
Policy Snapshot
Entrepreneurship & Small Business Support
Expanded pathways for displaced workers to start businesses or become self-employed.
Rate of Disruption
Risk Horizon
Governance
Who It Affects
Decision Maker
Entrepreneurship & Small Business Support
Expanded pathways for displaced workers to create their own jobs through entrepreneurship training and self-employment assistance.
What it is:
Entrepreneurship and small business support policies provide pathways for workers to create their own livelihoods rather than depending entirely on employer-provided jobs. These policies operate through several mechanisms: self-employment assistance programs that allow unemployed workers to collect benefits while starting businesses instead of searching for wage jobs; public grants and subsidized lending for early-stage ventures; technical assistance and training through small business development centers; and regulatory simplification that reduces the barriers to business formation. The goal is to complement traditional employment by expanding the range of ways people can participate economically, particularly when conventional job opportunities are contracting or shifting.
If AI displaces workers across a wide range of occupations, the traditional assumption that most people will find new wage employment may not hold, particularly in regions or sectors where employer demand is contracting faster than new roles emerge. Entrepreneurship support offers an alternative adjustment pathway: rather than waiting for employers to create replacement jobs, displaced workers can create their own economic opportunities, whether by leveraging existing domain expertise or by pursuing new ventures with the support of training and mentorship programs. Public investment in entrepreneurship infrastructure (training, mentorship, access to capital, and simplified business formation) can widen this pathway beyond those who already have savings and networks, making self-employment a viable option for a broader cross-section of displaced workers. AI may also create entirely new market niches as industries reorganize, opening opportunities for small firms that can move faster (likely with the help of AI tools) than large incumbents to serve emerging needs.
There is an important distinction between opportunity entrepreneurship (pursuing ventures voluntarily to capture market possibilities) and necessity entrepreneurship (self-employment as a survival response to job loss). Without adequate support, AI-driven displacement could expand precarious self-employment rather than dynamic business creation. Self-employment also lacks the benefits that typically accompany traditional employment — such as health insurance, retirement contributions, paid leave, unemployment insurance — leaving entrepreneurs more exposed to economic shocks. Entrepreneurship is also not a viable pathway for all workers; it requires risk tolerance and a mix of managerial and technical skills that are unevenly distributed across the workforce. Even among those who do pursue it, business formation is characterized by high failure rates and highly skewed returns, meaning that many participants may not achieve stable incomes even with support.
Recommended Reading:
John C. Haltiwanger, Ron S. Jarmin, and Javier Miranda
Who Creates Jobs? Small vs. Large vs. Young
May 2013
Demonstrates that firm age, not size, drives job creation; young firms and startups are disproportionately responsible for net new employment growth. The paper also documents a striking 'up or out' dynamic: conditional on survival, young firms grow much faster than mature ones, but they also fail at much higher rates, making startup support an inherently high-variance policy lever. This finding has been highly influential in shifting entrepreneurship policy toward startup formation and early-stage firm support.
U.S. House Committee on Small Business
AI for Mainstreet Act and the AI-WISE Act
November 2025
The House Small Business Committee advanced two bipartisan bills aimed at strengthening small business AI capabilities. The AI for Mainstreet Act directs the Small Business Administration's Small Business Development Centers (SBDCs) to provide "information, guidance, and training" to small businesses on AI adoption, including leveraging AI for business operations, protecting data and intellectual property, and improving cybersecurity and regulatory compliance. The bill builds on the existing AI U Program, an SBDC initiative with backing from Google. The AI-WISE Act (AI Wisdom for Innovative Small Enterprises) charges the SBA Administrator with creating AI educational resources and learning modules covering how to identify AI risks, evaluate whether AI tools fit specific business needs, and coordinate with third-party AI vendors. Sponsors emphasized that businesses in rural communities often lack the resources and information needed to facilitate technology adoption independently.
Google and America's SBDC
AI U Program
September 2024
Google committed $10 million in funding to America's Small Business Development Centers to establish "America's SBDC AI U," a national program providing foundational AI training and one-on-one coaching to help 100,000 small businesses leverage AI's potential. The initiative includes AI Clinics at SBDCs housed on university and community college campuses, where trained advisors and students provide hands-on instruction to local businesses. SBDC advisors receive scholarships to the Google AI Essentials certification course, and Grow with Google launched an accompanying workshop featuring case studies, demonstrations, and prompting exercises available on demand.
Real-world precedents:
Singapore's Enterprise Development Grant provides up to 50% co-funding for qualifying projects including business transformation and capability development, while its SkillsFuture program allows workers to apply training credits toward entrepreneurship courses.
Germany's KfW development bank provides subsidized loans and equity investments supporting business formation, complementing the country's strong vocational training system.