Boston Scientific

Designing a scalable workforce planning foundation

Creating shared structure across complex planning horizons — before anyone touches a tool

Principal UX Designer · Systems & Strategy Lead

This case study is shared selectively and omits sensitive internal details. The focus is on UX strategy, facilitation, and systems thinking rather than proprietary data.

Overview

Boston Scientific needed a workforce planning system — but before any software could be designed, the organization needed to agree on what workforce planning actually was.

Different functions defined the work differently. Different leaders had different time horizons in mind. The data that existed didn't always map cleanly across business units or reporting structures. And no shared process had ever been formalized at scale.

My work here wasn't to design an interface. It was to create the foundation that an interface could eventually be built on.

The Context

Workforce planning happens across multiple time horizons — and they each require different thinking:

At Boston Scientific, these layers were often handled in isolation. Leaders in HR, Finance, and Operations were each doing versions of the same work — without a common language, shared data structure, or consistent process. The result was coordination happening through one-off conversations rather than shared systems.

My Role

I joined this initiative to support a pilot exploring how workforce planning could be formalized and eventually supported through shared tools. From the start, it was clear the real challenge was organizational, not technical.

I partnered with a senior business analyst who had deep domain knowledge and had already drafted an initial process model. We treated it as a starting point — something to pressure-test through research and then extend into shared artifacts the broader team could work from.

Research & Sensemaking

We conducted 30+ interviews with planning leads, people managers, and process owners across functions and regions — supported by an external consulting partner.

What emerged wasn't a single picture of how workforce planning worked. It was six distinct pictures, each reflecting a different planning context with its own rhythms, data needs, and decision-making patterns.

Six workforce planning personas: Direct Labor, Project-Based, Functional Planner, Sales Workforce, Enterprise Approver, and Platform Steward

These personas weren't just a research artifact — they became a shared reference point that let stakeholders stop talking past each other. Before we had this, conversations about "the planner" assumed everyone meant the same person. They didn't.

One consistent pattern across all groups: coordination was happening through conversation, not tools. People were bridging gaps between planning layers manually — often through email chains and one-off meetings. That was the real design problem.

Planning Styles Review showing four styles: Project-Based, Revenue-Based, Role-Based, and Volume-Based

Beyond personas, we identified four distinct planning styles — each with its own data inputs, time horizons, and approval paths. Understanding which style applied to which business unit was essential for designing anything that could actually be used across the organization.

System Considerations

Early on, it became clear that the technical and data landscape would significantly shape what was possible. Role structures, reporting hierarchies, and financial attribution models varied across business units in ways that made simple aggregation difficult.

We made an explicit choice not to treat these as blockers. Instead, we documented them as design constraints to be addressed progressively — building a system that could handle complexity over time rather than trying to solve everything at once.

One key decision: we wanted the system to surface contextual intelligence based on who was using it, not force every planner into the same view.

Planning Perspectives diagram showing how contextual intelligence shapes what matters in the moment for different planners

Alignment Through Design

Before defining requirements or building anything, I designed and facilitated an in-person workshop with senior leaders from Finance, HR, and business operations.

The goal wasn't to generate ideas. It was to create the conditions for a real conversation — one where people with different definitions of success could find shared ground.

We used the persona work, journey maps, and a structured vision exercise to move from "here's what we each care about" to "here's what we're building toward." By the end, participants had co-created a direction rather than simply reviewed one.

High-level draft process showing key planning phases: Pre-Planning, Request, Aggregation, Finalization, Approval, Execution, and Monitoring

This process map — developed collaboratively — gave us the first shared picture of how workforce planning actually moved through the organization. It became the anchor for every subsequent conversation about scope, sequencing, and tooling.

Design Strategy

A workforce planning system at this scale can't be built all at once. The dependencies are too complex, the stakeholder landscape too varied, and the data too inconsistent across business units to ship a comprehensive solution.

So we designed for increments — each one delivering real value on its own, while moving toward a coherent long-term architecture.

Conceptual Wireframe C1: Roster and Baseline view for a Direct Labor, Volume-Based planner

Early wireframes focused on the highest-volume planning scenario — Direct Labor, Volume-Based — as a way to test assumptions about what planners actually needed to see and do in a given session. Form followed function: what's the job, and what does this person need to do it?

Current State

This work is ongoing. What's been built to date is mostly invisible in the traditional sense — no launched product, no public-facing feature. But the foundation it created is real:

Operational Workforce Planning dashboard showing Risks & Exceptions, Active Scenarios, and Review & Approval Status

The dashboard above reflects where the product direction is heading — a system that gives planners visibility into what's in flight, what's at risk, and what needs a decision. Getting here required building the conceptual and organizational scaffolding first.

Vendor comparison showing Demo Reviewer participation and scoring results across SAP SAC, Oracle, and Anaplan

Part of the strategy work also included structured vendor evaluation — helping the organization make a well-informed build-vs-buy decision with clear criteria rather than relying on vendor presentations alone.

Reflection

This project is a good reminder of what UX is actually for. The most important design work here happened before any screen was drawn — in research synthesis, workshop facilitation, and the patient work of getting people to agree on definitions.

In complex organizations, the software problem is almost never the hardest one. The harder work is figuring out what you're actually trying to do and getting the right people aligned around that. Design can do that. That's the work I find most interesting.