Jose User
@joseuser
Senior ML & Data Engineer transforming data into actionable insights.
What I'm looking for
I am a Senior ML & Data Engineer with a decade of experience in architecting scalable ETL/ELT pipelines and deploying innovative machine learning models across various sectors, including healthcare and gaming. My passion lies in transforming complex and messy data into actionable insights that drive real-world improvements. I thrive on designing real-time streaming pipelines in cloud environments, tackling NLP and computer vision challenges, and leveraging Generative AI to deliver intelligent solutions.
At Cigna, I developed secure ETL/ELT pipelines that achieved full HIPAA compliance while transforming multifaceted healthcare data. My work improved data consistency and enhanced predictive model accuracy significantly. I also directed cutting-edge Generative AI projects to automate clinical workflows, ensuring privacy and model performance. My previous role at Niantic involved creating real-time data pipelines for AR games, optimizing data architectures, and implementing robust data governance frameworks, which led to increased player engagement and retention.
Throughout my career, I have focused on leveraging cloud platforms and advanced machine learning techniques to deliver impactful solutions. I am eager to take on new challenges that allow me to continue improving lives through data-driven insights and innovative technology.
Experience
Work history, roles, and key accomplishments
Senior ML & Data Engineer
Cigna
May 2022 - Present (3 years 1 month)
Developed secure ETL/ELT pipelines on Spark (Java/Scala), Python, R, and SQL on AWS/Azure, achieving full HIPAA compliance while transforming multifaceted healthcare data. Managed the complete ML lifecycle using TFX and XGBoost on AWS SageMaker and Azure ML for model training and deployment.
Data Scientist
Niantic Inc
Jun 2018 - Apr 2022 (3 years 10 months)
Created real-time location-based ETL/ELT data pipelines for AR games like Pokémon GO using Apache Kafka and Google Cloud Pub/Sub, processing millions of geospatial player interactions daily. Increased player retention by 15% through building and deploying machine learning models to predict engagement, churn, and lifetime value (LTV) of players.
Data Analyst
Adecco Group
Apr 2016 - May 2018 (2 years 1 month)
Scrubbed and processed large-scale datasets from HR systems, CRM, and financial platforms using SQL and Excel, ensuring data accuracy and generating actionable insights. Developed automated reports and interactive dashboards in Power BI, Tableau, and Excel, tracking critical metrics like time-to-fill, employee turnover, and placement success.
Backend Engineer
Truelogic Software
May 2014 - Mar 2016 (1 year 10 months)
Used Java to create and update server-side logic, in conjunction with RESTful APIs for web applications, to facilitate data movement between the frontend and backend systems. Achieved desired performance levels for backend services by designing and optimizing SQL queries for MySQL and PostgreSQL.
Education
Degrees, certifications, and relevant coursework
University of California - Berkeley
Master of Science, Data Science
Completed a Master of Science in Data Science, focusing on advanced statistical modeling, machine learning algorithms, and data analysis techniques. Gained expertise in big data technologies and their applications in various industries.
University of California - Berkeley
Bachelor of Science, Computer Engineering
Obtained a Bachelor of Science in Computer Engineering, covering core principles of computer hardware, software, and systems design. Developed a strong foundation in programming, algorithms, and digital electronics.
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