From Strategic Workforce Planning to Total Workforce Planning in the Age of AI
In many of my conversations with business and HR leaders, one pattern stands out. Workforce planning has finally become strategic. Yet the next horizon is already coming into view.
It is no longer enough to focus on strategic workforce planning alone. What organizations need now is total workforce planning.
Total workforce planning goes beyond predicting headcount or hiring trends. It looks at the entire ecosystem of work. It integrates all forms of labor, all sources of capability, and all ways value is created. In an environment shaped by artificial intelligence and continuous change, it asks a simple but profound question: how does the work get done?
Why Strategic Workforce Planning Is No Longer Enough
Strategic workforce planning helped organizations align talent with business priorities and anticipate capability needs. But in most cases, it remains bounded by structures and job hierarchies. It still treats employees as the primary unit of analysis in a world where work has become distributed, fluid, and augmented by technology.
As Jesuthasan and Boudreau wrote in Work Without Jobs, the future of workforce strategy is not optimization but orchestration, designing how people, partners, and technology come together to create value.
In my own systematic review of 39 studies on AI integration and workforce transformation, I found that while AI has accelerated the need for new skills and structures, few organizations are fully ready for it. Only a small subset of studies classified organizations as successful versus struggling in their transformation journeys. The differentiator was not the technology itself but leadership alignment, ethical governance, and integrated workforce planning.
Technology reshapes what is possible. Leadership determines what becomes real.
Integrating Business, Finance, and Workforce Strategy
The organizations most ready for this new era are those that embed workforce planning directly into business and financial strategy.
In the most effective cases I studied, planning is treated as a shared enterprise function rather than an HR responsibility. Business, HR, and Finance co-own decisions about capability, investment, and timing. This integration allows organizations to model multiple futures, link labor capacity to business risk, and translate insight into strategy execution.
As Gartner describes, this is enterprise-integrated workforce design, a system where capability planning, capital allocation, and transformation are interdependent rather than sequential.
When planning becomes this integrated, the conversation shifts from how many people we need to what combination of people, partners, and technology will achieve our goals.
A Maturity Journey, Not a Leap
Moving from strategic to total workforce planning is not a leap but a maturity journey.
Early stages focus on headcount forecasting and operational efficiency. Intermediate stages evolve toward capability-based modeling and external market sensing. At maturity, organizations operate with a living workforce system that continuously integrates internal talent data, external trends, and automation insights.
In my experience, the most sustainable approach begins with a pilot. Select a business area already undergoing transformation and connect its business objectives with workforce insights and market intelligence. Once leaders see the full picture, including cost, capability, and flexibility, workforce planning becomes a strategic conversation about value creation.
The 5Bs: A Framework for Total Workforce Planning
To guide these choices, I often use the 5Bs framework: Buy, Build, Borrow, Bot, and Budget.
The 5Bs help organizations translate strategy into action by connecting capability design to business outcomes.
Buy means acquiring external talent for emerging or scarce skills. Build means developing and reskilling internal talent to sustain long-term capability. Borrow means leveraging partnerships and contingent talent to remain agile. Bot means using automation and intelligent systems to expand human capacity. Budget cost efficiency with the globalization of the workforce to sustain capability and flexibility.
In my review, the most successful organizations emphasized balance. They retrained rather than replaced, communicated purpose clearly, and viewed workforce transformation as a process of inclusion rather than substitution.
The 5Bs work as a decision framework for integrating all forms of work, human, digital, and hybrid, into one cohesive strategy.
The Human Dimension
Behind every workforce model are people.
Research consistently shows that organizations succeed when they engage employees early, communicate transparently, and invest in skill development. In those cases, employees experience transformation as opportunity, not threat.
Balance is not only financial equilibrium. It is moral and psychological equilibrium that ensures business progress and human dignity evolve together. When employees see themselves in the organization’s future, readiness and trust follow.
Leading in the Age of AI
Artificial intelligence extends what is possible in planning. Predictive analytics can illuminate hidden skills, model scenarios, and reveal how work will evolve. Yet AI does not replace leadership.
The most effective leaders demonstrate what Nyberg and colleagues describe as adaptive intelligence, the ability to navigate change with curiosity, empathy, and clarity. They use workforce planning not as an administrative exercise but as a leadership tool to align people, data, and purpose.
Total workforce planning gives leaders that framework. It turns insight into foresight and foresight into direction.
Why the 5Bs Matter More Than Ever
The 5Bs are more than a model for talent decisions. They define the mindset of organizations ready to lead in complexity.
Those that thrive are the ones who buy with foresight guided by insight, build intentionally by investing in learning and internal mobility, borrow strategically by leveraging ecosystems and expertise, bot responsibly to ensure technology amplifies human potential, and budget wisely to balance cost efficiency with the globalization of the workforce, sustaining both capability and flexibility.
These choices do not only shape workforce plans. They shape the culture and integrity of the organization itself.
Closing Reflection
The future of work will not belong to organizations that plan for stability. It will belong to those that plan for adaptability.
Total workforce planning is not simply a planning process. It is a philosophy of leadership that connects business ambition, human potential, and technological possibility in one system of readiness.
In the age of AI, advantage will not come from predicting what the future holds but from building the balance, capability, and courage to thrive within it.
References
- Zhang, J. (2025). AI Integration in Workforce Planning: A Systematic Review of 39 Studies.
- Jesuthasan, R., and Boudreau, J. (2023). Work Without Jobs: How to Reboot Your Organization’s Work Operating System. Bughin, J. (2023). Does Artificial Intelligence Kill Employment Growth? Frontiers in Artificial Intelligence.
- Nyberg, A. J., Schleicher, D. J., Bell, B. S., and Collings, D. G. (2025). A Brave New World of Human Resources Research: Navigating the GenAI Revolution. Journal of Management.
- Haipeter, T., Wannöffel, M., Daus, J. T., and Schaffarczik, S. (2024). Human-Centered AI Through Employee Participation. Frontiers in Artificial Intelligence. Gartner. (2025). Reframing Strategic Workforce Planning for the Modern Enterprise.
Connecting leaders to learn with their peers.
2dJimmy Zhang. Great article. This why our Work Design Collaborative needs more WFP contributers. Come join us in NYC on January 14th.
Senior Director Client Engagement - Northern & Central Europe
3dGreat article Jimmy Zhang. I often refer to the 4B model (Buy, Build, Borrow, Bot), and I found the addition of the fifth “Budget” to be a very insightful element—it really emphasizes the financial alignment needed in workforce planning. I fully agree with the transition from SWP to TWP. However, in my experience, many companies are not yet at a stage where SWP is truly operational. For most, it remains more of a concept than a reality. I see organizations struggling with things like understanding the composition of their current workforce (external workers, independent contractors, consultants) or mapping the skills they already have internally. This evolution is critical, but it highlights the importance of building strong foundations before moving toward a fully integrated TWP approach.
Global Head of Talent Acquisition
5dGreat article!Thank you for sharing the 5Bs and to emphasise the need for adaptability. It’s key for now and our future.
Future of Work Advocate | AI Enabled Talent Strategies | Transformation | Global Talent Experience Leader | High-Performing Teams
1wThis is a great review, Jimmy. I really appreciate your inclusion of the ‘5th B’—budget—as a critical factor tied to achieving business outcomes. That perspective resonates strongly. I’m particularly excited about how AI can enable more organic strategic workforce planning at the point of decision-making. Instead of defaulting to simply backfilling a vacancy, we now have the opportunity to rethink roles—identifying what can be automated, what work can be redistributed, and how we can design for agility and impact.
Executive Talent Intelligence Lead | Workforce Analytics, Competitive Intelligence & Workforce planning | Pharma, Healthcare & FMCG | Driving Data-Driven Talent Decisions
1wGreat article Jimmy Zhang ! The shift from "how many people" to "how does the work get done" is the real unlock here.