Meta's initial approach was to make policies simpler and easier to find. But simplifying information wasn't the same as making people receptive to it.
I saw a different opportunity: people were most motivated to understand a rule when its consequences became personal.
I advocated bringing education directly into the enforcement experience—turning a moment of consequence into an opportunity for understanding and behavior change
Making education part of enforcement challenged established assumptions about how the platform should respond to violations.
I developed the product vision and aligned Product, Policy, Legal, Engineering, Research, and Integrity around a new direction that balanced understanding, accountability, and recovery.

I brought education directly into the enforcement experience, turning a moment of consequence into an opportunity to understand the rules and take meaningful steps toward recovery.
I brought education directly into the enforcement experience, turning a moment of consequence into an opportunity to understand the rules and take meaningful steps toward recovery.
Across eight implementations, enforcement education needed to serve different account types, policy contexts, and recovery paths.
The experience requirements remained consistent. How teams implemented them could change.
Each decision translated behavioral insight into a product experience designed to help people understand their violations, learn the rules, and move forward.
People were most motivated to learn when enforcement affected them. Policy education missed that moment. I saw a better way.
I brought education into enforcement, turning consequences into opportunities for understanding and recovery.
Education offered a new path forward without replacing people's right to challenge enforcement.
I preserved both education and appeals as accessible options, giving people meaningful choice in recovery.
Asking people to learn required clear expectations and confidence in the recovery process.
I designed a guided education experience that made complex policies easier to understand and act upon.

Successful recovery created an opportunity to reconnect people with the platform—not just confirm a warning was removed.
I proposed content-creation actions at completion, connecting recovery with renewed participation and broader goals.
The hypothesis was simple: helping people understand enforcement could change how they responded to it.
Launched across Facebook primary profiles, the experience made education-based warning removal potentially available at platform scale, subject to qualifying violations and enforcement history.
The results extended beyond education. People engaged with a new path to recovery, appeals workload decreased significantly, and the experience supported broader participation across Facebook.
Rules perception improved by 15%+, demonstrating measurable gains in how people understood enforcement.
More than 90% of people who opted in completed the experience, while appeal workloads declined significantly.
The experience contributed to measurable growth in creator participation and content production, extending its value beyond enforcement recovery.
Scaling beyond the original team meant making experience standards actionable across products and organizations.
A reusable experience template, cross-functional alignment, and ongoing design leadership helped translate those standards into new implementations—without compromising the experience's core.
Codified required elements and allowable variations across products, policies, and entities.
Directed conceptual design, cross-functional alignment, research validation, and execution.
Co-defined the strategic narrative that helped resolve launch barriers, including for Instagram.
In H1 2025, the global expansion of enforcement education to additional profiles reduced repeat violations and increased public connections—demonstrating that recovery and platform integrity could advance together.
The original enforcement education experience gave people a new way to respond to their first strike—understand what happened, learn the rules, and remove an eligible warning.
Rather than ending with a consequence, the experience created a path toward informed action.
Portfolio demonstration — This interactive prototype is independently hosted as part of my professional portfolio. It reflects a publicly released product experience whose design I led. The live product may have evolved since my involvement.
The original enforcement education experience gave people a new way to respond to their first strike—understand what happened, learn the rules, and remove an eligible warning.
Rather than ending with a consequence, the experience created a path toward informed action.
Explore how education became part of recovery.
Clear guidance helps people understand what happened and why.
People can choose education or request a review while preserving their right to appeal.
Clear steps and progress indicators make policy education easier to follow.
Completion removes an eligible warning and opens the door to renewed participation.
This work reinforced a belief I've carried across disciplines: understanding is the foundation of meaningful behavior change.
By challenging assumptions and aligning competing priorities, I helped transform enforcement from punishment into an opportunity for learning and recovery.
The lasting lesson: meaningful innovation begins by questioning the problem we're trying to solve.
Understanding doesn't just inform behavior. It changes it.