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- January 2025
- Case
Negotiating with Data: Analytics FC (A)
By: Jillian Jordan and Livia Alfonsi
Analytics FC was a UK-based sports consultancy that focused on international football (soccer), leveraging cutting-edge data-analytic techniques to support clubs, federations, and players. In 2022, Alex Greenwood, an elite female defender, approached the company for... View Details
- January 2025
- Supplement
Negotiating with Data: Analytics FC (B)
By: Jillian Jordan and Livia Alfonsi
Analytics FC was a UK-based sports consultancy that focused on international football (soccer), leveraging cutting-edge data-analytic techniques to support clubs, federations, and players. In 2022, Alex Greenwood, an elite female defender, approached the company for... View Details
- January 2025
- Article
Automatic Enrollment with a 12% Default Contribution Rate
By: John Beshears, Ruofei Guo, David Laibson, Brigitte C. Madrian and James J. Choi
We study a retirement savings plan with a default contribution rate of 12% of income, which is much higher than previously studied defaults. Twenty-five percent of employees had not opted out of this default 12 months after hire; a literature review finds that the... View Details
- 2025
- Working Paper
Home Sweet Home: How Much Do Employees Value Remote Work?
By: Zoë B. Cullen, Bobak Pakzad-Hurson and Ricardo Perez-Truglia
We estimate the value employees place on remote work using revealed preferences in a high-stakes, real-world context, focusing on U.S. tech workers. On average, employees are willing to accept a 25% pay cut for partly or fully remote roles. Our estimates are three to... View Details
- July 2024
- Case
Roja Garimella: Developing a Founder's Judgment
By: Reza Satchu and Patrick Sanguineti
Roja Garimella’s path to becoming a founder was anything but straight. Setting her sights on a career in medicine since childhood, she committed to medical school with her acceptance to college. And yet, throughout her studies, she continually explored alternative... View Details
- June 2024
- Background Note
Do Companies Overvalue External Talent?
By: Boris Groysberg and Robin Abrahams
When looking to fill a position above entry level, companies have two choices: transfer/promote an internal candidate, or hire from the outside. Anecdote and research alike show that external hires are usually offered a higher starting salary than internal candidates. View Details
- February 2024
- Technical Note
A Manager's Introduction to Passion for Work
Today, both organizations and employees are increasingly focused on passion. An analysis of 200 million U.S. job postings found that the use of the word “passion” increased nearly tenfold from 2007 to 2019, while a recent survey of thousands of college-educated workers... View Details
- February 2024
- Case
Levels.fyi: How Negotiations Coaching and Pay Transparency Change Job Market Outcomes
By: Zoë B. Cullen
Salary information is everywhere. What impact does it have on compensation? How should employees and employers use salary information in negotiations? This case brings to light how pay information affects behavior and job market outcomes in surprising ways. View Details
- September 2023
- Supplement
David Beckham (B): Signing Lionel Messi to Inter Miami CF
By: Anita Elberse and David Moreno Vicente
In June 2023, David Beckham, co-owner of Major League Soccer team Inter Miami CF, is hoping to find a way to bring Lionel Messi, widely regarded as one of the best players the world of soccer has ever seen, to his team. But Messi—a seven-time winner of the Ballon d’Or... View Details
- September 2023
- Article
Corporate Purpose in Public and Private Firms
By: Claudine Gartenberg and George Serafeim
Analyzing data from approximately 1.5 million employees across 1,108 established public and private US companies, we find that the strength of employee beliefs related to purpose is weaker in public companies. Among public companies, those beliefs are stronger for... View Details
- June 2023
- Article
The Salary Taboo: Privacy Norms and the Diffusion of Information
By: Zoë Cullen and Ricardo Perez-Truglia
The limited diffusion of salary information has implications for labor markets, such as wage discrimination policies and collective bargaining. Access to salary information is believed to be limited and unequal, but there is little direct evidence on the sources of... View Details
- May 2023
- Article
Equilibrium Effects of Pay Transparency
By: Zoë B. Cullen and Bobak Pakzad-Hurson
The public discourse around pay transparency has focused on the direct effect: how workers seek
to rectify newly-disclosed pay inequities through renegotiations. The question of how wage-setting
and hiring practices of the firm respond in equilibrium has received... View Details
Keywords: Pay Transparency; Online Labor Market; Privacy; Wage Gap; Corporate Disclosure; Wages; Negotiation
- 2023
- Working Paper
Too Many Managers: The Strategic Use of Titles to Avoid Overtime Payments
By: Lauren Cohen, Umit Gurun and N. Bugra Ozel
We find widespread evidence of firms appearing to avoid paying overtime wages by exploiting a
federal law that allows them to do so for employees termed as “managers” and paid a salary above a
pre-defined dollar threshold. We show that listings for salaried positions... View Details
- November 11, 2022
- Editorial
Finally Companies Have to Be Upfront about Job Pay Ranges
The significance of pay transparency laws is their role in moving American workplaces away from bias and closer to equal opportunity. View Details
Keywords: Pay; Salary; Pay Gap; Transparency; Wages; Compensation and Benefits; Recruitment; Equality and Inequality
- 2022
- White Paper
The American Opportunity Index: A Corporate Scorecard of Worker Advancement
By: Matt Sigelman, Joseph Fuller, Nik Dawson and Gad Levanon
The American Opportunity Index: A Corporate Scorecard of Worker Advancement is a new effort to give companies and other stakeholders a set of robust tools that measure how well major employers are doing in fostering economic mobility for workers and how they could do... View Details
- August 2022
- Case
The Spreadsheet
By: Zoë B. Cullen and Alexander J. MacKay
Compensation is the largest expenditure of almost every venture. Getting compensation packages right affects talent acquisition, retention, and profitability. In this case, and accompanying negotiation exercise, students learn strategies and tactics for setting... View Details
- March 2022
- Article
How Much Does Your Boss Make? The Effects of Salary Comparisons
By: Zoë B. Cullen and Ricardo Perez-Truglia
The vast majority of the pay inequality in an organization comes from differences in pay between employees and their bosses. But are employees aware of these pay disparities? Are employees demotivated by this inequality? To address these questions, we conducted a... View Details
Keywords: Salary; Inequality; Managers; Career Concerns; Pay Transparency; Wages; Equality and Inequality; Perception; Behavior
- June 2021
- Technical Note
Introduction to Linear Regression
By: Michael Parzen and Paul Hamilton
This technical note introduces (from an applied point of view) the theory and application of simple and multiple linear regression. The motivation for the model is introduced, as well as how to interpret the summary output with regard to prediction and statistical... View Details
- 2021
- Working Paper
Equilibrium Effects of Pay Transparency
By: Zoë B. Cullen and Bobak Pakzad-Hurson
The public discourse around pay transparency has focused on the direct effect: how workers seek
to rectify newly-disclosed pay inequities through renegotiations. The question of how wage-setting
and hiring practices of the firm respond in equilibrium has received... View Details