
Timeline
About me
AI/ML Manager
Education

Universidad de chile
2009 - 2016Bachelor of science (b.s.) industrial engineering 6.0-Thesis: "Development of a prediction model to detect internal fraud in a banking institution"
Experience

Everis chile
Nov 2016 - Jul 2018Data scientistAs Data Scientist at Everis Chile I developed a series of Advanced Analytics and AI models to fit customers’ needs and to solve their business problems. Some achievements are reducing the SLA of LATAM Chile’s service desk with an AI model that predicts the solution for problems received by email, and decreasing postpaid customers churn rate on Telefonica Chile 1% in 6 months by predicting their churn probability and making retention efforts.- Development of an analytical workflow to audit call center calls through Speech Analytics and Text Mining techniques. (Telefonica Chile)- Development of churn prediction models for mobile customers, in a Big Data environment, using PySpark. (Telefonica Chile)- Development of a Tensorflow model to predict solutions to problems brought up by users to the company´s service desk, through Text Mining and AI techniques. (LATAM Chile)- Development of a model to predict the cancelation of technical appointments. (Telefonica Chile) Show less

Fox networks group
Jul 2018 - Aug 2019Lead data scientistAs Lead Data Scientist at Fox Networks Group I was in charge of leading the external Data Scientist consultancy team, and also developing Machine Learning models on a Big Data Cloud environment (AWS) to improve the performance and customers experience of FOX’s OTT App through several Advanced Analytics models such as recommendation engines, segmentation, churn prediction, among others. - Content Metadata enrichment from diverse data sources in a Big Data Cloud environment (AWS), using Text Mining techniques in Spark.- Development of a churn prediction model for FOX´s OTT App in a Big Data Cloud environment (AWS) in Spark.- Project Management of Data Science in a Big Data Environment:- Content recommendation engine for FOX´s OTT App.- Customer segmentation engine.- Tool for the automated creation of analytical tables.- Optimization, automation and monitorization of AWS architecture for the development of analytical models in Big Data.- Development of a Continuous Integration/Continuous Delivery system for analytical models in a Big Data Cloud environment (AWS), using tools that include EMR, EC2, S3, CloudFormation, Cloudwatch, Codepipeline, AWS Lambda, Athena, Oozie, Dr. Elephant, Grafana. Show less

Claro chile s.a.
Aug 2019 - Mar 2021Head of data scienceAs Claro Chile’s Head of Data Science I took the challenge of creating the first Data Science team in the office and to set up a Big Data environment to exploit Advanced Analytics models with the goal of improving efficiency on processes, incomes, customer satisfaction and decrease churn rate through data driven decisions derived from them. These models were used by different business areas of the company and managed by our campaigns team to impact the customers’ lifecycle. With the orchestration and automation of several Machine Learning models, we had different achievements like improving a +20% campaign performance, considerably reducing time spent on operational tasks, among others.- Development of Claro Chile’s first Data Monetization Project.- RPA development for the configuration of campaign SMS broadcast.- Enrichment of Sociodemographic data with geospatial data.- API for Unsupervised free Text Analysis, using Text Mining techniques.- Workflow for Speech Analysis and audit of Call Center audios.- Development of an automation system for deployment of Machine Learning models in a Big Data environment.- Configuration and tuning of Claro Chile's infrastructure for Development of Machine Learning models.- Project Management of Data Science in a Big Data Environment:- Churn prediction model for mobile customers.- Non-payment prediction model for mobile customers.- Recharge frequency decline prediction for pre-pay customers.- Detection of customers called by the competition.- Carrier Billing credit risk model.- Segmentation Engine: Post-paid, Pre-pay and Enterprise Customers.- Recommendation Engine (NBA/NBO): Post-paid plans, Mobile Phones, Home Services (TV, Cable, Landline). Show less

Banco ripley chile
Mar 2021 - Nov 2021Head of campaign analyticsAs Banco Ripley’s Head of Campaign Analytics I’m in charge of the campaign automation project in AWS cloud environment and the development of Advanced Analytics models to support business decisions.

Wom chile
Dec 2021 - Apr 2023Advaced analytics & bi managerLead the Advanced Analytics Team in charge of developing Machine Learning models to support and optimize business actions. As well as the Business Intelligence Team for the construction and maintenance of commercial corporate reports/dashboards.

Mercado libre
Apr 2023 - Oct 2024Corporate bi & analytics manager (vis)
Licenses & Certifications
- View certificate
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Aws certified cloud practitioner
Amazon web services (aws)Jul 2021 - View certificate

Cloud digital leader certification
GoogleNov 2021 - View certificate

Microsoft certified: azure fundamentals
MicrosoftSept 2021 - View certificate

Microsoft certified: azure ai fundamentals
MicrosoftOct 2021 - View certificate

Professional machine learning engineer
Google cloudJun 2023
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