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      • Article

      A Prescriptive Analytics Framework for Optimal Policy Deployment Using Heterogeneous Treatment Effects

      By: Edward McFowland III, Sandeep Gangarapu, Ravi Bapna and Tianshu Sun
      We define a prescriptive analytics framework that addresses the needs of a constrained decision-maker facing, ex ante, unknown costs and benefits of multiple policy levers. The framework is general in nature and can be deployed in any utility maximizing context, public... View Details
      Keywords: Prescriptive Analytics; Heterogeneous Treatment Effects; Optimization; Observed Rank Utility Condition (OUR); Between-treatment Heterogeneity; Machine Learning; Decision Making; Analysis; Mathematical Methods
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      McFowland III, Edward, Sandeep Gangarapu, Ravi Bapna, and Tianshu Sun. "A Prescriptive Analytics Framework for Optimal Policy Deployment Using Heterogeneous Treatment Effects." MIS Quarterly 45, no. 4 (December 2021): 1807–1832.
      • 30 Nov 2021
      • Interview

      TikTok: Super App or Supernova?

      By: Jeffrey F. Rayport and Brian Kenny
      TikTok’s parent company, ByteDance, was launched in 2012 around the simple idea of helping users entertain themselves on their smartphones while on the Beijing Subway. By May 2020, TikTok operated in 155 countries and had roughly 1 billion monthly active users, placing... View Details
      Keywords: Apps; Artificial Intelligence; Business Startups; Mobile and Wireless Technology; Business Model; Digital Platforms; Growth and Development Strategy; AI and Machine Learning; Social Media
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      "TikTok: Super App or Supernova?" Cold Call (podcast), Harvard Business Review Group, November 30, 2021. (Interviewed by Brian Kenny.)
      • Article

      Fighting Bias on the Front Lines

      By: Alexandra C. Feldberg and Tami Kim
      Most companies aim for exceptional customer service, but too few are attentive to the subtle discrimination by frontline employees that can alienate customers, lead to lawsuits, or even cause lasting brand damage by going viral.
      This article presents research... View Details
      Keywords: Customer Service; Customer Focus and Relationships; Service Delivery; Diversity; Prejudice and Bias; Organizational Change and Adaptation
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      Feldberg, Alexandra C., and Tami Kim. "Fighting Bias on the Front Lines." Harvard Business Review 99, no. 6 (November–December 2021): 90–98.
      • October 28, 2021
      • Article

      Feeling Burned Out? How to Regain Your Mojo When You're Running on Empty

      By: Boris Groysberg and Robin Abrahams
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      Groysberg, Boris, and Robin Abrahams. "Feeling Burned Out? How to Regain Your Mojo When You're Running on Empty." Newsweek (October 28, 2021).
      • October 2021
      • Case

      Sparking Growth at Consumer Reports

      By: Christina Wallace
      Consumer Reports (CR) is a nonprofit organization that traditionally provided independent testing and research on consumer goods. With the need to diversify its audience and revenue streams CR partnered with market research firm Spark No. 9 to identify potential... View Details
      Keywords: Nonprofit Management; Innovation; Entrepreneurship; Marketing; Social Media; Innovation and Management; Nonprofit Organizations
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      Wallace, Christina. "Sparking Growth at Consumer Reports." Harvard Business School Case 822-035, October 2021.
      • September 2021 (Revised March 2024)
      • Case

      Tesla in 2023: 'Electrified' Competition

      By: Eric Van den Steen, Ramon Casadesus-Masanell and Karen Elterman
      Over its 17 years in existence, Tesla had redefined people’s view of electric cars, and in 2020, the company saw its stock rise by more than 700% to became the most valuable carmaker in the world. In December 2020, Tesla celebrated its fifth consecutive quarter of... View Details
      Keywords: Barrier To Entry; Competitive Advantage; Innovation; Tesla; Automotive Industry; Sustainable Competitive Advantage; Values; Vision; Learning By Doing; Economies Of Scale; Electric Vehicle; Scenario Planning; Batteries; Competitive Strategy; Product Positioning; Profit; Competition; Industry Growth; Auto Industry
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      Van den Steen, Eric, Ramon Casadesus-Masanell, and Karen Elterman. "Tesla in 2023: 'Electrified' Competition." Harvard Business School Case 722-375, September 2021. (Revised March 2024.)
      • September 2021 (Revised November 2021)
      • Case

      Kwame Owusu-Kesse at the Harlem Children's Zone

      By: Jon M. Jachimowicz
      Do you—as leader, an individual within an organization, or running your own business—know when to say yes and when to say no? How do you make decisions about your own career and life? How do you counsel others who ask you for career and life insights?... View Details
      Keywords: COVID-19 Pandemic; Leadership; Corporate Social Responsibility and Impact; Decisions; Nonprofit Organizations; Personal Development and Career; Growth and Development Strategy; Race; Social Issues; New York (city, NY)
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      Jachimowicz, Jon M. "Kwame Owusu-Kesse at the Harlem Children's Zone." Harvard Business School Case 422-020, September 2021. (Revised November 2021.)
      • 2021
      • Case

      Leading Through Challenging Times: Atlanta Mayor Keisha Lance Bottoms

      By: Michael Norris, Rawi Abdelal and Kimberlyn Leary
      Keisha Lance Bottoms took office as Mayor of Atlanta in 2018 with a progressive agenda and hopes to “keep Atlanta moving forward, leaving no one behind.” She was an Atlanta native, had previously served as a local judge and city councilor, and came into office with... View Details
      Keywords: Leadership; City; Problems and Challenges; Health Pandemics; Social Issues; Economy; Atlanta; United States
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      Norris, Michael, Rawi Abdelal, and Kimberlyn Leary. "Leading Through Challenging Times: Atlanta Mayor Keisha Lance Bottoms." Bloomberg Harvard City Leadership Initiative Case 0036TC, 2021.
      • August 2021 (Revised February 2024)
      • Case

      Data Science at the Warriors

      By: Iavor I. Bojinov and Michael Parzen
      The case explores the development and early growth of a data science team at the Golden State Warriors, an NBA team based in San Francisco. The case begins by explaining the initial rationale for investing in data science, then covers a debate on the appropriate team... View Details
      Keywords: Digital Marketing; Analysis; Forecasting and Prediction; Technological Innovation; Information Technology; Analytics and Data Science; Sports Industry; San Francisco; United States
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      Bojinov, Iavor I., and Michael Parzen. "Data Science at the Warriors." Harvard Business School Case 622-048, August 2021. (Revised February 2024.)
      • August 2021
      • Case

      Danone S.A.: Becoming a Mission-Driven Company (A)

      By: Benjamin C. Esty and Emilie Billaud
      Emmanuel Faber became CEO of Danone SA, the French food and beverage company, in 2014. Right from the start, he ran the company with a dual commitment to both profit and purpose (i.e., ESG objectives). In fact, in 2018, he said, “It’s time to make sustainable business... View Details
      Keywords: Business and Stakeholder Relations; Corporate Governance; Leadership; Corporate Social Responsibility and Impact; Mission and Purpose; Environmental Sustainability; Goals and Objectives; Consumer Products Industry; Food and Beverage Industry; France; Europe
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      Esty, Benjamin C., and Emilie Billaud. "Danone S.A.: Becoming a Mission-Driven Company (A)." Harvard Business School Case 722-354, August 2021.
      • August 2021
      • Supplement

      Andreessen Horowitz’s Cultural Leadership Fund (B): Kevin Hart and Clubhouse

      By: Anita Elberse, Briana Richardson and Cydni Williams
      In May 2020, Andreessen Horowitz secures an agreement with Clubhouse, one of Silicon Valley’s hottest startups, to lead its ‘Series A’ funding round. One of the factors that insiders saw as pivotal in the race to be Clubhouse’s VC firm of choice was Andreessen... View Details
      Keywords: Entertainment; Talent Management; General Management; Inclusion; Talent and Talent Management; Diversity; Venture Capital; Entrepreneurship; Networks; Nonprofit Organizations
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      Elberse, Anita, Briana Richardson, and Cydni Williams. "Andreessen Horowitz’s Cultural Leadership Fund (B): Kevin Hart and Clubhouse." Harvard Business School Supplement 522-021, August 2021.
      • 2023
      • Working Paper

      Should Human Capital Development Programs Be Voluntary or Mandatory? Evidence from a Field Experiment

      By: Jason Sandvik, Richard Saouma, Nathan Seegert and Christopher Stanton
      In a field experiment, we find large differences in productivity treatment effects between voluntary and mandatory workplace mentorship programs. A significant portion of this difference is due to the best employees opting into the program when it is voluntary and... View Details
      Keywords: Mentoring; Mentorship Programs; Randomized Controlled Trial; Employees; Relationships; Programs; Performance
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      Sandvik, Jason, Richard Saouma, Nathan Seegert, and Christopher Stanton. "Should Human Capital Development Programs Be Voluntary or Mandatory? Evidence from a Field Experiment." NBER Working Paper Series, No. 29148, August 2021. (Accepted at Management Science.)
      • July 2021 (Revised February 2022)
      • Case

      Mary Kay Inc.: Enriching Women's Lives while Embracing Change

      By: Elie Ofek, K. Shelette Stewart and Julia Kelley
      In December 2020, Mary Kay Inc. Chief Marketing Officer Sheryl Adkins-Green considered several strategic dilemmas. Founded in 1963 by Mary Kay Ash, Mary Kay was a direct sales company whose Independent Beauty Consultants purchased its beauty and cosmetics products at... View Details
      Keywords: Advertising Campaigns; Demographics; Marketing; Brands and Branding; Marketing Channels; Marketing Communications; Marketing Strategy; Product Marketing; Product Positioning; Social Marketing; Salesforce Management; Organizations; Mission and Purpose; Organizational Change and Adaptation; Innovation and Invention; Innovation Strategy; Competition; Competitive Strategy; Competitive Advantage; Beauty and Cosmetics Industry; North and Central America; United States; Europe; Asia; Texas
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      Ofek, Elie, K. Shelette Stewart, and Julia Kelley. "Mary Kay Inc.: Enriching Women's Lives while Embracing Change." Harvard Business School Case 522-004, July 2021. (Revised February 2022.)
      • July 2021
      • Case

      A Close Shave at Squire

      By: Jeffrey J. Bussgang, Zoë B. Cullen, William R. Kerr, Benjamin N. Roth and Michael Norris
      In 2020, just after closing a $34 million Series B financing round, Dave Salvant and Songe LaRon consider how to adjust their business, Squire Technologies, to the new realities posed by the COVID-19 pandemic. Their barbershop technology, including tools to run a shop... View Details
      Keywords: Business Startups; Entrepreneurship; Venture Capital; Private Equity; Mobile and Wireless Technology; Applications and Software; Growth and Development Strategy; Health Pandemics; Beauty and Cosmetics Industry; Technology Industry; New York (city, NY); San Francisco
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      Bussgang, Jeffrey J., Zoë B. Cullen, William R. Kerr, Benjamin N. Roth, and Michael Norris. "A Close Shave at Squire." Harvard Business School Case 821-073, July 2021.
      • July 2021
      • Article

      Do Interactions with Candidates Increase Voter Support and Participation? Experimental Evidence from Italy

      By: Enrico Cantoni and Vincent Pons
      We test whether politicians can use direct contact to reconnect with citizens, increase turnout, and win votes. During the 2014 Italian municipal elections, we randomly assigned 26,000 voters to receive visits from city council candidates, from canvassers supporting... View Details
      Keywords: Campaigns; Candidates; Elections; Experiment; Political Parties; Turnout; Voting Behavior; Voting; Political Elections; Behavior; Interpersonal Communication; Italy
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      Cantoni, Enrico, and Vincent Pons. "Do Interactions with Candidates Increase Voter Support and Participation? Experimental Evidence from Italy." Economics & Politics 33, no. 2 (July 2021): 379–402.
      • June 23, 2021
      • Article

      Research: When A/B Testing Doesn't Tell You the Whole Story

      By: Eva Ascarza
      When it comes to churn prevention, marketers traditionally start by identifying which customers are most likely to churn, and then running A/B tests to determine whether a proposed retention intervention will be effective at retaining those high-risk customers. While... View Details
      Keywords: Customer Retention; Churn; Targeting; Market Research; Marketing; Investment Return; Customers; Retention; Research
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      Ascarza, Eva. "Research: When A/B Testing Doesn't Tell You the Whole Story." Harvard Business Review Digital Articles (June 23, 2021).
      • June 2021
      • Case

      Reversing Course on a Reverse E-Auction (A)

      By: Kym Lew Nelson, James K. Sebenius and Alex Green
      Global consumer products powerhouse LSP has found enormous savings in a trial run of a new competitive bidding tool for their procurement organization known as a reverse e-auction. But when Jen Baldwin is asked to achieve the same savings from her suppliers for a... View Details
      Keywords: Reverse E-auctions; Bids and Bidding; Auctions; Complexity; Cost vs Benefits
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      Lew Nelson, Kym, James K. Sebenius, and Alex Green. "Reversing Course on a Reverse E-Auction (A)." Harvard Business School Case 921-051, June 2021.
      • June 2021
      • Supplement

      Reversing Course on a Reverse E-Auction (B)

      By: Kym Lew Nelson, James K. Sebenius and Alex Green
      Global consumer products powerhouse LSP has found enormous savings in a trial run of a new competitive bidding tool for their procurement organization known as a reverse e-auction. But when Jen Baldwin is asked to achieve the same savings from her suppliers for a... View Details
      Keywords: Reverse E-auctions; Bids and Bidding; Auctions; Complexity; Cost vs Benefits
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      Lew Nelson, Kym, James K. Sebenius, and Alex Green. "Reversing Course on a Reverse E-Auction (B)." Harvard Business School Supplement 921-052, June 2021.
      • June 2021
      • Supplement

      Reversing Course on a Reverse E-Auction (C)

      By: Kym Lew Nelson, James K. Sebenius and Alex Green
      Global consumer products powerhouse LSP has found enormous savings in a trial run of a new competitive bidding tool for their procurement organization known as a reverse e-auction. But when Jen Baldwin is asked to achieve the same savings from her suppliers for a... View Details
      Keywords: Reverse E-auctions; Bids and Bidding; Auctions; Complexity; Cost vs Benefits
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      Lew Nelson, Kym, James K. Sebenius, and Alex Green. "Reversing Course on a Reverse E-Auction (C)." Harvard Business School Supplement 921-053, June 2021.
      • June 2021
      • Supplement

      Reversing Course on a Reverse E-Auction (D)

      By: Kym Lew Nelson, James K. Sebenius and Alex Green
      Global consumer products powerhouse LSP has found enormous savings in a trial run of a new competitive bidding tool for their procurement organization known as a reverse e-auction. But when Jen Baldwin is asked to achieve the same savings from her suppliers for a... View Details
      Keywords: Reverse E-auctions; Bids and Bidding; Auctions; Complexity; Cost vs Benefits
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      Lew Nelson, Kym, James K. Sebenius, and Alex Green. "Reversing Course on a Reverse E-Auction (D)." Harvard Business School Supplement 921-054, June 2021.
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