We are so busy debating whether AI will take our jobs, we’ve missed a more dangerous question: what happens when it takes the jobs that create our leaders?

So far, the brunt of automation has fallen on blue-collar roles. Machines took over factory lines, robots handled dangerous or repetitive manual tasks. But the spotlight is shifting. White-collar work, particularly at the entry level, is squarely in the crosshairs of AI. Roles in sales, marketing, law, accounting, admin support, anything process-driven or rule-based are already being swallowed up by bots, templates, and AI agents that never sleep, strike, or slack off.

In past industrial revolutions, we saw enormous upheaval in labour markets. Steam displaced the weavers. Mass production killed off artisans. Electricity reduced manual labour but turbocharged the rise of middle management. Each wave destroyed jobs but also created new ones. That’s the comforting story we tell ourselves.

But this time, the tempo is different. AI is rolling through industries faster than we can repurpose workers. We may eventually find equilibrium, but it’s likely that the rate of job creation will lag the rate of job destruction. And this time, it’s not just jobs on the line, it’s the culture, resilience, and leadership pipelines of entire organizations.

Most of the white-collar roles under threat are entry-level. These are the proving grounds where future leaders learn the ropes, earn their scars, and get spotted by mentors. Strip away those jobs, and what are we left with? A dangerously thin layer of next-gen talent. No feeders. No bench strength. Just a void.

This matters. Organisations depend on a steady flow of energetic, irreverent, risk-taking young guns to shake things up. These outliers challenge orthodoxy, surface new ideas, and eventually rise to reshape the culture. Remove the ground floor, and over time, the whole building becomes brittle.

We don’t yet know the full consequences. But we do have some clues. History is littered with unintended consequences when change is forced onto complex systems.

Consider China’s one-child policy. Designed as a population control measure, it has led to a demographic cliff. Too few young workers. A rapidly aging population. Long-term consequences no one foresaw.

Or nature: rabbits and cane toads introduced to Australia for pest control. Wolves removed from Yellowstone to protect livestock. In each case, the ecosystem was disrupted. Only decades later did we see the cascading damage, and in the case of Yellowstone, the healing when wolves were reintroduced.

The same pattern may emerge in our workplaces. AI may be brilliant at cutting costs and boosting productivity. But if it wipes out the very roles where human potential is first tested and tempered, we could be sowing the seeds of a cultural and leadership vacuum that won’t show up in KPIs until it’s far too late to fix.