WFH is a bigger threat to entry-level jobs than AI, research finds

UTTAR PRADESH, INDIA — Work-from-home arrangements are a stronger driver of declining entry-level hiring than artificial intelligence (AI), according to a new study analyzing 243 million new hire records and 407 million job postings across the United States, United Kingdom, Canada, and Australia from 2017 to 2025.

WFH, not AI, explains the junior hiring collapse

“Our findings point strongly towards WFH exposure as a better predictor of the decline in relative early-career hiring,” said Peter John Lambert, a postdoctoral researcher at the London School of Economics who co-authored the study. 

The paper, titled “The Broken Ladder,” found the junior share of new hires fell 8 to 11 percentage points below 2019 baselines in all four countries studied, with U.S. entry-level hiring down 29% from pre-pandemic levels.

When AI exposure and WFH exposure were analyzed jointly, what appeared to be an AI-driven decline in junior hiring was largely a remote-work effect in disguise — the WFH effect remained significant while the AI coefficient “attenuates sharply and is often statistically indistinguishable from zero.”

Remote work makes junior talent development too costly

Co-author Yannick Schindler, a senior research economist at the Ellison Institute of Technology, identified the mechanism behind the finding. 

“WFH has been shown to raise the cost of supervising and monitoring workers, and can slow on-the-job learning,” Schindler said.

The occupations most exposed to AI also happen to be those most likely to have shifted to remote work, which confuses earlier analyses attributing the decline to generative AI.

Remote-friendly roles saw a 4-5% decline in entry-level hiring by 2025 compared to hybrid positions, according to the study’s data covering eight years of hiring records.

The study’s core finding is that junior employees — who require the most supervision and on-the-job development — are disproportionately expensive to hire and retain when remote work raises the cost of every investment a manager must make in them.

For BPO providers, the Broken Ladder findings reframe where the structural threat to their talent pipeline sits. 

Offshore staffing models that operate in physical offices preserve the supervisory and mentorship infrastructure Lambert and Schindler identify as the missing piece behind the junior hiring collapse. 

Operators who can demonstrate in-person learning environments for early-career staff are positioned to offer enterprise clients something their own distributed workforces can no longer reliably provide.