For decades, accounting firms have relied on large associate classes to perform the entry-level, routine work that helps early career professionals build skills and technical intuition. Research, documentation, workpaper assembly, data compilation and drafting of standard memos have all shaped the first two or three years of nearly all junior associate's careers.
But the rapid adoption of artificial intelligence means that many of those same tasks are now supported or completely replaced by tools that can work faster, more consistently and at a lower cost. While AI does not eliminate the need for early career talent, it has potential ramifications on the volume of junior-level hires, the skillsets young professionals need as they enter the workforce, and the expectations for how they learn and progress upward.
Leaders now need to evaluate how this shift will impact the business as a whole, ensuring that they can take advantage of AI, while supporting a pipeline of young talent who can grow into strong leaders themselves.
One of the first steps in defining the impact of AI on junior staff is to create a clear picture of which tasks AI has the potential to replace. Leaders who break associate work into smaller components are finding that the mix looks very different from even two years ago. Tasks involving data gathering, document review, initial research and first-pass drafting are often the easiest for technology to support. But tasks that require higher judgment and closer client engagement are more likely to remain with human talent.
This creates two immediate pressures for leaders:
- There is potential that fewer traditional entry-level hires will be needed.
- A strong pipeline of people able to manage complex work, lead teams, and grow client relationships will become more essential.
Those two truths sit in direct tension, and the tension becomes more visible as AI in accounting firms takes on work that once formed the foundation of early development. It also raises an important question: If many entry-level tasks are shifted to technology, which experiences are still essential for someone who will eventually manage engagements or advise clients?
Many accounting firm leaders grew up in a model where long hours on foundational tasks were seen as the only path to higher responsibility. AI is now forcing a reevaluation of that belief, and leaders must evolve their thinking to distinguish what was simply tradition from what actually contributes to long-term capability.
A talent pipeline for an AI-enabled future
Once leaders understand which tasks AI is taking off the table, they can begin to redesign how their junior hires learn and grow. Let's assume that most firms will not eliminate the entry-level role entirely, but they may hire fewer associates. These associates will be expected to perform at a higher level, supported by technology from day one. But how do they develop these higher-level skills? It must begin even before employment starts.
This requires accounting firms to evolve their relationships with universities and students. Several strategies are emerging:
- Accounting firms may need to partner closely with universities to influence curriculum toward data literacy, AI fluency, business acumen and client service, alongside core accounting.
- HR teams should consider redesigning internships so they resemble a realistic preview of early management work, with AI tools integrated into actual engagement tasks instead of generic busy season work.
- Firms and industry associations may need to redefine and standardize the description of what "job-ready" means in an AI-enabled environment to help schools adjust curriculum more quickly, rather than letting each institution guess.
Over time, as AI in accounting firms becomes standard, schools, state societies and the profession's governing bodies will respond. Firms that articulate their needs early, look for opportunities to drive the conversation and push others to embrace change, will have more influence over how graduates are prepared.
Inside the firm, meanwhile, growth through learning and development must become more intentional. The traditional growth model assumed that everyday work produced the skills that a future manager needed. If that everyday work no longer exists in the same form, leaders must create new ways to build those skills.
This may include a blend of structured learning programs, mentorship expectations, shadowing opportunities and simulation-based practice. Cross-functional exposure also helps early career professionals understand how audit, tax and advisory fit together in a firm that is adopting AI at different speeds.
Preventing innovation loss
Early-career professionals frequently play a key role in innovation and experimentation. They test new tools, challenge legacy processes and introduce ideas that come from growing up with technology. If firms reduce this young population too sharply, they risk slowing their own progress.
Some firms are responding by giving designated groups explicit responsibility for exploring new AI applications. Others are reserving portions of time for experimentation or recognizing staff who improve quality or efficiency through better use of technology. These steps help maintain the creativity and curiosity that support long-term innovation.
Key priorities for accounting leaders
For managing partners, practice leaders and CHROs, redesigning the early career experience is no longer a question of just staffing. It is a business strategy question that has ramifications for future growth and profitability. A practical agenda for firm leaders includes:
- Mapping which activities are shifting due to AI and identifying where human judgment remains essential.
- Adjusting the leverage model to reflect a smaller and more advanced entry-level population.
- Rebuilding the learning experience so early-career professionals grow faster and with better support.
- Strengthening university partnerships and campus recruitment to match the new expectations.
- Protecting experimentation and innovation as part of the firm's culture.
AI in accounting firms will continue to evolve, and the firms that act early will shape the path forward. Those that redesign their talent pipelines with clarity and intention will build stronger teams, develop leaders more efficiently and create a career story that resonates with the next generation of accountants.
