Proactive Trust & Safety professional skilled in analyzing and addressing violations, misconduct, and fraud across digital platforms. Leverages a deep understanding of policy and mitigation strategies to combat evolving online threats, enhancing community protection and user experience.
Overview
12
12
years of professional experience
Work History
Analyst - Long-Term Containment
TikTok/ByteDance
Austin
03.2026 - Current
Developed and executed long-term containment strategies for persistent safety issues, successfully stopping major content escalations before they happened and steadily improving core team metrics reducing regrettable escalations by 30%.
Eliminated persistent safety trends and violations, reducing high-risk content escalations and improving core platform metrics. Identified new risk patterns, developed long-term mitigation strategies, and served as internal tooling expert to enhance daily operational workflows.
Built and scaled automated enforcement rules by gathering relevant data and feeding negative examples to AI models; successfully launched an automation rule for a highly complex, generic keyword trend that standard tools couldn't handle, reducing the presence of this trend by 30% through this strategy alone while maintaining high accuracy with minimal leakage or overkill.
Established centralized intake system for internal tools, gathered feedback, drafted feature proposals, and created proof-of-concept models to demonstrate workflow improvements.
Led hands-on testing for new tool features alongside engineers, ensuring everything worked smoothly and efficiently before rolling it out to the wider team.
Produced regular strategy reports for leadership to highlight emerging user trends, outline action plans, and demonstrate real-world impact of mitigation strategies.
Analyst - Prioritization & Enforcement
TikTok/ByteDance
Austin
04.2025 - 03.2026
Removed and controlled 500,000+ pieces of violative content through targeted enforcement workflows, reducing platform exposure to harmful content.
Mitigated emerging platform risks and violative content through proactive content sweeps, mid-term enforcement strategies, and cross-functional collaboration to strengthen platform integrity and response mechanisms.
Lead and manage P0 escalations and high-severity crisis events, partnering cross-functionally with Policy, Product, Operations, and Rapid Response teams; engage leadership through executive summaries and post-crisis reports to drive long-term preventive strategies.
Develop automation strategies to detect and suppress nuanced policy violations at scale, enhancing proactive content moderation capabilities.
Improved operational efficiency and consistency through cross-functional roadshow presentations that clarified team scope, optimized workflows, and detailed request submission best practices, resulting in a 10% acceleration in ticket resolution.
Serve as tooling SME by testing updates, gathering feedback, and authoring proposals for new features and processes to improve efficiency and quality; lead training for existing team members and mentor new hires to ensure smooth onboarding and accelerated productivity.
Collaborated with fellow SMEs on a case management system revamp and training rollout, reducing XFN request time by ~90%, and helped design an integrated system consolidating ~70% of tools into one workspace with ongoing efforts to include more resulting in a 50% efficiency increase.
Analyst - Investigations
TikTok/ByteDance
Austin
02.2024 - 04.2025
Led Root Cause Analysis (RCA) on recurring platform integrity issues and content trends, synthesizing technical and policy findings to diagnose systemic weaknesses and inform executive safety strategies.
Authored comprehensive Root Cause Analysis (RCA) reports that identified systemic gaps in a recurring integrity issue; implemented multifaceted mitigation strategies-including moderator re-training, continuous monitoring, and automated controls-which collectively decreased the issue's platform presence by 30%.
Led platform integrity and risk mitigation initiatives focused on Root Cause Analysis (RCA), strategy development, and systemic change. Drove quantifiable safety improvements by synthesizing complex intelligence, influencing cross-functional partners (Product, Policy), and designing long-term, automation-backed solutions to recurring content trends.
Identified emerging harmful content trends and enforcement gaps by integrating internal data, open-source intelligence (OSINT), and third-party reports for early risk mitigation.
Influenced systemic improvements in Product, Policy, Process, and Detection across cross-functional Trust & Safety teams by leveraging data-driven insights and pattern analysis to enhance the overall safety ecosystem.
Collaborated with cross-functional partners to review high-risk trends and escalations, promoting automation tools to scale content control and ensure high-quality, accurate responses.
Analyst - Law Enforcement Investigations
Facebook/Meta
Austin
04.2018 - 01.2023
Directed high-stakes investigations into complex threats, quickly assessing their credibility to prevent digital and real-world harm; analyzed extensive datasets using various tools to identify risk patterns, significantly improving the organization's investigative effectiveness.
Led global risk intelligence and high-stakes investigations, driving immediate crisis management for P0 escalations while serving as a strategic partner to Engineering, Data Science, and Policy teams. Championed resource optimization and efficiency by developing automated technical solutions and governing global communication strategies to mitigate organizational risk at scale.
Co-managed a critical prioritization program to address issue influx and resource constraints; drafted strategic proposals and provided essential domain expertise to engineering and data science teams.
Cultivated relationships with stakeholders and global teams to manage critical escalations, reducing organizational risk, and partnered with Legal and Policy to implement process improvements and optimize workflows.
Managed global risk intelligence program across time zones, ensuring alignment through biweekly strategic updates and complex case study presentations; produced and edited bi-monthly organizational newsletter to highlight impactful work.
Synthesized complex information into clear reports, presenting key findings to leadership to guide corrective actions and inform strategic decisions.
Chaired the development and documentation of team processes, ensuring operational efficiency and consistency; designed and launched specialized training programs based on performance needs, which improved team skills and helped achieve key goals.
Triage Representative - Law Enforcement Response
Facebook (via Accenture)
Austin
05.2017 - 03.2018
Conducted thorough investigations of high-volume US and global law enforcement requests on potential or credible threats, ensuring adherence to standardized protocols and industry best practices.
Evaluated law enforcement requests to identify necessary escalations for timely resolutions.
Guaranteed quality assurance on triage services while consistently surpassing quotas to influence institutional excellence.
Utilized extensive knowledge to analyze legal process requests from agencies in US and Canada, enhancing workflow effectiveness.
Analyst - Ads Operations
Facebook (via BCForward)
Austin
03.2016 - 05.2017
Probed advertisement components and account activities to identify fraud indicators and uphold platform decency.
Finalized internal tasks to assist advertisers in timely issue identification and resolution.
Oversaw on-demand projects on policy changes and project types with flexibility and sense of urgency to steer reliability.
Moderated reviews on published content with global co-moderators to ensure adherence to platform policies and compliance with operational regulations.
Senior Editor/Analyst - Maps POI
Apple Incorporated (via Mindlance)
Austin
10.2014 - 12.2015
Managed complex escalations from team members, integrating solutions to support Apple policy implementation into existing maps infrastructure and enhance customer experience.
Functioned as subject matter expert to leverage specialized knowledge and support for the designated escalations team.
Facilitated constructive feedback through clear communication with team members, contributing to individual and team development.
Developed relationships with new hires, providing mentorship to streamline onboarding for operational procedures.
Maximized evaluation tools to assess relevant concerns.
Education
Master of Public Health -
The University of Sydney
Australia
Bachelor of Health Science - Health Sciences & Management
The University of Sydney
Australia
Skills
Trust & Safety Operations
Incident Management
Crisis management
Crisis response
Threat and Risk Management
Threat analysis
Investigations Management
Abuse Management
Risk mitigation
Policy Enforcement
Data analytics
Workflow optimization
Process Improvement
Quality Assurance
Case Management Systems
Content Moderation
Data Collection & Retrieval
Information management
Project management
Cross-functional teamwork
Stakeholder Engagement
User Advocacy
User Engagement
Analytical thinking
Automation Strategy
Process Management
Relationship Management
Multitasking & Prioritization
Attention to Detail
Adaptability & Flexibility
Executive Communication
Leadership development
Google Workspace (Google Sheets & Drive)
Microsoft Office (Word, Excel, PowerPoint)
Google Workspace (Google Sheets & Drive)
Microsoft Office (Word, Excel, PowerPoint)
Languages
Arabic
English
Timeline
Analyst - Long-Term Containment
TikTok/ByteDance
03.2026 - Current
Analyst - Prioritization & Enforcement
TikTok/ByteDance
04.2025 - 03.2026
Analyst - Investigations
TikTok/ByteDance
02.2024 - 04.2025
Analyst - Law Enforcement Investigations
Facebook/Meta
04.2018 - 01.2023
Triage Representative - Law Enforcement Response
Facebook (via Accenture)
05.2017 - 03.2018
Analyst - Ads Operations
Facebook (via BCForward)
03.2016 - 05.2017
Senior Editor/Analyst - Maps POI
Apple Incorporated (via Mindlance)
10.2014 - 12.2015
Master of Public Health -
The University of Sydney
Bachelor of Health Science - Health Sciences & Management