Replacing reactive staffing decisions with a shared framework for workload planning and resource allocation.
Challenge
As the creative organization expanded, staffing decisions became increasingly difficult to manage consistently. Designers supported a growing portfolio of clients across multiple disciplines, but leadership lacked a shared view of workload, account complexity, and available capacity.
Without a standardized planning framework, hiring decisions and project assignments often relied on individual judgment rather than consistent operational data.
Solution
I designed a creative capacity operating system that combined workload planning, account complexity, and team capacity into a single operational framework. The system gave leadership a shared source of truth for staffing decisions, hiring conversations, and long-term resource planning.
Impact
Supported planning across a growing multi-disciplinary creative team
Introduced a standardized framework for workload management
Enabled more proactive staffing and hiring decisions
Improved visibility into team capacity and client ownership
Remained the primary planning system for multiple years
As the organization grew, simply counting clients was no longer enough. Different accounts required different levels of effort, collaboration, and production support, making traditional workload tracking increasingly unreliable.
Rather than creating another reporting dashboard, I built an operational system that helped leadership understand both current capacity and future planning needs.
Measuring workload beyond volume
The primary planning model combined production volume with additional operational factors such as project complexity, ownership, review responsibilities, and individual capacity.
This created a more complete view of workload than client counts alone and allowed work to be distributed more consistently across the team.

Portfolio reconstruction using representative data. Client information and proprietary implementation details have been removed.
Visualizing team capacity
A complementary planning view mapped client ownership alongside available bandwidth, allowing leadership to quickly understand where new work could be assigned and where additional support would be required.
Because the system was updated continuously, it also improved planning for hiring, PTO, organizational changes, and shifting client priorities.
Creating a shared operating model
Beyond the tooling itself, I established the planning methodology, maintained the system over several years, and embedded it into leadership decision-making.
Instead of relying on individual intuition, staffing conversations became grounded in a consistent framework that could evolve alongside the organization.
The result was a repeatable operating system for creative resource planning. Leadership gained greater visibility into team capacity, hiring became more proactive, and workload decisions became easier to communicate across the organization.