Low-wage workers saw big pay jumps after the pandemic. Get the latest from the ADP Research Institute’s Data Lab.

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May 6, 2024

MainStreet Macro: What the pay gap says about inflation

One of the puzzles of today’s economy is inflation: Why isn’t it falling as fast as economists or the Federal Reserve expected? Inflation has slowed a lot over the past year, but recently it has stubbornly defied expectations of further declines.
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September 6, 2023

Today at Work: Promotion impact analysis

by Ben Hanowell

Research questions and technical notes

In the September issue of Today at Work, we examined employee motivation and commitment to their employer. My colleagues Dr. Mary Hayes and Jared Northup developed a tool – the EMC Index – to measure those aspects of worker sentiment, a project described ...

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September 6, 2023

How ADPRI constructed the Employee Motivation and Commitment Index

by Mary Hayes, Ph.D.Jared Northup

For nearly a decade, ADPRI has been collecting granular data on individual workers from a stratified random sample of people worldwide. In surveys of more than 490,000 workers in 29 countries, respondents have shared their feelings about their jobs, their colleagues, their organizations, their pay, their leaders, and many other workplace issues.

Our study reaches knowledge ...

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A line chart showing that the HR staffing ratio rose between 2018 and April 2023
A line chart showing that the HR staffing ratio rose between 2018 and April 2023

August 9, 2023

HR: How much is too much — or too little?

by Jeff Nezaj

We wondered whether HR offices were growing or shrinking, and whether beefed-up HR staffing has an effect on employee turnover. To find out, we use ADP data to look at HR staffing levels going back to 2018.
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Architecture of a transformer built by ADP Research Institute that predicts wage percentiles from job title. Model not used in any ADP product.
Architecture of a transformer built by ADP Research Institute that predicts wage percentiles from job title. Model not used in any ADP product.

June 29, 2023

When using AI to predict pay, context matters

by Tim DeckerBen Hanowell

We built an algorithm to predict wages from job titles. Our findings reveal the promise and pitfalls of artificial intelligence as a way to study the labor market.
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May 23, 2023

Domestic offshoring: How housing costs are sorting work across U.S. cities

by Issi Romem, Ph.D.

Economic and political power has historically been concentrated in a small number of command-and-control cities, which serve as nerve centers for business, ideas, and influence. In recent decades, a growing regional divide between costly and affordable U.S. cities has been joined by technological innovations that make it easier for people in different places to collaborate.
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