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2020
Working Paper

Design in the Age of Artificial Intelligence

By: Roberto Verganti, Luca Vendraminelli and Marco Iansiti

Artificial Intelligence (AI) is affecting the scenario in which innovation takes place. What are the implications for our understanding of design? Is AI just another digital technology that, akin to many others, will not significantly question what we know about... View Details

Keywords: Artificial Intelligence; Design Thinking; Technological Innovation; Design; Change; Theory; AI and Machine Learning

February 2020
Technical Note

Talent Management and the Future of Work

By: William R. Kerr and Gorick Ng

The nature of work is changing—and it is changing rapidly. Few days go by without industry giants such as Amazon and AT&T announcing plans to invest billions of dollars towards retraining nearly half of their respective workforces for jobs of the future. What changes... View Details

Keywords: Human Resource Management; Human Capital Development; Human Resource Practices; Talent; Talent Acquisition; Talent Development; Talent Development And Retention; Talent Management; Talent Retention; Labor Flows; Labor Management; Labor Market; Strategy Development; Strategy Management; Strategy Execution; Strategy And Execution; Strategic Change; Transformations; Organization; Organization Alignment; Organization Design; Organizational Adaptation; Organizational Effectiveness; Management Challenges; Management Of Business And Political Risk; Change Leadership; Future Of Work; Future; Skills Gap; Skills Development; Skills; Offshoring And Outsourcing; Investment; Capital Allocation; Work; Work Culture; Work Force Management; Work/life Balance; Work/family Balance; Work-family Boundary Management; Workers; Worker Productivity; Worker Performance; Work Engagement; Work Environment; Work Environments; Productivity; Organization Culture; Soft Skills; Technology Management; Technological Change; Technological Change: Choices And Consequences; Technology Diffusion; Disruptive Technology; Global Business; Global; Workplace; Workplace Context; Workplace Culture; Workplace Wellness; Collaboration; Competencies; Productivity Gains; Digital; Digital Transition; Competitive Dynamics; Competitiveness; Competitive Strategy; Data Analytics; Data; Data Management; Data Strategy; Data Protection; Aging Society; Diversity; Diversity Management; Millennials; Communication Complexity; Communication Technologies; International Business; Work Sharing; Global Competitiveness; Global Corporate Cultures; Intellectual Property; Intellectual Property Management; Intellectual Property Protection; Intellectual Capital And Property Issues; Globalization Of Supply Chain; Inequality; Recruiting; Hiring; Hiring Of Employees; Training; Job Cuts And Outsourcing; Job Performance; Job Search; Job Design; Job Satisfaction; Jobs; Employee Engagement; Employee Attitude; Employee Benefits; Employee Compensation; Employee Fairness; Employee Relationship Management; Employee Retention; Employee Selection; Employee Motivation; Employee Feedback; Employee Coordination; Employee Performance Management; Employee Socialization; Process Improvement; Application Performance Management; Stigma; Institutional Change; Candidates; Digital Enterprise; Cultural Adaptation; Cultural Change; Cultural Diversity; Cultural Context; Cultural Strategies; Cultural Psychology; Cultural Reform; Performance; Performance Effectiveness; Performance Management; Performance Evaluation; Performance Appraisal; Performance Feedback; Performance Measurement; Performance Metrics; Performance Measures; Performance Efficiency; Efficiency; Performance Analysis; Performance Appraisals; Performance Improvement; Automation; Artificial Intelligence; Technology Companies; Managerial Processes; Skilled Migration; Assessment; Human Resources; Management; Human Capital; Talent and Talent Management; Retention; Demographics; Labor; Strategy; Change; Change Management; Transformation; Organizational Change and Adaptation; Organizational Culture; Working Conditions; Information Technology; Technology Adoption; Disruption; Economy; Competition; Globalization; AI and Machine Learning; Digital Transformation

January–February 2020
Article

Competing in the Age of AI

By: Marco Iansiti and Karim R. Lakhani

Today’s markets are being reshaped by a new kind of firm—one in which artificial intelligence (AI) runs the show. This cohort includes giants like Google, Facebook, and Alibaba, and growing businesses such as Wayfair and Ocado. Every time we use their services, the... View Details

Keywords: Artificial Intelligence; Algorithms; Technological Innovation; Business Model; Competition; Competitive Strategy; AI and Machine Learning

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January 2020 (Revised January 2025)
Case

Freelancer, Ltd.

By: Christopher Stanton, Karim R. Lakhani, Jennifer L. Hoffman, Jin Hyun Paik and Nina Cohodes

Over the course of the 2010s, the rapid advancement of mobile technologies and the rise of online freelancing platforms seemed to portend a radical transformation of labor markets into on-demand, flexible talent pools. Even though several Fortune 500... View Details

Keywords: Freelancers; Platforms; Digital Labor; Labor; Human Resources; Management; Internet and the Web; Growth and Development Strategy; Digital Platforms; Information Industry; Australia; United States; Philippines

January 2020
Case

Ureed.com: The Marketplace for Language

By: Ashley V. Whillans, Esel Çekin and Alpana Thapar

Jordanian entrepreneur, Nour Al Hassan, founded Tarjama in 2008, tapping into an underserved and high demand need: Arabic translation service. Its lean model comprised of hiring full-time employees, mainly women, who worked from home. It steadily grew over the... View Details

Keywords: Language Translation; Freelancers; Entrepreneurship; Human Resources; Management; Expansion; Quality; Growth and Development Strategy

October 14, 2019
Article

The Truth About Open Offices: There Are Reasons Why They Don't Produce the Desired Interactions

By: Ethan Bernstein and Ben Waber

It’s never been easier for workers to collaborate—or so it seems. Open, flexible, activity-based spaces are displacing cubicles, making people more visible. Messaging is displacing phone calls, making people more accessible. Enterprise social media such as Slack and... View Details

Keywords: Buildings and Facilities; Interpersonal Communication; Communication Technology; Design; Human Resources; Performance Productivity; Organizational Design

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October 2019 (Revised August 2020)
Case

The Predictive Index

By: Lynda M. Applegate and James Weber

Mike Zani and Daniel Muzquiz needed to decide next steps to create a new category in the human resources consulting industry and scale their company.
Zani and Muzquiz, serial entrepreneurs, acquired Predictive Index in 2014. Previously, as clients of the... View Details

Keywords: Human Resources; Selection and Staffing; Talent and Talent Management; Recruitment; Corporate Entrepreneurship; Venture Capital; Change Management; Disruptive Innovation; Digital Platforms; Growth and Development Strategy; Consulting Industry; Service Industry; United States

October 2019
Teaching Note

Google: To TVC or Not to TVC?

By: William R. Kerr and Carl Kreitzberg

A Teaching Note for the "Google: To TVC or Not to TVC?" case study (HBS#820-048). The case discusses recent controversies regarding how Google manages temporary help agency workers, workers supplied by vendors, and independent contractors ("TVCs"). Such TVCs reportedly... View Details

September 2019 (Revised December 2019)
Case

Google: To TVC or Not to TVC?

By: William R. Kerr and Carl Kreitzberg

In late 2018, evidence emerged that many of Google’s temporary help agency workers, vendors, and independent contractors (“TVCs”) were unhappy with the company. TVCs, who reportedly made up 49.95% of Google’s 170,000-person global workforce, had raised concerns of... View Details

2019
Working Paper

Soul and Machine (Learning)

By: Davide Proserpio, John R. Hauser, Xiao Liu, Tomomichi Amano, Alex Burnap, Tong Guo, Dokyun Lee, Randall Lewis, Kanishka Misra, Eric Schwarz, Artem Timoshenko, Lilei Xu and Hema Yoganarasimhan

Machine learning is bringing us self-driving cars, improved medical diagnostics, and machine translation, but can it improve marketing decisions? It can. Machine learning models predict extremely well, are scalable to “big data,” and are a natural fit to rich media... View Details

Keywords: Machine Learning; Technological Innovation; Marketing; AI and Machine Learning

September 2019
Case

Shell: A Company of Opportunity?

By: Joseph B. Fuller and Emer Moloney

The Opportunity Hub was a cloud-based platform that enabled managers to market projects they were working on and associated resourcing needs as “Opportunity Owners” and employees, or “Opportunity Seekers,” to browse these statements of need and engage when they had... View Details

Keywords: Business Divisions; Change Management; Competency and Skills; Experience and Expertise; Talent and Talent Management; Energy; Energy Sources; Non-Renewable Energy; Renewable Energy; Human Resources; Employees; Retention; Collaborative Innovation and Invention; Innovation and Management; Innovation Strategy; Technological Innovation; Jobs and Positions; Job Design and Levels; Knowledge Sharing; Knowledge; Knowledge Use and Leverage; Labor; Human Capital; Labor Unions; Leading Change; Resource Allocation; Organizational Change and Adaptation; Performance Evaluation; Performance Productivity; Strategic Planning; Projects; Motivation and Incentives; Business Strategy; Social and Collaborative Networks; Technology Platform; Information Technology Industry; Information Technology Industry; Information Technology Industry; Information Technology Industry; United Kingdom; Netherlands

September 2019 (Revised June 2020)
Case

Othellonia: Growing a Mobile Game

By: Eva Ascarza, Tomomichi Amano and Sunil Gupta

In the summer of 2019, Yu Sasaki, Head of the Game Division of DeNA, a Japanese mobile gaming company, is evaluating various growth strategies for its recent game Othellonia. Sasaki needs to decide if he should focus on customer acquisition, retention, or monetization. View Details

Keywords: Targeting; Retention/churn; Freemium; Monetization; Customer Relationship Management; Games, Gaming, and Gambling; Mobile and Wireless Technology; Growth and Development Strategy; Marketing; Customers; Marketing Strategy; Retention; Acquisition; Entertainment and Recreation Industry; Japan

July 2019
Teaching Note

AT&T, Retraining, and the Workforce of Tomorrow

By: William R. Kerr and Carl Kreitzberg

A Teaching Note for the "AT&T, Retraining, and the Workforce of Tomorrow" case study (HBS#820-017). The case describes how AT&T designed and implemented a program to retrain 100,000 of its workers. The case first reviews the technological forces that compelled AT&T to... View Details

July 2019 (Revised May 2020)
Case

AT&T, Retraining, and the Workforce of Tomorrow

By: William R. Kerr, Joseph B. Fuller and Carl Kreitzberg

By the late 2000s, rapid changes in the telecommunications industry forced AT&T’s management team to take on a task that CEO Randall Stephenson called the “biggest logistical challenge” they had ever seen: retraining 100,000 workers by 2020. In 2012, internal company... View Details

May 2019 (Revised February 2022)
Background Note

The Gig Economy: Leasing Skills to Pay the Bills

By: Joseph Fuller, William R. Kerr and Carl Kreitzberg

This primer provides a comprehensive exploration into the gig economy and how it is reshaping global business. It shows how the Uber driver, the freelancing programmer in India, and the independent corporate consultant are all different variants of the modern-day gig... View Details

Keywords: Gig Economy; COVID-19 Pandemic; Talent and Talent Management; Human Resources; Labor; Strategy; Management; Globalization; North America; Europe; United States; United Kingdom

May 2019
Teaching Note

Upwork: Creating the Human Cloud/Upwork in 2019

By: David B. Yoffie

This teaching note serves as a guide to teaching: Upwork: Creating the Human Cloud and Upwork in 2019. View Details

Keywords: Strategy; Platform; Technology; Digital Platforms

May 2019 (Revised July 2019)
Case

Walmart's Workforce of the Future

By: William R. Kerr and Jordan Bach-Lombardo

Faced with intense competition from Amazon, Walmart began a transformation of its operations and workforce in 2015. The goal was to create an omnichannel retail experience for customers that seamlessly joined online and offline shopping. This case explores Walmart's... View Details

Keywords: Walmart; Managing The Future Of Work; Workforce; Automation; Ecommerce; Omnichannel Retail; Operations; Transformation; Employees; Training; Information Technology; Infrastructure; Disruption; Competitive Strategy; E-commerce; Information Infrastructure; Retail Industry

May 2019
Teaching Note

Gender and Free Speech at Google (A), (B), & (C)

By: Nien-hê Hsieh and Sarah Mehta

Teaching Note for HBS No. 318-085, 319-095, and 319-097. View Details

Keywords: Free Speech; Representation; Diversity; Gender; Race; Human Resources; Employees; Employee Relationship Management; Recruitment; Selection and Staffing; Labor; Employment; Lawsuits and Litigation; Organizational Culture; Technology Industry; United States; California

Article

Use of Crowd Innovation to Develop an Artificial Intelligence-Based Solution for Radiation Therapy Targeting

By: Raymond H. Mak, Michael G. Endres, Jin Hyun Paik, Rinat A. Sergeev, Hugo Aerts, Christopher L. Williams, Karim R. Lakhani and Eva C. Guinan

Importance: Radiation therapy (RT) is a critical cancer treatment, but the existing radiation oncologist work force does not meet growing global demand. One key physician task in RT planning involves tumor segmentation for targeting, which requires substantial... View Details

Keywords: Crowdsourcing; AI Algorithms; Health Care and Treatment; Collaborative Innovation and Invention; AI and Machine Learning

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April 2019 (Revised March 2020)
Case

Handy: The Future of Work? (A)

By: Nien-hê Hsieh and Kieron Stopforth

Witnessing numerous lawsuits alleging that online platform companies misclassified workers as contractors when they were actually employees, Handy’s founders faced a series of decisions. Handy was an online platform business that enabled customers to book appointments... View Details

Keywords: Employment; Working Conditions; Entrepreneurship; Compensation and Benefits; Internet and the Web; Ethics; Fairness; Service Industry; United States

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