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All HBS Web
(10,599)
- Faculty Publications (894)
- August 2020 (Revised September 2020)
- Technical Note
Assessing Prediction Accuracy of Machine Learning Models
The note introduces a variety of methods to assess the accuracy of machine learning prediction models. The note begins by briefly introducing machine learning, overfitting, training versus test datasets, and cross validation. The following accuracy metrics and tools...
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Keywords:
Machine Learning;
Statistics;
Econometric Analyses;
Experimental Methods;
Data Analysis;
Data Analytics;
Forecasting and Prediction;
Analytics and Data Science;
Analysis;
Mathematical Methods
Toffel, Michael W., Natalie Epstein, Kris Ferreira, and Yael Grushka-Cockayne. "Assessing Prediction Accuracy of Machine Learning Models." Harvard Business School Technical Note 621-045, August 2020. (Revised September 2020.)
- 2021
- Working Paper
Time and the Value of Data
By: Ehsan Valavi, Joel Hestness, Newsha Ardalani and Marco Iansiti
Managers often believe that collecting more data will continually improve the accuracy of their machine learning models. However, we argue in this paper that when data lose relevance over time, it may be optimal to collect a limited amount of recent data instead of... View Details
Keywords:
Economics Of AI;
Machine Learning;
Non-stationarity;
Perishability;
Value Depreciation;
Analytics and Data Science;
Value
Valavi, Ehsan, Joel Hestness, Newsha Ardalani, and Marco Iansiti. "Time and the Value of Data." Harvard Business School Working Paper, No. 21-016, August 2020. (Revised November 2021.)
- 2021
- Working Paper
Does Who Helps You Impact Your Behavior? Examining the Effects of Social Interactions on Knowledge Sharing in Online Communities
By: Eunkwang Seo, Frank Nagle and Sonali K. Shah
Online communities provide vibrant forums for knowledge sharing and are increasingly being used by individual users and firms to source knowledge and create and capture value. Yet, there is much to learn about how the actions of community members affect other members,...
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Keywords:
Online Communities;
Knowledge Development;
Innovation;
Reciprocity;
Knowledge Sharing;
Networks;
Innovation and Invention;
Interpersonal Communication
Seo, Eunkwang, Frank Nagle, and Sonali K. Shah. "Does Who Helps You Impact Your Behavior? Examining the Effects of Social Interactions on Knowledge Sharing in Online Communities." Harvard Business School Working Paper, No. 21-026, August 2020. (Revised July 2021.)
- 2020
- Chapter
Emotions and Emotion Regulation
By: Svenja A. Wolf, Amit Goldenberg and Mickaël Campo
This is the first textbook to explore and explain the contribution of social groups and social identity to all aspects of sports and exercise—from leadership, motivation and communication to mental health, teamwork, and fan behaviour.
In the context of increasing...
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Wolf, Svenja A., Amit Goldenberg, and Mickaël Campo. "Emotions and Emotion Regulation." In The New Psychology of Sport & Exercise: The Social Identity Approach, edited by S. Alexander Haslam, Katrien Fransen, and Filip Boen, 147–164. London: SAGE Publications, 2020.
- Aug 2020
- Conference Presentation
Impacting Grand Challenges: A 'Both/And' Approach
By: Natalie Slawinski, Wendy K. Smith, Robin J. Ely, Tobias Hahn, Andrew J. Hoffman and Anita M. McGahan
In this panel symposium, we seek to build on growing efforts by management scholars to engage with grand challenges and the United Nations’ Sustainable Development Goals (SDGs). Reflective of the All- Academy Theme description, we note that research and scholarship...
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Slawinski, Natalie, Wendy K. Smith, Robin J. Ely, Tobias Hahn, Andrew J. Hoffman, and Anita M. McGahan. "Impacting Grand Challenges: A 'Both/And' Approach." Paper presented at the Academy of Management Annual Meeting, Virtual, August 2020.
- August 2020
- Article
Machine Learning and Human Capital Complementarities: Experimental Evidence on Bias Mitigation
By: Prithwiraj Choudhury, Evan Starr and Rajshree Agarwal
The use of machine learning (ML) for productivity in the knowledge economy requires considerations of important biases that may arise from ML predictions. We define a new source of bias related to incompleteness in real time inputs, which may result from strategic...
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Choudhury, Prithwiraj, Evan Starr, and Rajshree Agarwal. "Machine Learning and Human Capital Complementarities: Experimental Evidence on Bias Mitigation." Strategic Management Journal 41, no. 8 (August 2020): 1381–1411.
- 2020
- Working Paper
Updating the Balanced Scorecard for Triple Bottom Line Strategies
By: Robert S. Kaplan and David McMillan
Many companies are now attempting to achieve triple bottom line performance on financial, environmental, and societal metrics. Successful strategies for such performance, however, generally require new relationships among multiple players in multiple sectors across a...
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Keywords:
Balanced Scorecard;
Adaptation;
Environmental Sustainability;
Social Issues;
Performance;
Strategy
Kaplan, Robert S., and David McMillan. "Updating the Balanced Scorecard for Triple Bottom Line Strategies." Harvard Business School Working Paper, No. 21-028, August 2020.
- 2020
- Book
Work, Mate, Marry, Love: How Machines Shape Our Human Destiny
By: Debora L. Spar
Covering a time frame that ranges from 8000 BC to the present, and drawing upon both Marxist and feminist theories, the book argues that nearly all the decisions we make in our most intimate lives—whom to marry, how to have children, how to have sex, how to think about...
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Keywords:
Innovation;
Family;
Women;
Reproduction;
Artificial Intelligence;
Robots;
Gender;
Demography;
History;
Innovation and Invention;
Relationships;
Society;
Information Technology;
AI and Machine Learning;
Biotechnology Industry;
Computer Industry;
Health Industry;
Information Technology Industry;
Manufacturing Industry;
Technology Industry;
Africa;
Asia;
Europe;
Latin America;
North and Central America
Spar, Debora L. Work, Mate, Marry, Love: How Machines Shape Our Human Destiny. New York: Farrar, Straus and Giroux, 2020.
- July 2020
- Background Note
Gender Diversity on Boards: Views from Norway
By: Aiyesha Dey
The issue of gender diversity on boards has received increased attention in U.S markets over the past few years. In 2018, California introduced a law which required boards of U.S-listed firms with headquarters in California to include at least one female director by...
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Keywords:
Board Of Directors;
Board Decisions;
Gender;
Diversity;
Governing and Advisory Boards;
Norway;
United States
Dey, Aiyesha. "Gender Diversity on Boards: Views from Norway." Harvard Business School Background Note 120-065, July 2020.
- July 2020
- Teaching Plan
Girls Who Code
By: Brian Trelstad and Amy Klopfenstein
This teaching plan serves as a supplement to HBS Case No. 320-055, “Girls Who Code.” Founded 2012 by former lawyer Reshma Saujani, Girls Who Code (GWC) offered coding education programs to middle- and high school-aged girls. The organization also sought to alter...
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Keywords:
Communication;
Communication Strategy;
Spoken Communication;
Interpersonal Communication;
Demographics;
Age;
Gender;
Education;
Curriculum and Courses;
Learning;
Middle School Education;
Secondary Education;
Leadership Style;
Leadership;
Social Enterprise;
Nonprofit Organizations;
Social Psychology;
Attitudes;
Behavior;
Cognition and Thinking;
Prejudice and Bias;
Power and Influence;
Identity;
Social and Collaborative Networks;
Motivation and Incentives;
Society;
Civil Society or Community;
Culture;
Public Opinion;
Social Issues;
Information Technology;
Applications and Software;
Education Industry;
Technology Industry;
North and Central America;
United States
- 2020
- Working Paper
Of Learning and Forgetting: Centrism, Populism, and the Legitimacy Crisis of Globalization
By: Rawi Abdelal
Every order is a bargain with disappointments and trade-offs. Thus is every order an unstable equilibrium. The first era of globalization, circa 1870–1914, created both international prosperity and domestic instability. That instability was fully realized during the...
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Keywords:
Centrism;
Populism;
Globalization;
History;
Balance and Stability;
Economic Systems;
Government and Politics;
Learning
Abdelal, Rawi. "Of Learning and Forgetting: Centrism, Populism, and the Legitimacy Crisis of Globalization." Harvard Business School Working Paper, No. 21-008, July 2020.
- July 2020 (Revised January 2021)
- Case
Vineet Nayar and Sampark Foundation: Frugal Innovation at Scale (A)
By: Linda A. Hill and Emily Tedards
In 2005, Vineet Nayar, the former CEO and Vice Chairman of HCL Technologies, and his wife, Anupama Nayar, committed $100 million of their personal wealth to found Sampark Foundation — a grant-making philanthropy with a mission to transform learning outcomes for 20...
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Keywords:
Organizational Behavior;
Cultural Change;
Digital;
Innovation;
Experimentation;
Metrics;
Education Reform;
Non-profit;
Frugal Innovation;
Scale;
Ecosystem;
Government;
Education;
Social Enterprise;
Leadership;
Leading Change;
Change Management;
Organizational Culture;
Innovation Leadership;
Nonprofit Organizations;
Growth and Development Strategy;
Information Technology;
Digital Transformation;
India
Hill, Linda A., and Emily Tedards. "Vineet Nayar and Sampark Foundation: Frugal Innovation at Scale (A)." Harvard Business School Case 421-015, July 2020. (Revised January 2021.)
- July 2020 (Revised January 2021)
- Case
Vineet Nayar and Sampark Foundation: Frugal Innovation at Scale (A) (Abridged)
By: Linda A. Hill and Emily Tedards
In 2005, Vineet Nayar, the former CEO and Vice Chairman of HCL Technologies, and his wife, Anupama Nayar, committed $100 million of their personal wealth to found Sampark Foundation—a grant-making philanthropy with a mission to transform learning outcomes for 20...
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Keywords:
Organizational Behavior;
Organizational Alignment;
Culture Change;
Digital;
Innovation;
Experimentation;
Metrics;
Education Reform;
Non-profit;
Frugal Innovation;
Scale;
Ecosystem;
Government;
Education;
Social Enterprise;
Leadership;
Leading Change;
Change Management;
Organizational Culture;
Alignment;
Innovation Leadership;
Nonprofit Organizations;
Growth and Development Strategy;
Information Technology;
Digital Transformation;
India
Hill, Linda A., and Emily Tedards. "Vineet Nayar and Sampark Foundation: Frugal Innovation at Scale (A) (Abridged)." Harvard Business School Case 421-021, July 2020. (Revised January 2021.)
- Summer 2020
- Article
Accelerating Innovation Through a Network of Ecosystems: What Companies Can Learn from One of the World's Largest Networks of Accelerator Labs
By: Elizabeth J. Altman and Frank Nagle
A United Nations agency with a sweeping mission and sprawling global presence may not appear to be the most likely place where companies can learn new techniques for accelerating innovation — but appearances can be deceiving. The United Nations Development Programme...
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Altman, Elizabeth J., and Frank Nagle. "Accelerating Innovation Through a Network of Ecosystems: What Companies Can Learn from One of the World's Largest Networks of Accelerator Labs." MIT Sloan Management Review 61, no. 4 (Summer 2020).
- Article
Active World Model Learning with Progress Curiosity
By: Kuno Kim, Megumi Sano, Julian De Freitas, Nick Haber and Daniel Yamins
World models are self-supervised predictive models of how the world evolves. Humans learn world models by curiously exploring their environment, in the process acquiring compact abstractions of high bandwidth sensory inputs, the ability to plan across long temporal...
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Kim, Kuno, Megumi Sano, Julian De Freitas, Nick Haber, and Daniel Yamins. "Active World Model Learning with Progress Curiosity." Proceedings of the International Conference on Machine Learning (ICML) 37th (2020).
- July–September 2020
- Article
Innovation Contest: Effect of Perceived Support for Learning on Participation
By: Olivia Jung, Andrea Blasco and Karim R. Lakhani
Background: Frontline staff are well positioned to conceive improvement opportunities based on first-hand knowledge of what works and does not work. The innovation contest may be a relevant and useful vehicle to elicit staff ideas. However, the success of the...
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Keywords:
Contest;
Innovation;
Employee Engagement;
Organizational Learning;
Health Care;
Health Care Delivery;
Innovation and Invention;
Organizations;
Learning;
Employees;
Perception;
Health Care and Treatment
Jung, Olivia, Andrea Blasco, and Karim R. Lakhani. "Innovation Contest: Effect of Perceived Support for Learning on Participation." Health Care Management Review 45, no. 3 (July–September 2020): 255–266.
- July–August 2020
- Article
Make the Most of Your Relocation
Although the COVID-19 crisis has halted travel in recent months, geographic mobility has become critical for managers and knowledge workers hoping to advance in today’s globalized economy, and that trend is unlikely to reverse. Geographic mobility can pay off...
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Keywords:
Relocation;
Mobility;
Personal Development and Career;
Geographic Location;
Work-Life Balance
Choudhury, Prithwiraj. "Make the Most of Your Relocation." Harvard Business Review 98, no. 4 (July–August 2020): 104–113.
- Summer 2020
- Article
Venture Capital's Role in Financing Innovation: What We Know and How Much We Still Need to Learn
By: Josh Lerner and Ramana Nanda
Venture capital is associated with some of the most high-growth and influential firms in the world. Academics and practitioners have effectively articulated the strengths of the venture model. At the same time, venture capital financing also has real limitations in its...
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Lerner, Josh, and Ramana Nanda. "Venture Capital's Role in Financing Innovation: What We Know and How Much We Still Need to Learn." Journal of Economic Perspectives 34, no. 3 (Summer 2020): 237–261.
- June 2020
- Case
Agile Consumer Product Innovation with Alibaba's Tmall Innovation Center
By: William R. Kerr, Daniel O'Connor and James Palano
Consumer products companies were beset by changes on all sides during the 2010s. Customers were increasingly turning to ecommerce platforms rather than shopping in-store. Meanwhile, nimble, digitally-savvy competitors were gaining market share by capitalizing on the...
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Keywords:
Future Of Work;
Retail;
Ecommerce;
Alibaba;
Consumer Products;
Innovation;
Innovation and Invention;
Product Development;
Consumer Behavior;
E-commerce;
Consumer Products Industry;
Retail Industry;
China
Kerr, William R., Daniel O'Connor, and James Palano. "Agile Consumer Product Innovation with Alibaba's Tmall Innovation Center." Harvard Business School Case 820-087, June 2020.
- June 2020
- Case
RBC: Transforming Transformation (A)
By: Ethan Bernstein, Francesca Gino and Aldo Sesia
In 2017, the Royal Bank of Canada (RBC), a Canadian financial icon, mandated a swat team of “enablers of collaboration” (their job description) to support the personal and commercial bank in the enterprise-wide RBC Cultural Transformation initiative. Historically,...
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Keywords:
Service Delivery;
Information Technology;
Transformation;
Change Management;
Collaborative Innovation and Invention;
Innovation and Management;
Decision Making;
Human Resources;
Management Systems;
Organizational Design;
Organizational Structure;
Groups and Teams;
Management Teams;
Banking Industry;
Financial Services Industry;
Canada
Bernstein, Ethan, Francesca Gino, and Aldo Sesia. "RBC: Transforming Transformation (A)." Harvard Business School Case 920-008, June 2020.