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@ronaldhumbertocastil
I am a Data Scientist and Mathematical Engineer delivering ML-driven solutions and operational efficiencies.
I am a results-driven Data Scientist and Mathematical Engineer with 9+ years of experience building data integrations, ETL pipelines, and machine learning models that produce measurable business impact.
I design and deploy predictive models and optimization solutions using Python, PySpark, TensorFlow, and advanced optimization solvers, achieving significant accuracy and cost reductions across projects.
I have led cloud migrations, CI/CD integrations, and end-to-end analytics implementations, improving operational efficiency and data traceability through automation and robust engineering practices.
I collaborate closely with cross-functional teams to convert complex data into actionable insights, build interactive BI dashboards, and deliver scalable solutions that support strategic decision-making.
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Work history, roles, and key accomplishments
GMN Group
May 2023 - Nov 2024 (1 year 6 months)
Developed Python applications and PowerBI dashboards integrating SAP PM data, reducing process time by 20% and increasing operational efficiency. Implemented integrations between GitHub, SQL, and Jenkins, cutting manual tasks by 40% and improving data traceability by 50%.
OLX Group
Feb 2021 - Mar 2023 (2 years 1 month)
Engineered ETL pipelines and predictive models with PySpark and SQL, increasing vehicle price prediction accuracy by 75%. Led a migration from GCP to AWS and developed an NLP model that reduced response time by 50% and increased conversions by 15%.
Artificyan
Mar 2020 - Jan 2021 (10 months)
Spearheaded machine learning models (TensorFlow, Scikit-Learn) for agro-climatic analysis, improving long-range prediction accuracy by 60%. Coordinated geospatial analysis and created interactive Plotly dashboards, reducing strategic decision-making time by 20%.
SmartBP
Feb 2019 - Feb 2020 (1 year)
Designed and implemented MILP optimization models with CPLEX-IBM, reducing operational costs by 30%. Automated order management using Python and DB2-SQL, cutting cycle time by 35% and increasing order throughput by 25%.
Stupendo
Apr 2018 - Jan 2019 (9 months)
Developed segmentation models (SVM, K-means) and behavioral analyses using Python, PostgreSQL, and MongoDB, increasing targeted marketing efficiency by 15%. Built dashboards with Plotly and QlikView that raised conversion rates by 20% and improved retention by 10%.
Evalueserve
Sep 2011 - Jul 2017 (5 years 10 months)
Created quantitative models and automated reporting with MATLAB and VBA, reducing report generation time by 50% and increasing operational efficiency by 35%.
Degrees, certifications, and relevant coursework
Master of Artificial Intelligence, Artificial Intelligence
2022 - 2023
Completed a Master's in Artificial Intelligence at Pontificia Universidad Católica de Chile from 2022 to 2023.
Diploma in Big Data & Data Science, Big Data & Data Science
Completed a Diploma in Big Data & Data Science at Pontificia Universidad Católica de Valparaíso in 2016.
Mathematical Engineer, Mathematical Engineering
2002 - 2011
Earned a Mathematical Engineer degree from Universidad de Santiago de Chile between 2002 and 2011.
Bachelor of Mathematics, Mathematics
2002 - 2007
Received a Bachelor of Mathematics from Universidad de Santiago de Chile from 2002 to 2007.
Software and tools used professionally
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