Over the past few months, I interviewed working mothers across North Carolina about how AI is impacting middle-income jobs. North Carolina is a preview of the national picture: Research Triangle tech, Charlotte financial services, Piedmont manufacturing, each facing a different version of the same transition. Governor Stein created an AI Leadership Council last September, and its AI Strategic Roadmap landed July 1. This series is part of Capita’s Family Policy Lab, which is asking what it would take for American family policy to meet this moment.
Earlier this year, I spoke with a dozen working mothers in North Carolina about the effects of AI on their jobs. A finance manager at a hospital there started to cry near the end of our interview. We had spent most of an hour on her work, her field, the slow way AI is moving into it. Then I asked what she wanted for her kids, and her composure dropped. “I’m sorry for the tears,” she said.
I end these interviews with some version of that question about their kids, and it is where the conversation changes. For most of an hour, each mother talks about herself: her career, her caregiving, her own footing in a market that AI is shifting under her. Ask about her children and something else comes forward. Not a plan. None of them had a plan. What they had was a posture: the mix of fear, resolve, and readiness a parent carries into a transition she cannot see the end of, and has already begun to hand down without quite naming it.
The finance manager’s posture took a few minutes to surface. She is the first in her family to go to college. “I didn’t have a lot of people to mentor me, to say this is what you should do,” she told me. Earlier in her life she had to walk away from a path she’d worked hard to get onto, not because she lacked the ability but because no one had prepared her for what it would actually take. What she carries from that is not regret for herself so much as a resolve for her kids. “I don’t want my children to feel afraid. I don’t want them to feel unprepared, held back for anything.”
I offered her a word for what she was describing, half apologizing for being a nerd about it: self-efficacy. The felt sense that whatever the future asks, you can meet it. She recognized it instantly. Self-efficacy sits right next to fear, not in place of it. The same woman told me the AI future “kind of still scares me.” Both are true at once. She is afraid of where it may go, and she is already preparing her children to live there. That is the posture: clear-eyed, not panicked. Afraid, and getting them ready anyway.
Another mother carries the same inheritance in a different form. She is a single mom with little financial cushion who lost two roles in a row as the budgets behind them shifted toward AI and software. And she has decided her young daughter will not be caught flat-footed the way she was. “I’m going to get her ingrained in it,” she said about AI. “I’m going to get her used to using it. That’s gonna be the future.” But in the same breath she drew a boundary: I’m “still gonna make her think for herself.” Her daughter is already accustomed to asking Alexa questions. The mother’s job, as she sees it, is to add the other half: to make sure that while her daughter is fluent with the tool, she is still the owner of her own thinking.
The next generation will meet AI already shaped by how their parents met it.
The details differ. One mother is steadying her kids against a fear she still feels. The other is drilling her daughter in the tool while teaching her to keep her own mind. The mechanism underneath is identical, and it is the oldest one there is: kids inherit attitudes before they inherit anything else. The next generation will meet AI already shaped by how their parents met it. These mothers are not only reskilling themselves. They are setting the stance their children will carry into a world neither of them can fully picture yet.
If AI is the once-in-a-generation economic shift it appears to be, then how we support working mothers through it right now is not separate from what happens to their kids. For the next generation, it is what happens to their kids.
Logan Currie is a Visiting Fellow at Capita’s Family Policy Lab.
About the author
More from the series
When a Company Won’t Help Its Workers Adapt to AI, the Cost Doesn’t Vanish. It Moves Home.
From Capita’s Future of Work Fellowship
The Career Coach Who Automated Herself Out of Her Job, and Isn’t Panicking About It
From Capita’s Future of Work Fellowship
When Losing a Job Becomes a Family Crisis
Workforce policy, family policy, and Capita’s Future of Work Fellowship.
Related content
Family Stability in the Age of AI: Pathways for Flourishing and the Common Good
Unifying Family Policy series
Designing AI to Support Family Stability and the Common Good
Key takeaways from our latest brief in the Unified Family Policy Series: Family Stability in the Age of AI
Families: Our Early Warning System in the Age of AI
This essay is adapted from opening remarks by Caroline Cassidy at the “AI & Family Futures Roundtable,” a virtual convening hosted by Capita, the AI for Good Foundation, and the Georgetown Collaborative on Global Children’s Issues in September 2025.