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Experience

Data Lead Swell Network (Remote - Sydney Time) Apr 2024 — Feb 2026
  • Built and automated a scalable ClickHouse SQL + Python pipeline ingesting data from 150+ DeFi integrations, powering real-time user portfolio monitoring, vault KPIs, and exit liquidity health monitoring.
  • Developed ML framework using k-Means Clustering, DBSCAN, and Louvain Community Detection to detect, flag, and penalize exploitative user behavior.
  • Investigated a falsely marketed integration that was later rug-pulled, flagging the returns as fake based on existing liquidity and yield dynamics and escalating to the Strategy Team with a recommendation to block the integration.
  • Drove $500M in protocol inflows by identifying outliers in liquidity concentration on Ethereum through on-chain analysis.
  • Produced monthly summaries and technical documentation for Operations and Marketing Teams, cutting operational costs by 25% and reducing Mean Ticket Resolution time from 2+ days to 4 hours.
  • Implemented HyperNative Risk Alerting Framework on suspicious liquidity movements, contract deployments, and code upgrades on partner integrations, providing operational risk coverage for Vault products.
Research Data Analyst PYOR (Remote - Bengaluru) Oct 2022 — Oct 2024
  • Devised a quantitative analysis framework with Cohort Segmentation to evaluate ROI and user retention of $75M+ expenditure in Arbitrum DAO grants.
  • Built automated dbt pipelines transforming raw blockchain data into standardized growth and revenue KPIs and metrics, generating $130K in ARR.
  • Deployed high-traffic Dune Analytics dashboards to monitor LRT liquidity and peg health, translating ecosystem visibility into $150K in DAO grants acquired.
Freelance Data Analyst Independent (Remote - Bengaluru) Jul 2021 — Oct 2022
  • Built the Anchor Protocol Risk Monitoring dashboard, detected unsustainable borrows beyond thresholds, and flagged systemic risk signals months before the eventual collapse.
  • Automated the RociFi Credit Risk Reports, delivering daily updates on system health and borrow activity.