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- 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... View Details
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.
- September 2020
- Article
Relaxing Household Liquidity Constraints Through Social Security
By: Sylvain Catherine, Max Miller and Natasha Sarin
More than a quarter of working-age households in the United States do not have sufficient savings to cover their expenditures after a month of unemployment. Recent proposals suggest giving workers early access to a small portion of their future Social Security benefits... View Details
Keywords: COVID-19 Pandemic; Personal Finance; Employment; Welfare; Insurance; Government Legislation
Catherine, Sylvain, Max Miller, and Natasha Sarin. "Relaxing Household Liquidity Constraints Through Social Security." Art. 104243. Journal of Public Economics 189 (September 2020).
- Article
The Implications of Working Without an Office
By: Ethan Bernstein, Hayley Blunden, Andrew Brodsky, Wonbin Sohn and Ben Waber
In early 2020, the world began what is undoubtedly the largest work-from-home experiment in history. Now, as countries reopen but COVID-19 remains a major threat, organizations are wrestling with whether and how to have workers return to their offices. Business leaders... View Details
Keywords: Remote Work; Work From Home (WFH); Employees; Working Conditions; Health Pandemics; Performance Productivity; Creativity
Bernstein, Ethan, Hayley Blunden, Andrew Brodsky, Wonbin Sohn, and Ben Waber. "The Implications of Working Without an Office." Special Issue on The New Reality of WFH. Harvard Business Review: The Big Idea (July 2020).
- July 2020 (Revised September 2020)
- Case
MobSquad
By: Prithwiraj Choudhury, William R. Kerr and Susie L. Ma
Irfhan Rawji (MBA 2004) launched MobSquad in October 2018 to help American tech start-ups retain hard-to-find talent, many of whom struggled with U.S. work visa issues, such as software engineers with experience in artificial intelligence, machine learning, or data... View Details
Keywords: Work Visas; H1-B; Business Ventures; Business Startups; Labor; Human Capital; Human Resources; Crisis Management; Employment Industry; Canada; United States
Choudhury, Prithwiraj, William R. Kerr, and Susie L. Ma. "MobSquad." Harvard Business School Case 821-010, July 2020. (Revised September 2020.)
- July 2020 (Revised July 2023)
- Case
Live Nation and Pharrell Williams
By: Anita Elberse and Kate Christensen
“We’re in business together, and whether we lose a few million dollars or make a few million dollars, let’s do this. If you think you can pull it off, I’m behind you.” Michael Rapino, chief executive officer of Live Nation, the world’s leading live entertainment... View Details
Keywords: Music; Entertainment; Superstars; Talent; Labor Economics; General Management; Music Entertainment; Media; Talent and Talent Management; Joint Ventures; Marketing; Strategy; Music Industry
Elberse, Anita, and Kate Christensen. "Live Nation and Pharrell Williams." Harvard Business School Case 521-005, July 2020. (Revised July 2023.)
- 2021
- Working Paper
Digital Labor Market Inequality and the Decline of IT Exceptionalism
By: Ruiqing Cao and Shane Greenstein
Several decades of expansion in digital communications, web commerce, and online distribution have altered regional IT labor market returns in the United States. IT occupations experienced similar wage growth as STEM occupations involving IT-related work activities,... View Details
Cao, Ruiqing, and Shane Greenstein. "Digital Labor Market Inequality and the Decline of IT Exceptionalism." Harvard Business School Working Paper, No. 21-019, August 2020. (Revised January 2021. NBER Working Paper Series, No. 21-015, August 2020)
- June 2020
- Case
Big Hit Entertainment and Blockbuster Band BTS: K-Pop Goes Global
By: Anita Elberse and Lizzy Woodham
Bang Si-Hyuk (‘Hitman Bang’) is the founder and co-chief executive officer of Big Hit Entertainment, the company behind BTS, a ‘K-pop’ band that has found unparalleled success around the globe—a remarkable feat given that most of their songs are in Korean. It is March... View Details
Keywords: Music; Entertainment; Superstars; Talent; Talent Development; Labor Economics; General Management; Music Entertainment; Media; Talent and Talent Management; Labor; Contracts; Marketing; Strategy; Music Industry; Entertainment and Recreation Industry
Elberse, Anita, and Lizzy Woodham. "Big Hit Entertainment and Blockbuster Band BTS: K-Pop Goes Global." Harvard Business School Case 520-125, June 2020.
- May 2020 (Revised March 2022)
- Case
The Coronavirus (COVID-19) Pandemic and the Global Economy (A)
By: Alberto Cavallo and Christian Godwin
In April 2020, the world struggled to contain the exponential escalation of the coronavirus (COVID-19) pandemic. Dozens of countries had imposed restrictions on travel, work, and social gatherings. A large share of the global population was under lockdowns and... View Details
Keywords: COVID-19 Pandemic; Demand and Consumers; Supply and Industry; Finance; Central Banking; Financial Markets; International Finance; Globalization; Government and Politics; Health Pandemics; Decision Making; Macroeconomics; Employment; Crisis Management; Supply Chain; Risk and Uncertainty; Air Transportation Industry; Banking Industry; Consumer Products Industry; Employment Industry; Financial Services Industry; Food and Beverage Industry; Health Industry; Medical Devices and Supplies Industry; Pharmaceutical Industry; Public Administration Industry; Retail Industry; Service Industry; Shipping Industry; Tourism Industry; Travel Industry; Asia; China; Europe; Latin America; Africa; United States
Cavallo, Alberto, and Christian Godwin. "The Coronavirus (COVID-19) Pandemic and the Global Economy (A)." Harvard Business School Case 720-031, May 2020. (Revised March 2022.)
- 2020
- Article
Public Sentiment and the Price of Corporate Sustainability
By: George Serafeim
Combining corporate sustainability performance scores based on environmental, social, and governance (ESG) data with big data measuring public sentiment about a company’s sustainability performance, I find that the valuation premium paid for companies with strong... View Details
Keywords: Sustainability; ESG; ESG (Environmental, Social, Governance) Performance; Investment Management; Investment Strategy; Big Data; Machine Learning; Environment; Environmental Sustainability; Corporate Governance; Performance; Asset Pricing; Investment; Management; Strategy; Human Capital; Public Opinion; Value; Analytics and Data Science
Serafeim, George. "Public Sentiment and the Price of Corporate Sustainability." Financial Analysts Journal 76, no. 2 (2020): 26–46.
- May 5, 2020
- Article
Why the Crisis Is Putting Companies at Risk of Losing Female Talent
By: Colleen Ammerman and Boris Groysberg
There has been a massive shift in how work gets done inside many companies and the global pivot to working remotely will likely change how many think about face time and rigid work schedules. Might these changes benefit women? The authors argue that will depend on how... View Details
Keywords: Coronavirus Pandemic; Remote Work; Flexible Work Arrangements; Health Pandemics; Employees; Working Conditions; Gender
Ammerman, Colleen, and Boris Groysberg. "Why the Crisis Is Putting Companies at Risk of Losing Female Talent." Harvard Business Review Digital Articles (May 5, 2020).
- 2020
- Working Paper
No Line Left Behind: Assortative Matching Inside the Firm
By: Achyuta Adhvaryu, Vittorio Bassi, Anant Nyshadham and Jorge Tamayo
How do firms pair workers with managers, and which constraints affect the allocation of labor within the firm? We characterize the sorting pattern of managers to workers in a large readymade garment manufacturer in India and then explore potential drivers of the... View Details
Keywords: Assortative Matching; Productivity; Global Buyers; Readymade Garments; Management; Employees; Performance Productivity
Adhvaryu, Achyuta, Vittorio Bassi, Anant Nyshadham, and Jorge Tamayo. "No Line Left Behind: Assortative Matching Inside the Firm." Harvard Business School Working Paper, No. 20-103, March 2020.
- April 2020 (Revised October 2020)
- Case
Unilever's Response to the Future of Work
By: William R. Kerr, Emilie Billaud and Mette Fuglsang Hjortshoej
In February 2020, Nick Dalton, executive vice president HR business transformation at Unilever, reflected on the changing nature of work marked by rapid advances in artificial intelligence, machine learning, and automation. Launched in 2016, Unilever’s Future of Work... View Details
Keywords: Change Management; Human Capital; Organizational Change and Adaptation; Mission and Purpose; Organizational Structure; Transformation; Human Resources; Consumer Products Industry; Europe
Kerr, William R., Emilie Billaud, and Mette Fuglsang Hjortshoej. "Unilever's Response to the Future of Work." Harvard Business School Case 820-104, April 2020. (Revised October 2020.)
- April 1, 2020
- Article
A Detailed Plan for Getting Americans Back to Work
By: Amitabh Chandra, Mark Fishman and Douglas Melton
Given the different impact that the pandemic is having on individual communities across the country, the notion that all workers should be allowed to return to work on one date is unrealistic. Instead, individual states should make that determination. This article lays... View Details
Chandra, Amitabh, Mark Fishman, and Douglas Melton. "A Detailed Plan for Getting Americans Back to Work." Harvard Business Review Digital Articles (April 1, 2020).
- 2020
- Working Paper
Aggregate and Firm-Level Stock Returns During Pandemics, in Real Time
By: Laura Alfaro, Anusha Chari, Andrew Greenland and Peter K. Schott
We show that unexpected changes in the trajectory of COVID-19 infections predict U.S. stock returns, in real time. Parameter estimates indicate that an unanticipated doubling (halving) of projected infections forecasts next-day decreases (increases) in aggregate U.S.... View Details
Keywords: COVID-19; Stock Returns; Health Pandemics; Stocks; Investment Return; Forecasting and Prediction
Alfaro, Laura, Anusha Chari, Andrew Greenland, and Peter K. Schott. "Aggregate and Firm-Level Stock Returns During Pandemics, in Real Time." NBER Working Paper Series, No. 26950, April 2020. (Revised May 2020.)
- Article
Human Capital and the Future of Work: Implications for Investors and ESG Integration
By: Sakis Kotsantonis and George Serafeim
Human capital development (HCD) is a key consideration for most companies, but only recently have investors focused on understanding the risks and opportunities related to human capital with the emergence of environmental, social, and governance (ESG) investment... View Details
Keywords: Future Of Work; ESG; Employee Engagement; Employee Compensation; Human Capital; Human Resources; Employees; Compensation and Benefits; Wages
Kotsantonis, Sakis, and George Serafeim. "Human Capital and the Future of Work: Implications for Investors and ESG Integration." Journal of Financial Transformation 51 (April 2020): 115–130.
- 2021
- Working Paper
Hunting for Talent: Firm-Driven Labor Market Search in the United States
By: Ines Black, Sharique Hasan and Rembrand Koning
This article analyzes the phenomenon of firm-driven labor market search—or outbound recruiting—where recruiters are increasingly “hunting for talent” rather than passively relying on workers to search for and apply to job vacancies. Our research methodology leverages... View Details
Keywords: Hiring; Referrals; Outbound Recruiting; Labor Markets; Selection and Staffing; Networks; Recruitment; Strategy; United States
Black, Ines, Sharique Hasan, and Rembrand Koning. "Hunting for Talent: Firm-Driven Labor Market Search in the United States." SSRN Working Paper Series, No. 3576498, September 2021.
- 2020
- Working Paper
Working (From Home) During a Crisis: Online Social Contributions by Workers During the Coronavirus Shock
By: Prithwiraj Choudhury, Wesley W. Koo and Xina Li
Prior research has documented that during mortality-related crises workers face psychic costs and are motivated to make social contributions. In addition, management practices that encourage workers to make social contributions during a crisis create value for firms.... View Details
Keywords: Crisis; Social Contributions; Work From Home (WFH); Cannot Work From Home (CWFH); Social Distancing; Online Communities; Coronavirus; COVID-19; Health Pandemics; Employees; Working Conditions; Internet and the Web; Crisis Management
Choudhury, Prithwiraj, Wesley W. Koo, and Xina Li. "Working (From Home) During a Crisis: Online Social Contributions by Workers During the Coronavirus Shock." Harvard Business School Working Paper, No. 20-096, March 2020. (Revised April 2020.)
- March 2020 (Revised August 2020)
- Case
Culture at Google
By: Nien-hê Hsieh, Amy Klopfenstein and Sarah Mehta
Beginning in 2017, technology (tech) company Google faced a series of employee-relations issues that threatened its unique culture of innovation and open communication. Issues included protests surrounding Google’s contracts with the U.S. government, restrictions of... View Details
Keywords: Human Resources; Employee Relationship Management; Recruitment; Retention; Resignation and Termination; Labor; Working Conditions; Employment; Labor Unions; Wages; Law; Lawsuits and Litigation; Rights; Ethics; Values and Beliefs; Fairness; Organizations; Organizational Culture; Mission and Purpose; Social Psychology; Attitudes; Behavior; Conflict Management; Trust; Motivation and Incentives; Prejudice and Bias; Power and Influence; Information Technology; Internet and the Web; Information Infrastructure; Society; Social Issues; Culture; Civil Society or Community; Demographics; Diversity; Ethnicity; Gender; Race; Technology Industry; North and Central America; United States; California
Hsieh, Nien-hê, Amy Klopfenstein, and Sarah Mehta. "Culture at Google." Harvard Business School Case 320-050, March 2020. (Revised August 2020.)
- March 2020
- Case
Voi Technology
By: Jeffrey F. Rayport and Olivia Hull
Voi Technology, a fast-growing start-up out of Sweden, is competing in the highly contested European e-scooter sharing market. With a presence in nearly 40 cities in Europe by February 2020, the firm is working hard to improve its unit economics to reach profitability.... View Details
Keywords: Entrepreneurship; Business Strategy; Technology Adoption; Innovation Strategy; Technological Innovation; Marketing Strategy; Business Plan; Product Marketing; Product Launch; Product Positioning; Energy Conservation; Cross-Cultural and Cross-Border Issues; Global Strategy; Globalized Economies and Regions; Innovation Leadership; Human Capital; Laws and Statutes; Growth Management; Operations; Logistics; Service Operations; Supply Chain Management; Organizational Culture; Information Infrastructure; Transportation; Transportation Industry; Technology Industry; Europe
Rayport, Jeffrey F., and Olivia Hull. "Voi Technology." Harvard Business School Case 820-099, March 2020.
- March 2020
- Article
Organizing Knowledge Production Teams Within Firms for Innovation
By: Vikas A. Aggarwal, David H. Hsu and Andy Wu
How should firms organize their pool of inventive human capital for firm-level innovation? While access to diverse knowledge may aid knowledge recombination, which can facilitate innovation, prior literature has focused primarily on one way of achieving that: diversity... View Details
Keywords: Knowledge Recombination; Organization Design; Team Boundary; Innovation; Knowledge Sharing; Diversity; Innovation and Invention; Groups and Teams; Human Capital; Organizational Design
Aggarwal, Vikas A., David H. Hsu, and Andy Wu. "Organizing Knowledge Production Teams Within Firms for Innovation." Art. 1. Strategy Science 5, no. 1 (March 2020): 1–16. (Lead article.)