AI disruption widens career gap for mothers returning to software engineering
A WIRED investigation reveals how the shift to AI-assisted development during maternity leave has created a structural disadvantage for women in tech, prompting fears of automation and career changes.
New mothers returning to software development roles are encountering workplaces radically reshaped by artificial intelligence, creating significant professional hurdles and career uncertainty. A WIRED report indicates that the transition from traditional manual coding to AI-assisted development, often referred to as "vibe-coding," has accelerated during maternity leave periods. This temporal mismatch has left returning engineers with skills that no longer align with current workplace expectations, resulting in a widening "AI-literacy gap" relative to colleagues who remained employed.
Danielle, a software developer in Portland, Oregon, left her role in mid-2024 and found that by her return, AI coding was the expectation. She has sent 40 job applications with only one interview, noting the ambiguity of new job postings requiring unspecified AI knowledge. "The skills that I had learned—rote development skills—we are now expected to outsource to AI," she said, adding that she recognises the specific role she once held will likely never exist again.
The pace of change has been driven by major industry players. Mark Zuckerberg predicted that AI will write most of Meta’s code within the next 18 months, while OpenAI CEO Sam Altman described AI coding as a potential multitrillion-dollar market. The release of coding automation tools by Anthropic and OpenAI in May 2025 further shifted the field from composition to oversight, with tools like Claude Opus 4.5 enabling engineers to complete vast amounts of work individually.
While some engineers use AI to manage postpartum fatigue, others report increased job insecurity. A software engineer in Minnesota reported that her company implemented a leaderboard ranking engineers by AI usage. She stated that with tools like Claude Opus 4.5, she completed a quarter’s worth of work alone, raising fears of her role being automated. Conversely, a UK project manager on maternity leave reported her manager suggested she use her statutory leave to take an AI course, a suggestion she found vulnerable and financially impractical.
Experts Daniela Gulie of Bring Women Back to Work and Rachel Grocott of Pregnant Then Screwed characterised the situation as a "design failure" where the system treats maternity as an exit rather than a pause, layering disadvantage on existing inequalities. The perceived risk of displacement is already influencing family planning, with some women considering career changes or delaying having children due to the structural disadvantages compounded by AI adoption.
