Laid Off, Then Locked In: Millennial Women Are Building Software Instead Of Résumés

Black women left the American labor force by the hundreds of thousands this year. A growing number of them have no intention of returning as employees.

The exit is easy to miss if you only read the top line. Black women's unemployment rate fell from 7.07% to 5.73% between March and July, which looks like recovery until you check the denominator. Their labor force shrank by 387,000 over that stretch. The number of Black women not in the labor force at all rose by 454,000. The rate improved because the people stopped being counted.

Brookings calls this the exit economy. The framing is accurate and incomplete. Being pushed out is not a choice. What you do on the other side of it is, and the data on that side tells a different story: Black women are now the fastest-growing group of entrepreneurs in the country, with Black women-owned employer businesses up 13% between 2024 and 2025 against 4.4% for women-owned businesses overall.

Amanda Spann has a name for the turn. "In the aftermath, those dismissals turned into divestment," she says.

Spann wrote I Have an App Idea: The Essential Guide to Building an App Without Tech Skills for Simon & Schuster and founded The App Accelerator, the program built on the book. She has coached more than 30,000 entrepreneurs across the U.S., Africa, and the Caribbean over two decades and says she is the only Black woman with a top-10 bestselling software design and startup title. Her students are not twenty-three-year-olds in hoodies. They are estate planners, speech pathologists, OB-GYNs with thirty years of practice, and corporate veterans who got tired of asking permission.

“The job market created the rupture,” Spann says. "AI removed the barriers to build. In that gap, women decided they deserved better than what they were being handed and started reallocating their capital, time, and trust away from one system and into themselves."

The competence was never the problem

The layoffs that produced this cohort were not random. College-educated Black women absorbed the sharpest hit of any education group in 2025, with their employment-to-population ratio falling 3.5 percentage points as federal layoffs and buyouts tore through a sector where nearly half of Black workers hold a bachelor's degree or higher. The credential that was supposed to insulate them did the opposite.

Spann reads that as the end of an argument.

"When given the opportunity, we overindexed, got the education, built the experience, checked every box, only to watch the rules change, and the entire game get redesigned, right from under us."

So the question changed. "Do we even want to keep playing a game that was never built to reward us equitably, fairly, and honorably," she says, "or would we rather build something that's ours?"

What makes 2026 different from every previous round of that question is the toolset.

"This is one of the first times in American history we've actually had the formal education, the know-how, and the tools to change the outcome ourselves," Spann says.

Where the AI tools quit on you

Building software no longer requires learning to code. Lovable, Replit, and Bolt have handled that. Spann points to a0.dev as the one worth watching for anyone building mobile, since most of the field optimizes for web. Her timeline numbers are the headline: what took a non-technical founder six months to two years now takes six to eight weeks, sometimes days. Costs that ran into the tens of thousands now start around $20 a month, with more serious builds landing between $300 and $700.

Then she tells you where it breaks.

"The tools have solved for speed but not strategy," Spann says. "Very few of them tell you if your idea is worth building, who your user is, or what to do after you build it." The second failure is quieter and more expensive. "The tools for creating software have gotten insanely good, but the tools for deploying that software still assume you're a developer. A lot of founders can build the front end with ease and then hit a wall trying to actually ship into production."

Her ID³ framework is the answer she built for that gap: four phases, Ideation through Design, Development, and Deployment, run in sequence. The pitch is not speed, but order. "Most advice in this space, AI tools included, assumes you already know what's worth building and jumps straight to the how," she says. "ID³ starts one step earlier, at the decision of what's even worth building, which is exactly where non-technical founders historically lose the most time and money."

She draws the contrast with the startup canon plainly: "Lean Startup assumes you can build and asks you to validate. ID³ assumes you can't yet build, and gives you the validation, the strategy, and the build path all in one sequence."

The stakes are not abstract. Spann puts the cost of getting this wrong at as much as $50,000 and nearly two years for the average non-technical founder. Skip the fundamentals and AI just gets you there faster: "You may still end up with a product you can't monetize, a build with real security vulnerabilities, and a tool you ultimately can't ship."

The founders who prove it

Steve Lowe ran an estate planning practice on spreadsheets, which capped how many clients he could serve. He built a client management dashboard for himself, then licensed it to other estate planners. Since launching in October 2024, Spann says, Lowe has brought in more than $500,000 in additional revenue and 17 corporate partnerships and is tracking toward $1 million this year. "I went from knowing nothing about app development to feeling like nothing is impossible in this space, despite not having a software background," he said.

Erica Bunton came out of sales with no product experience and built GoodRoots with her husband, a maternal health platform that lets postpartum women scan products at home and in the grocery store to sort out their nutrition. She brought the problem and the lived experience. AI handled the rest.

Anthony Small and his team built Wagabond Pets, a pet medical records app that won $15,000 at the University of Maryland business school's pitch competition. He never quit anything.

"We had the idea for Wagabond Pets for years, and we kept finding reasons to wait," Small said. "I'm still working my day job while we build Wagabond, and the ID³ framework made that possible."

That detail is the one Spann wants underlined. Nobody relocated. Nobody raised a round. "That's not a side hustle story," she says. "That's infrastructure for innovation, built person by person, in the life that's already working."

The part that should worry you

If anyone can ship an app in eight weeks, the obvious risk is a market drowning in mediocre ones. Spann's answer is validation, not volume. "Many mediocre apps are born out of building what you think people want instead of what the data supports," she says. Her founders, she argues, "garner clarity incrementally before they build, not after."

The harder problem sits outside her curriculum. Black-owned startups pulled 0.3% of total U.S. venture funding in 2025. And the entrepreneurship boom has a scaling gap underneath it: too few Black women-owned businesses ever become employer firms, the kind that run payroll and anchor a local economy. Ownership without capital is a lonelier version of the same trap.

Spann's institutional partners are betting the training itself is the infrastructure. The App Accelerator now runs through a Howard University and PNC Foundation partnership across HBCUs, the U.S. Virgin Islands, and the City of North Miami. She reports that 73% of participants arrive with no product development familiarity, 92% expect to finish an app by mid-program, and 100% move their idea forward before the cohort ends. Robert F. Smith has called the program "a bridge to opportunity."

The macro case is easier to make than it should be. Nearly one in three American workers lacks foundational digital skills, in an economy where 92% of jobs now require them.

The door that was never built

Spann refuses to take her own rarity as a compliment.

"I'm the only Black woman with a top-10 bestselling software design and startup title, and that fact says less about me than it does about what's being left on the table," she says. "That's not a diversity problem. That's billions of dollars in unrealized economic potential, sitting in people the industry never built a door for."

Her five-year call is a bet against the map. "The most compelling startups won't come out of Silicon Valley," she says. "They'll come from people with deep domain expertise who understand their industries intimately, and who've now been empowered to learn product development and build the future they know they deserve."

The women leaving the labor force this year were counted on the way out. Whether they get counted on the way back in depends on what they're building, and who decides to fund it.