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- May 2023
- Technical Note
Venture Capital at a Crossroads
By: Jo Tango and Alys Ferragamo
Venture capital is a cyclical, ever-changing industry, as seen in recent years. The late 2010s and early 2020s had large amounts of capital flowing into the sector, high valuations, and new types of investors entering the market. Innovations in the seed stage, such as...
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- 2023
- Working Paper
Setting Gendered Expectations? Recruiter Outreach Bias in Online Tech Training Programs
By: Jacqueline N. Lane, Karim R. Lakhani and Roberto Fernandez
Competence development in digital technologies, analytics, and artificial intelligence is increasingly important to all types of organizations and their workforce. Universities and corporations are investing heavily in developing training programs, at all tenure...
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- May 2023
- Case
IBM’s Ginni Rometty: Leading with Good Power
By: Hubert Joly, Leonard A. Schlesinger and Stacy Straaberg
In March 2023, Virginia (Ginni) Rometty published Good Power: Leading Positive Change in our Lives, Work, and World, which covered her personal history and career at International Business Machines (IBM). Rometty was IBM’s ninth and first woman CEO from 2012–2020. Her...
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Keywords:
Transformation;
Acquisition;
Trends;
Gender;
Diversity;
Education;
Training;
Values and Beliefs;
Profit;
Revenue;
Leadership Style;
Leading Change;
Business or Company Management;
Negotiation;
Corporate Social Responsibility and Impact;
Mission and Purpose;
Organizational Change and Adaptation;
Organizational Culture;
Family and Family Relationships;
Business and Community Relations;
Business and Government Relations;
Business and Shareholder Relations;
Business and Stakeholder Relations;
Personal Characteristics;
Perspective;
Social Issues;
Adaptation;
Business Strategy;
Commercialization;
Competition;
Corporate Strategy;
Information Infrastructure;
Information Technology;
Health Industry;
Information Technology Industry;
Manufacturing Industry;
Service Industry;
Technology Industry;
New York (city, NY);
United States
- April 2023
- Case
Strive Asset Management
By: Suraj Srinivasan, Lynn S. Paine and Aldo Sesia
Strive Asset Management, which launched in 2022, was actively targeting several leading U.S. companies in the upcoming 2023 proxy voting season to stop acquiescing to those large asset managers and other institutional shareholders who were pressing those companies to...
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- March–April 2023
- Article
The New-Collar Workforce
By: Colleen Ammerman, Boris Groysberg and Ginni Rometty
Many workers today are stuck in low-paying jobs, unable to advance simply because they don’t have a bachelor’s degree. At the same time, many companies are desperate for workers and not meeting the diversity goals that could help them perform better while also reducing...
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- March 2023 (Revised May 2023)
- Case
Metaverse Wars
By: Andy Wu, David B. Yoffie and Matt Higgins
In 2023, the term metaverse — a combination of the words “meta” and “universe” — had become a catch-all for a diverse set of expectations about online virtual worlds, “Web3” integration, and the future of the internet. To some, the metaverse conjured images of a...
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- March 2023 (Revised May 2023)
- Case
OneTen at Delta Air Lines: Catalyzing Family-Sustaining Careers for Black Talent (A)
By: Linda A. Hill and Lydia Begag
It was December 10, 2020, and Ed Bastian, the Chief Executive Officer (CEO) of Delta Air Lines (Delta), had just finished a meeting with Joanne Smith, Executive Vice President and Chief People Officer, and Keyra Lynn Johnson, the Chief Diversity and Inclusion Officer....
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- March 2023 (Revised May 2023)
- Supplement
OneTen At Delta Air Lines: Catalyzing Family-Sustaining Careers for Black Talent (B)
By: Linda A. Hill and Lydia Begag
In January 2023, Delta Air Lines (Delta) Chief Executive Officer (CEO) Ed Bastian and his team had just launched the third iteration of an internal skills-first apprenticeship program, designed to move frontline employees into "merit" positions in four job categories....
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- March 2023 (Revised May 2023)
- Case
Akamai Technologies: Expanding the Talent Pipeline
By: Christopher Stanton, Lynda M. Applegate, Allison Ciechanover, Emily Grandjean and Sophie Beck
In 2022, senior executives of Cambridge, MA-based Akamai Technologies met to consider whether and how to scale a successful technical training program. The program, Akamai Technical Academy (ATA), was launched in 2016 to address a key challenge at Akamai and in the...
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- 2022
- Working Paper
Differentiating on Diversity: How Disclosing Workforce Diversity Improves Brand Attitudes
Companies are facing increased pressure to “walk the talk” on diversity, equity, and inclusion (DEI) in their operations. One specific call-to-action from stakeholders is the public disclosure of EEO-1s. Companies with 100+ employees are federally mandated to annually...
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- March 1, 2023
- Editorial
To Overcome Resistance to DEI, Understand What’s Driving It
By: Eric Shuman, Eric Knowles and Amit Goldenberg
Employees often resist DEI initiatives, which of course hinders their effectiveness. The authors—experts in the resistance to social-change efforts—write that the key to overcoming resistance to any effort is figuring out why people are resisting. When it comes to DEI...
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- February 2023
- Teaching Note
Colette Phillips and GetKonnected: Creating Inclusive Ecosystems
By: Rosabeth M. Kanter and Ai-Ling Jamila Malone
Teaching Note for HBS Case No. 323-035.
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Keywords:
Diversity;
Ecosystem;
Inclusion;
People Of Color;
Network;
Racial Bias;
Gender Bias;
Entrepreneur;
Entrepreneurial Ecosystems;
Change;
Change Barriers;
Change Leadership;
Community;
Innovation;
Pandemic;
Impact;
Systemic Racism;
Minority-owned Businesses;
Social and Collaborative Networks;
Equity;
Race;
Small Business;
Prejudice and Bias;
Boston
- January 2023
- Case
Inclusion and Diversity at Mars Petcare
By: Katherine Coffman and Tom Quinn
In 2020, the Mars Petcare Leadership Team found themselves dealing with critically important inclusion and diversity issues. Social unrest, including unprecedented protests for racial justice in the U.S. and across the globe, generated an urgency for substantive...
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- 2023
- Article
Evaluating Explainability for Graph Neural Networks
By: Chirag Agarwal, Owen Queen, Himabindu Lakkaraju and Marinka Zitnik
As explanations are increasingly used to understand the behavior of graph neural networks (GNNs), evaluating the quality and reliability of GNN explanations is crucial. However, assessing the quality of GNN explanations is challenging as existing graph datasets have no...
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Keywords:
Analytics and Data Science
- January 2023
- Article
Racial Diversity and Racial Policy Preferences: The Great Migration and Civil Rights
By: Alvaro Calderon, Vasiliki Fouka and Marco Tabellini
Between 1940 and 1970, more than 4 million African Americans moved from the South to the North of the United States, during the Second Great Migration. This same period witnessed the struggle and eventual success of the civil rights movement in ending institutionalized...
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Keywords:
Civil Rights;
Great Migration;
History;
Race;
Rights;
Prejudice and Bias;
Government Legislation
- December 2022 (Revised February 2023)
- Background Note
Brief Note on Staggered Boards
By: Lynn S. Paine and Will Hurwitz
This background note discusses the evolution, use, and prevalence of staggered boards. By comparison with unitary boards whose members are all elected annually for one-year terms, staggered boards are divided into subsets of directors, with one subset up for election...
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- 2022
- Article
OpenXAI: Towards a Transparent Evaluation of Model Explanations
By: Chirag Agarwal, Satyapriya Krishna, Eshika Saxena, Martin Pawelczyk, Nari Johnson, Isha Puri, Marinka Zitnik and Himabindu Lakkaraju
While several types of post hoc explanation methods have been proposed in recent literature, there is very little work on systematically benchmarking these methods. Here, we introduce OpenXAI, a comprehensive and extensible opensource framework for evaluating and...
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- 2022
- Article
Which Explanation Should I Choose? A Function Approximation Perspective to Characterizing Post hoc Explanations
By: Tessa Han, Suraj Srinivas and Himabindu Lakkaraju
A critical problem in the field of post hoc explainability is the lack of a common foundational goal among methods. For example, some methods are motivated by function approximation, some by game theoretic notions, and some by obtaining clean visualizations. This...
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- November–December 2022
- Article
The Value of Descriptive Analytics: Evidence from Online Retailers
By: Ron Berman and Ayelet Israeli
Does the adoption of descriptive analytics impact online retailer performance, and if so, how? We use the synthetic difference-in-differences method to analyze the staggered adoption of a retail analytics dashboard by more than 1,500 e-commerce websites, and we find an...
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- October 2022
- Case
Sustainable Finance at Itau BBA
By: George Serafeim, Maria Loumioti and Benjamin Maletta
As of August 2022, the Itau BBA had structured dozens of sustainability linked bonds, which made future interest payments a function of the borrower meeting a target for a sustainability metric, and had solidified its reputation as a pioneer of sustainable finance in...
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Keywords:
Sustainable Finance;
Corporate Social Responsibility;
Environmental Sustainability;
Growth Strategy;
Debt Contracting;
Performance Metrics;
Risk Assessment;
ESG (Environmental, Social, Governance) Performance;
Financial Instruments;
Risk Management;
Debt Securities;
Measurement and Metrics;
Banking Industry;
Pulp and Paper Industry;
Latin America