blockbuster potential, one which Apple was actively developing as its iPhone franchise waned. But the emergence of AR was uneven, including the disappointing Google Glass and the unexpected viral...  View Details
      Keywords: Augmented Reality; Industry Structures; Product Development; Commercialization; Competition; Corporate Strategy; Diversification; Technology; Technology Adoption; Information Technology Industry; Technology Industry; Video Game Industry
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      McDonald, Rory, David Lane, and Mel Martin. "Apple Bets on Augmented Reality." Harvard Business School Case 621-007, September 2020.
      • September 2020 (Revised November 2020)
      • Supplement

      Student Success at Georgia State University (B)

      By: Michael W. Toffel, Robin Mendelson and Julia Kelley
      This is a supplement to the Student Success at Georgia State University (A) case. The (B) case includes the results of a randomized control trial that Georgia State conducted to test education technology start-up AdmitHub’s chatbot solution as a strategy for improving...  View Details
      Keywords: Education; Higher Education; Learning; Curriculum And Courses; Demographics; Diversity; Ethnicity; Income; Race; Values And Beliefs; Leadership; Goals And Objectives; Measurement And Metrics; Operations; Organizations; Mission And Purpose; Organizational Culture; Outcome Or Result; Performance; Performance Effectiveness; Performance Evaluation; Performance Improvement; Planning; Strategic Planning; Social Enterprise; Nonprofit Organizations; Social Issues; Wealth And Poverty; Equality And Inequality; Technology; Technology Platform; Education Industry; Atlanta
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      Toffel, Michael W., Robin Mendelson, and Julia Kelley. "Student Success at Georgia State University (B)." Harvard Business School Supplement 621-039, September 2020. (Revised November 2020.)
      • September 2020
      • Case

      Minerva 2004: Discovery

      By: John R. Wells and Benjamin Weinstock
      After nearly five years in operation, Doctor Cynthia Bamdad, founder and CEO of Minerva Biotechnologies Corporation (Minerva), was reflecting on the company’s next steps. In a few short years, she and her small team had managed to develop a nanoparticle process for...  View Details
      Keywords: Entrepreneurship; Financing And Loans; Strategy; Decision Choices And Conditions; Biotechnology Industry
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      Wells, John R., and Benjamin Weinstock. "Minerva 2004: Discovery." Harvard Business School Case 721-389, September 2020.
      • September 2020
      • Case

      Tulsa Remote: Moving Talent to Middle America

      By: Prithwiraj Choudhury and Emma Salomon
      Tulsa Remote sought to attract a diverse group of remote workers to the city of Tulsa, Oklahoma—and was willing to put its money where its mouth was, offering $10,000 and a range of wraparound services for its program participants. After a successful pilot year, which...  View Details
      Keywords: Remote Work; Relocation; Employment; Online Technology; Geographic Location; Programs; Employees; Diversity; Health Pandemics; Oklahoma; Tulsa
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      Choudhury, Prithwiraj, and Emma Salomon. "Tulsa Remote: Moving Talent to Middle America." Harvard Business School Case 621-048, September 2020.
      • August 2020
      • Technical Note

      Discounted Cash Flows (DCF) Valuation Methods and Their Application in Private Equity

      By: Victoria Ivashina
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      Ivashina, Victoria. "Discounted Cash Flows (DCF) Valuation Methods and Their Application in Private Equity." Harvard Business School Technical Note 221-012, August 2020.
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      What Is Data Science? 5 Applications in Business
      Harvard Business School HBS Online Business Insights Harvard Business School Online's Business Insights Blog provides the career insights you need to...
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