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      • November 2022
      • Case

      Hiring with the Community in Saint Paul

      By: Mitchell B. Weiss and Sarah Mehta
      This case reviews Saint Paul Mayor Melvin Carter’s decision to involve the community in the process of hiring his cabinet members. Rather than relying on an executive recruiting firm or choosing cabinet heads from his own network, Carter recruited 100 community members... View Details
      Keywords: Community Engagement; Competency and Skills; Government and Politics; Human Resources; Government Administration; Recruitment; Selection and Staffing; Decision Making; Public Administration Industry; United States; Minnesota; Saint Paul
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      Weiss, Mitchell B., and Sarah Mehta. "Hiring with the Community in Saint Paul." Harvard Business School Case 823-074, November 2022.
      • 2022
      • White Paper

      The Options Multiplier: Decoding the CareerWise Youth Apprentice Journey

      By: Joseph B. Fuller, Rachel Lipson, Farah Mallah, Girish Pendse and Rachel Snyder
      As more Americans question the appeal of costly higher education programs, earn-and-learn models, like apprenticeship, are attracting increasing attention from policymakers and employers alike. While apprenticeship is widespread in many parts of Europe,... View Details
      Keywords: Apprenticeship; Higher Education; Training; Personal Development and Career; Cost vs Benefits; Success; Governing Rules, Regulations, and Reforms
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      Fuller, Joseph B., Rachel Lipson, Farah Mallah, Girish Pendse, and Rachel Snyder. "The Options Multiplier: Decoding the CareerWise Youth Apprentice Journey." White Paper, Project on Workforce at Harvard, November 2022.
      • November 10, 2022
      • Article

      5 Ways Startups Can Prepare for a Recession

      By: Lou Shipley
      Startups face unique challenges during economic downturns. They typically aren’t yet profitable and so are reliant on outside funding—and therefore are especially exposed when macroeconomic conditions change. To make it through a recession, startup CEOs should hit the... View Details
      Keywords: Entrepreneurship; Organizational Culture; Sales; Customer Focus and Relationships; Decisions; Inflation and Deflation; Financial Crisis; Employee Relationship Management; Business Startups; Credit
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      Shipley, Lou. "5 Ways Startups Can Prepare for a Recession." Harvard Business Review Digital Articles (November 10, 2022).
      • November 2022 (Revised February 2024)
      • Exercise

      Managing Customer Retention at Teleko

      By: Eva Ascarza
      This exercise aims to teach students about 1) Targeting Policies; and 2) Algorithmic decision making, and 3) Retention management. View Details
      Keywords: Algorithmic Decision Making; Marketing Strategy; Customer Focus and Relationships
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      Ascarza, Eva. "Managing Customer Retention at Teleko." Harvard Business School Exercise 523-005, November 2022. (Revised February 2024.)
      • November 2022
      • Case

      Arcos Dorados’ Quest for the Digitalization of Last-Mile Delivery in Colombia

      By: Jorge Tamayo, Jenyfeer Martinez Buitrago and Mariana Cal
      In 2018, Francisco Staton, Managing Director of Arcos Dorados in Colombia had to decide on the company’s strategy to expand its food ordering and delivery business in the country. Arcos Dorados stood as McDonald’s largest independent franchisee, and Colombia was one of... View Details
      Keywords: Digital Transformation; Delivery; McDonald's; Latin America; Quick Serve Restaurants; QSR; Transformation; Decision Making; Decision Choices and Conditions; Global Strategy; Technological Innovation; Growth and Development Strategy; Agreements and Arrangements; Negotiation Tactics; Logistics; Service Delivery; Organizational Culture; Performance Improvement; Partners and Partnerships; Strategy; Food and Beverage Industry; Latin America; South America; Colombia
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      Tamayo, Jorge, Jenyfeer Martinez Buitrago, and Mariana Cal. "Arcos Dorados’ Quest for the Digitalization of Last-Mile Delivery in Colombia." Harvard Business School Case 723-395, November 2022.
      • November 2022
      • Supplement

      Arcos Dorados’ Quest for the Digitalization of Last-Mile Delivery in Colombia (B)

      By: Jorge Tamayo, Jenyfeer Martinez Buitrago and Mariana Cal
      In 2020, Francisco Staton, president of Arcos Dorados’ Caribbean Division, and Héctor Orozco, Managing Director of Arcos Dorados Colombia, were looking into Arcos Dorados’ options to consolidate its food delivery service in Colombia. This time the matter at hand hinged... View Details
      Keywords: Transformation; Decision Making; Decision Choices and Conditions; Global Strategy; Technological Innovation; Growth and Development Strategy; Agreements and Arrangements; Negotiation Tactics; Logistics; Service Delivery; Organizational Culture; Performance Improvement; Partners and Partnerships; Strategy; Food and Beverage Industry; Latin America; South America; Colombia
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      Tamayo, Jorge, Jenyfeer Martinez Buitrago, and Mariana Cal. "Arcos Dorados’ Quest for the Digitalization of Last-Mile Delivery in Colombia (B)." Harvard Business School Supplement 723-396, November 2022.
      • 2022
      • Article

      A Human-Centric Take on Model Monitoring

      By: Murtuza Shergadwala, Himabindu Lakkaraju and Krishnaram Kenthapadi
      Predictive models are increasingly used to make various consequential decisions in high-stakes domains such as healthcare, finance, and policy. It becomes critical to ensure that these models make accurate predictions, are robust to shifts in the data, do not rely on... View Details
      Keywords: AI and Machine Learning; Research and Development; Demand and Consumers
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      Shergadwala, Murtuza, Himabindu Lakkaraju, and Krishnaram Kenthapadi. "A Human-Centric Take on Model Monitoring." Proceedings of the AAAI Conference on Human Computation and Crowdsourcing (HCOMP) 10 (2022): 173–183.
      • October 2022 (Revised January 2023)
      • Case

      Century Bank: Closing Time?

      By: Lauren Cohen, Grace Headinger and Bill Kwon
      Barry Sloane, second-generation Chairman, President, and CEO of his family’s bank, Century Bank, weighed whether to sell to Eastern Bank. As a small regional bank, Century faced a number of challenging trends, such as digitization and market share decline in the coming... View Details
      Keywords: Family Office; Business Exit; Banking; Family; Massachusetts; Boston; United States; Acquisition; Business Exit or Shutdown; Family Business; Family and Family Relationships; Interpersonal Communication; Decision Making; Finance; Banks and Banking; Risk and Uncertainty; Emotions; Banking Industry; Boston; Massachusetts; United States
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      Cohen, Lauren, Grace Headinger, and Bill Kwon. "Century Bank: Closing Time?" Harvard Business School Case 223-040, October 2022. (Revised January 2023.)
      • October 2022 (Revised September 2023)
      • Teaching Note

      Kwame Owusu-Kesse at Harlem Children's Zone

      By: Jon M. Jachimowicz
      Teaching Note for HBS Case No. 422-020. 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 Harlem Children's Zone." Harvard Business School Teaching Note 423-042, October 2022. (Revised September 2023.)
      • October 2022
      • Case

      Ethena: A Go-to-Market Dilemma

      By: Rembrand Koning and Stacy Straaberg
      In November 2021, Roxanne Petraeus and Anne Solmssen, founders of Brooklyn-based software-as-a-service (SaaS) startup Ethena, were looking to expand their compliance training business. The founders hired Arnie Gullov-Singh, an outside revenue consultant, to advise on... View Details
      Keywords: Decision Choices and Conditions; Judgments; Growth and Development Strategy; Business or Company Management; Business Strategy; Expansion; Segmentation; Technology Industry; United States; New York (state, US)
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      Koning, Rembrand, and Stacy Straaberg. "Ethena: A Go-to-Market Dilemma." Harvard Business School Case 723-363, October 2022.
      • October 2022
      • Exercise

      Shanty Real Estate: Confidential Information for Homebuyer 1

      By: Michael Luca, Jesse M. Shapiro and Nathan Sun
      Shanty is a simulation in which students inhabit the role of either a traditional home buyer or an iBuyer, both bidding on the same condo. The traditional home buyer has access to a “comp sheet” of similar properties that have recently sold, and has done a walkthrough.... View Details
      Keywords: Data-driven Decision-making; Decisions; Negotiation; Bids and Bidding; Valuation; Consumer Behavior; Real Estate Industry
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      Luca, Michael, Jesse M. Shapiro, and Nathan Sun. "Shanty Real Estate: Confidential Information for Homebuyer 1." Harvard Business School Exercise 923-016, October 2022.
      • October 2022
      • Exercise

      Shanty Real Estate: Confidential Information for Homebuyer 2

      By: Michael Luca, Jesse M. Shapiro and Nathan Sun
      Shanty is a simulation in which students inhabit the role of either a traditional home buyer or an iBuyer, both bidding on the same condo. The traditional home buyer has access to a “comp sheet” of similar properties that have recently sold, and has done a walkthrough.... View Details
      Keywords: Decision Choices and Conditions; Decision Making; Measurement and Metrics; Market Timing
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      Luca, Michael, Jesse M. Shapiro, and Nathan Sun. "Shanty Real Estate: Confidential Information for Homebuyer 2." Harvard Business School Exercise 923-017, October 2022.
      • October 2022
      • Exercise

      Shanty Real Estate: Confidential Information for Homebuyer 3

      By: Michael Luca, Jesse M. Shapiro and Nathan Sun
      Shanty is a simulation in which students inhabit the role of either a traditional home buyer or an iBuyer, both bidding on the same condo. The traditional home buyer has access to a “comp sheet” of similar properties that have recently sold, and has done a walkthrough.... View Details
      Keywords: Decision Choices and Conditions; Decision Making; Measurement and Metrics; Market Timing
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      Luca, Michael, Jesse M. Shapiro, and Nathan Sun. "Shanty Real Estate: Confidential Information for Homebuyer 3." Harvard Business School Exercise 923-018, October 2022.
      • October 2022
      • Exercise

      Shanty Real Estate: Confidential Information for iBuyer 1

      By: Michael Luca, Jesse M. Shapiro and Nathan Sun
      Shanty is a simulation in which students inhabit the role of either a traditional home buyer or an iBuyer, both bidding on the same condo. The traditional home buyer has access to a “comp sheet” of similar properties that have recently sold, and has done a walkthrough.... View Details
      Keywords: Algorithm; Decision Choices and Conditions; Decision Making; Measurement and Metrics; Market Timing
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      Luca, Michael, Jesse M. Shapiro, and Nathan Sun. "Shanty Real Estate: Confidential Information for iBuyer 1." Harvard Business School Exercise 923-019, October 2022.
      • October 2022
      • Exercise

      Shanty Real Estate: Confidential Information for iBuyer 2

      By: Michael Luca, Jesse M. Shapiro and Nathan Sun
      Shanty is a simulation in which students inhabit the role of either a traditional home buyer or an iBuyer, both bidding on the same condo. The traditional home buyer has access to a “comp sheet” of similar properties that have recently sold, and has done a walkthrough.... View Details
      Keywords: Decision Choices and Conditions; Decision Making; Market Timing; Measurement and Metrics
      Citation
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      Luca, Michael, Jesse M. Shapiro, and Nathan Sun. "Shanty Real Estate: Confidential Information for iBuyer 2." Harvard Business School Exercise 923-020, October 2022.
      • October 2022
      • Exercise

      Shanty Real Estate: Confidential Information for iBuyer 3

      By: Michael Luca, Jesse M. Shapiro and Nathan Sun
      Shanty is a simulation in which students inhabit the role of either a traditional home buyer or an iBuyer, both bidding on the same condo. The traditional home buyer has access to a “comp sheet” of similar properties that have recently sold, and has done a walkthrough.... View Details
      Keywords: Algorithm; Decision Choices and Conditions; Decision Making; Measurement and Metrics; Market Timing
      Citation
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      Luca, Michael, Jesse M. Shapiro, and Nathan Sun. "Shanty Real Estate: Confidential Information for iBuyer 3." Harvard Business School Exercise 923-021, October 2022.
      • October 2022
      • Exercise

      Shanty Real Estate: Updated Confidential Information for Homebuyer

      By: Michael Luca, Jesse M. Shapiro and Nathan Sun
      Shanty is a simulation in which students inhabit the role of either a traditional home buyer or an iBuyer, both bidding on the same condo. The traditional home buyer has access to a “comp sheet” of similar properties that have recently sold, and has done a walkthrough.... View Details
      Keywords: Algorithm; Decision Choices and Conditions; Decision Making; Market Timing; Measurement and Metrics
      Citation
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      Luca, Michael, Jesse M. Shapiro, and Nathan Sun. "Shanty Real Estate: Updated Confidential Information for Homebuyer." Harvard Business School Exercise 923-022, October 2022.
      • October 2022
      • Exercise

      Shanty Real Estate: Updated Confidential Information for iBuyer

      By: Michael Luca, Jesse M. Shapiro and Nathan Sun
      Shanty is a simulation in which students inhabit the role of either a traditional home buyer or an iBuyer, both bidding on the same condo. The traditional home buyer has access to a “comp sheet” of similar properties that have recently sold, and has done a walkthrough.... View Details
      Keywords: Algorithm; Decision Choices and Conditions; Measurement and Metrics; Market Timing; Decision Making
      Citation
      Purchase
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      Luca, Michael, Jesse M. Shapiro, and Nathan Sun. "Shanty Real Estate: Updated Confidential Information for iBuyer." Harvard Business School Exercise 923-023, October 2022.
      • October–December 2022
      • Article

      Achieving Reliable Causal Inference with Data-Mined Variables: A Random Forest Approach to the Measurement Error Problem

      By: Mochen Yang, Edward McFowland III, Gordon Burtch and Gediminas Adomavicius
      Combining machine learning with econometric analysis is becoming increasingly prevalent in both research and practice. A common empirical strategy involves the application of predictive modeling techniques to "mine" variables of interest from available data, followed... View Details
      Keywords: Machine Learning; Econometric Analysis; Instrumental Variable; Random Forest; Causal Inference; AI and Machine Learning; Forecasting and Prediction
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      Yang, Mochen, Edward McFowland III, Gordon Burtch, and Gediminas Adomavicius. "Achieving Reliable Causal Inference with Data-Mined Variables: A Random Forest Approach to the Measurement Error Problem." INFORMS Journal on Data Science 1, no. 2 (October–December 2022): 138–155.
      • September–October 2022
      • Article

      Case Study: What's the Right Career Move After a Public Failure?

      By: Jon M. Jachimowicz and Francesca Gino
      “Reunions are for happy people,” Mariani Kallis said to her friend Whitney on the phone. “I’m not going.” “Come on, it won’t be the same without you,” Whitney pleaded. “Besides, no one is happy right now. Everyone’s life is a mess.” “I’m pretty sure none of our... View Details
      Keywords: Career Decisions; Personal Development and Career
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      Jachimowicz, Jon M., and Francesca Gino. "Case Study: What's the Right Career Move After a Public Failure?" Harvard Business Review 100, no. 5 (September–October 2022): 144–149.
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