Peter Chiu
Risk Strategy & Operations Manager - Ads Safety & Data Research @TikTok
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WORK HISTORY
Risk Strategy & Operations Manager - Ads Safety & Data Research @TikTok
SG
AI-Driven Standard System Construction: Collaborated with algorithm teams to translate complex offline business standards into machine-readable rule features. Leveraged Large Language Models (LLMs) and Prompt Engineering to structure training data for AI QA tools, effectively upgrading manual guidelines into AI-comprehensible compliance frameworks.• Strategic Model Governance & AI Optimization: Lead the end-to-end lifecycle of risk detection models by implementing AI-driven audit frameworks and GPT-based validation to maximize detection precision and streamline the maintenance of high-priority safety assets.• Global Risk Policy & Safety Architecture: Define cross-regional safety standards and entry requirements for advertising content, aligning business expansion goals with proactive risk mitigation and real-time monitoring infrastructure to safeguard the platform ecosystem.
EDUCATION
University of Fukui
Bachelor's degree, International/Global Studies
York University
Postgraduate Degree, Business Administration and Management
Soochow University
Bachelor's degree
ABOUT PETER CHIU
A data-driven professional dedicated to solving complex, high-stakes business challenges. My background spanning Risk Governance, Hardware Engineering, and Supply Chain Management provides the foundation for architecting intelligent systems that mitigate risk, optimize operations, and protect the bottom line. The focus has consistently been on turning data into a strategic asset within the fast-paced tech and manufacturing sectors. At TikTok, I lead digital safety, designing and implementing machine learning strategies to combat emerging fraud threats and account takeovers. By leveraging automated models, prompt engineering, and data pipelines, my work has directly safeguarded millions in revenue. Previously, as an Engineering Project Manager at Dell, I led the launch of AI GPU servers, optimizing project timelines and saving operational costs by redesigning fulfillment strategies and enhancing risk visibility through custom Jira tools. Core Expertise: Technical Leadership: JIRA/Confluence automation (JavaScript, Python, JQL), ERP/SAP migration (S/4HANA, Oracle Fusion), and data visualization Project Product Management: Agile/Scrum, NPI Lifecycle, Manufacturing Costing, Material Planning, ODM/OEM Management, Budget Optimization Risk Models Strategies: Machine Learning-driven Risk Assessment, Process Automation, and Supplier Diversification, Anti-Fraud, AI Content Model Hardware NPI Leadership: Go-To-Market Product Launches, Vendor Negotiations(RFQ/RFP), and Engineering BOM Review/Troubleshooting Software Product Management: Risk Enforcement Model(Content-Based), Scrum Agile, Oncall Alarm, Risk Content Identification Model, Data Pipelines c••••••••@gmail.com
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