META

Meta’s enforcement problem
wasn’t policy. It was understanding.

From behavioral insight to launch, I led the product vision and experience that turned enforcement into an opportunity for understanding, learning, and recovery at Facebook scale.
0
%+
COMPREHENSION GAIN
0
%+
COMPLETION RATE
MILLIONS
STRIKES REMOVED
META
ROLE
Lead Product Designer
SCOPE
0→1 Strategy & Design
TIMELINE
2023-2026

Observation

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

From Insight to Product Direction

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.

DIFFERENT PRIORITIES. ONE PRODUCT DIRECTION
ORGANIZATION
CRITICAL PRIORITY
PRODUCT DECISION
Policy
Protect platform integrity
Education reinforced accountability
Legal
Preserve user rights and safeguards
Appeals remained accessible
Engineering
Ensure feasibility and maintainability
A practical education path
Product
Improve user and business outcomes
Recovery supported participation

Competing priorities. One viable direction.

FROM EXPLANATION TO EDUCATION

A more effective approach to guidance 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.

01 - Guidance
Where guidance appears
02 - Effort
What people must do
03 - Clarity
What they understand
04 - Recovery
Path forward

THE OLD MODEL

Guidance lived outside the enforcement experience.
People had to seek out relevant rules and guidance on their own.
Understanding depended on individual initiative.
The path forward was unclear, leaving many unsure of what to do next.

THE NEW MODEL

Guidance appeared within the enforcement experience, when consequences mattered.
People could choose education or request review, with guided learning available.
People understood the relevant rules, expectations, and recovery steps.
Recovery became clear and actionable, offering a viable path forward.

Experience decision

Prioritize account identity, balance, due date, and service health on Home.
Connect device status to guided recovery actions and clear outcome feedback.
Maintain visible account identity and context through location switching and service management.

Design focus

Bring balance, due date, device status, and active business context into a prioritized Home view.
Make recovery actionable
Preserve account content

THE SHIFT DELIVERED

Timely education  
Clear expectations  
Guided recovery  
Actionable steps
FROM EXPLANATION TO EDUCATION

A more effective approach to guidance 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.

THE OLD MODEL
Guidance lived outside the enforcement experience.
THE NEW MODEL
Guidance appeared within the enforcement experience, when consequences mattered.
Experience decision
Prioritize account identity, balance, due date, and service health on Home.

THE SHIFT DELIVERED

Timely education
Clear expectations
Guided recovery
Actionable steps

One Framework. Many Implementations

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.

Set expectations
People knew what to expect and how recovery worked before starting.
Make learning manageable
Clear steps helped people absorb information without feeling overwhelmed.

From Hypothesis to Impact

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.

Education created a new path. Recovery delivered broader value.

WHAT CHANGED
01

Improved Understanding

Rules perception improved by 15%+, demonstrating measurable gains in how people understood enforcement.

02

New recovery proved viable

More than 90% of people who opted in completed the experience, while appeal workloads declined significantly.

03

Recovery increased participation

The experience contributed to measurable growth in creator participation and content production, extending its value beyond enforcement recovery.

Making the Framework Transferable

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.

HOW THE FRAMEWORK ENABLED SCALE
01

Reusable experience template

Codified required elements and allowable variations across products, policies, and entities.

02

Expansion leadership

Directed conceptual design, cross-functional alignment, research validation, and execution.

03

Executive alignment

Co-defined the strategic narrative that helped resolve launch barriers, including for Instagram.

EVIDENCE OF RESPONSIBLE SCALE

Responsible expansion delivered measurable value.

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 EXPERIENCE IN PRACTICE

From
Warning to Understanding

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 THE PROTOTYPE

Explain the Violation

Clear guidance helps people understand what happened and why.

Choose a Path

People can choose education or request a review while preserving their right to appeal.

Guided Learning

Clear steps and progress indicators make policy education easier to follow.

Return to Creating

Completion removes an eligible warning and opens the door to renewed participation.

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 EXPERIENCE IN PRACTICE

From Warning to Understanding

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.

01
01

Explain the Violation

Clear guidance helps people understand what happened and why.

02
02

Choose a Path

People can choose education or request a review while preserving their right to appeal.

03
03

Guided Learning

Clear steps and progress indicators make policy education easier to follow.

04
04

Return to Creating

Completion removes an eligible warning and opens the door to renewed participation.

What I Carried Forward

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.