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camille bustalinio

@camillebustalinio

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I build machine learning models, data pipelines, and analytics products that improve business decisions.

Philippines

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I'm currently building and monitoring Automatic Valuation Models at Nokkel Technologies, automating recurring production pipelines and integrating alternative data to improve valuation precision.

Previously at Better Rehab, I engineered Microsoft Fabric data pipelines, predictive models, and Power BI dashboards. I also led a Salesforce migration and productionalized employee retention models using NLP, sentiment analysis, and keyword extraction.

Across Plastiq, Varo Bank, LendingClub, and Flowcast, I've owned financial data products, built credit-risk and delinquency models, established experimentation frameworks, and improved operational efficiency. My automation work recovered $300K in expenses at Plastiq, while dashboard optimization at Varo reduced refresh time by 75%.

I began my analytics career developing global data products at Maersk Line, increasing surcharge revenue by $3M, and have applied statistics, machine learning, product analytics, and data visualization across finance, healthcare, and property technology.

Experience

Work history, roles, and key accomplishments

Current

Data Scientist

Current

Nokkel Technologies Ltd

Jul 2025 - Present (1 year 2 months)

Automated monthly production cycles for the Automatic Valuation Model (AVM) by engineering robust update pipelines. Architected maintainable codebases and developed monitoring frameworks to track model accuracy.

Python SQL Machine Learning Feature Engineering Data Pipelines Monitoring

Data Scientist

Better Rehab

Oct 2023 - Feb 2025 (1 year 4 months)

Engineered end-to-end data pipelines using Microsoft Fabric, developing predictive ML models and Power BI dashboards. Led a full data migration between Salesforce environments and created employee retention models using NLP.

Microsoft Fabric Power BI Salesforce NLP regression Data Pipelines Feature Extraction Sentiment Analysis

Data Scientist

Plastiq Inc

Nov 2021 - Aug 2022 (9 months)

Owned Buy Now Pay Later and subscription data products, building interactive dashboards and mapping data collection processes. Partnered with Risk team to streamline transaction vetting and recovered $300k in expenses through data automation.

Data Pipelines Dashboarding Risk Management Automation Financial Data SQL Python

Insights & Analytics Manager

Varo Bank

Aug 2020 - Oct 2021 (1 year 2 months)

Led data stewardship during a migration, designing dashboards for customer behavior analysis. Developed complex dashboards reducing refresh time by 75% and established experimentation frameworks for new lending products.

Data Architecture Data Visualization Dashboarding Experimentation KPI development Credit Risk SQL

Data Scientist

LendingClub

Apr 2018 - Aug 2020 (2 years 4 months)

Developed and optimized machine learning models for predicting Offer-take rates for Auto Refinancing Loans. Served as data partner for AutoRefinancing and MemberServices, creating data products and ensuring data capture.

Machine Learning regression Data Products Data Quality SQL Python

Data Scientist

Flowcast Inc

Oct 2017 - Apr 2018 (6 months)

Created verified models for predicting transaction delinquency and dilution for trade finance. Improved model accuracy by 10% through strategic metric generation and feature engineering.

Financial Modeling Risk Assessment Feature Engineering Python SQL

IT Data Analyst

Optum - UnitedHealth Group

Aug 2014 - Dec 2016 (2 years 4 months)

Reduced ticket resolution time by 30% through proactive reporting and collaboration. Identified gaps in the Knowledge repository using Natural Language Processing.

NLP Reporting Data Analysis SQL Python

Business Intelligence Analyst

Maersk Line

Sep 2010 - Aug 2014 (3 years 11 months)

Increased surcharge revenue by $3M through global data product development. Developed data products, consulted on data pipeline restructuring, and created customer profiles and segmentations for deal negotiations.

Data Products Data Pipelines Customer Segmentation SQL Data Visualization