Cebu, Philippines
I improve the reliability, safety, and compliance of AI systems through high-precision data operations, human-in-the-loop validation, and quality assurance for high-stakes environments.
AI Data Operations professional with 6+ years of experience enhancing the reliability, safety, and compliance of AI systems through high-precision data operations. I specialize in human-in-the-loop validation, domain-expert classification, and AI output quality assurance for high-stakes applications including cybersecurity, fraud prevention, blockchain investigation, and regulatory compliance.
I have delivered measurable outcomes such as improving fraud detection accuracy, increasing regulatory model precision, and streamlining AI-human feedback loops. I collaborate closely with engineers, analysts, and product teams to refine classification logic, reduce false positives, and ensure audit-ready datasets.
I excel in judgment-driven data work, evaluating ambiguous content, identifying risk patterns, and producing explainable datasets that organizations trust. My approach combines a research-driven mindset with practical implementation of AI automation, chatbot deployment, and workflow integration.
Ensuring AI system reliability through precision data workflows and quality assurance protocols.
Deploying chatbots and automating workflows using n8n, Docker, Appsmith, and Glide.
Assessing AI performance, identifying vulnerabilities, and implementing risk mitigation strategies.
Domain-expert classification and validation for high-stakes AI applications.
Maintaining data integrity and audit readiness for compliance-sensitive environments.
Error analysis and performance assessment of AI-generated outputs.
Identifying and classifying fraudulent patterns in web3, blockchain, and digital platforms.
Classifying threats and contributing to intelligence systems for enhanced security.
Document analysis and dataset creation for regulatory compliance frameworks.
Geospatial data collection and analysis using Google Maps API and advanced spreadsheet functions.
Using Google Maps API and advanced spreadsheet functions to collect, organize, and analyze geospatial data. Researching and validating datasets for mapping and location-based projects, processing addresses for GIS accuracy, and improving efficiency in spatial data workflows.
Website and domain classification using AI-assisted tools aligned with industry-standard frameworks.
Classified websites and domains using AI-assisted tools aligned with industry-standard frameworks. Performed manual review of AI-generated outputs for quality and accuracy, identified website functions and risk factors for precise categorization, and contributed to threat intelligence and filtering systems.
High-volume dApp website categorization and scam detection for blockchain security.
Categorized over 1000 dApp websites per day, identified and blocked over 500 scam websites daily, and labeled datasets to improve fraud detection model performance for blockchain security applications.
LMS administration with 95% SLA compliance and data security improvements.
Resolved 95% of user tickets within SLA, improved data security protocols, supported content migration and localization, investigated fraudulent accounts, and reviewed analytics for technical troubleshooting.
Regulatory document analysis and dataset annotation for compliance machine learning.
Managed and analyzed regulatory documents across jurisdictions, annotated and validated datasets for compliance-related machine learning, and helped improve model precision for regulatory compliance applications.
Japanese document review and AI-assisted fraud detection support.
Reviewed over 3000 Japanese documents weekly, supported AI-assisted fraud detection and document verification, exceeded SLA by 15%, and worked with QA teams to improve output quality.
Through high-volume scam and dApp classification for blockchain security systems.
Through dataset validation and annotation for regulatory frameworks.
Within SLA while improving data security protocols.
Supporting AI-assisted fraud detection and verification systems.
Across diverse industries with precision and attention to detail.
Enhancing data reliability in risk-sensitive environments.
I'm always open to discussing AI data operations, quality assurance, and risk management opportunities. Feel free to reach out for collaboration or consultation.