• Maintained and evolved global job aggregation pipelines, crawler automation, and lead discovery systems.
• Built supporting tools for lead collection and validation, including task routing, dynamic forms, worker identity, performance tracking, and downstream ingestion triggers.
• Added quality controls such as majority voting, cross-validation, and consistency checks before data entered crawling pipelines.
• Helped hundreds of global workers complete hundreds of thousands of validation tasks, contributing to >$10M in customer LTV.
• Built a websites classifier on the publicwww.com dataset — ~750k positively identified sites fed into crawler discovery.