Maria Black, the seventh CEO in Automatic Data Processing’s (ADP) 77-year history, says she often reflects on the company’s past as she walks past her predecessors’ portraits on the way to her office. Those reminders, she explains, show how earlier leaders steered ADP through disruptive periods — from financial crises to the dot-com bust — and help decide what cultural elements to protect amid change.
ADP, a human-resources software firm with roughly $110 billion in revenue and about 67,000 employees, processes payroll for more than one million clients. That scale gives the company a particular vantage point on how artificial intelligence is influencing work. In collaboration with the Stanford Digital Economy Lab, ADP maintains a “Canaries Dashboard” to track where AI is altering jobs.
Tasks are being unbundled, not whole careers erased
Based on ADP’s payroll analyses, AI is not so much wiping out entire occupations as it is disaggregating the tasks that make up jobs. The technology tends to displace lower-value, list- and task-oriented activities, while parts of jobs that require complex judgment and human decision-making are increasing in value. Employers, ADP finds, are willing to pay more for roles that include such human complexity.
Black characterizes this trend as both optimistic and opportunity-driven: there is room for automation and for human contribution.
Fear distractions and missed preparation
She also warned that alarmist talk of an “AI job-pocalypse” has diverted attention from more practical actions: upskilling, reskilling, convergent education and workforce preparation. Black said she wished the last few years had been spent getting workers and employers ready for the skill shifts that are already occurring.
ADP data versus official statistics
ADP’s real-time payroll data are frequently compared with the US Bureau of Labor Statistics (BLS) survey-based series. Black stresses that the two measures are different but complementary. She noted that historically the series track closely when viewed over time, and that the BLS routinely makes retrospective adjustments to its data. She declined to judge whether the official data are of lower quality, leaving that assessment to economists.
History as a guide and culture as an asset
As ADP’s self-described historian, Black teaches the company’s executive program each year by examining ADP’s past through the tenures of prior CEOs. She believes studying those moments of heightened innovation or economic disruption provides guidance on who the company should be and what aspects of its culture must be preserved. In her view, culture is a company’s key asset during intense periods of innovation and transformation.
Broader context
The Wall Street Journal’s Grep Ip recently highlighted a widening gap between corporate growth and hiring — a phenomenon he termed a “jobless boom,” where firms report record profits and revenues while total payrolls shrink. That observation adds context to why many are scrutinizing how AI is reshaping labor.
In sum, ADP’s analysis suggests AI is changing the internal structure of work by substituting routine tasks and elevating the value of complex, judgment-based activities rather than causing wholesale disappearance of occupations.
