Alan Guerrero
@alanguerrero1
Data Science & AI leader building predictive, geospatial solutions that optimize decisions.
What I'm looking for
I’m a Data Science and Artificial Intelligence professional with over four yearsof experience leading automation projects, large-scale data analysis, and predictive modeling. I thrive at the intersection of advanced Machine Learning, deep learning, and strong data governance, turning complex datasets into operational decision support.
As Data Science Area Director at PROFEPA, I lead the technical and strategic direction for advanced environmental, territorial, and risk analysis systems. I designed and operationalized institutional environmental monitoring platforms using geospatial data, remote sensors, and predictive models for inspection, surveillance, and compliance decisions.
Previously as Head of Systems and Automation at Universidad de Durango, I built ETL pipelines in Python and Apache Airflow to consolidate academic and IoT data, enabling real-time dashboards. I also automated report generation and notifications (email and SMS), reducing monthly manual effort by 50%, and I maintained hybrid infrastructure with uptime above 99%.
I bring hands-on engineering breadth too—microservices for real-time sensor acquisition, smart contract development on the Internet Computer, and intelligent systems like a YOLOv7-based smart parking system and dashboards with alerting. Across roles, my focus stays the same: data quality, efficiency, and building reliable systems that make teams faster and decisions smarter.
Experience
Work history, roles, and key accomplishments
Data Science Area Director
PROFEPA
Jul 2025 - Present (11 months)
Directed the Data Science Area for prospective studies and risk assessment, leading the design and implementation of environmental, territorial, and risk analysis systems. Built institutional environmental monitoring platforms using geospatial data, remote sensors, and predictive models to support inspection, surveillance, and compliance decisions.
Head of Systems & Automation
Universidad de Durango, Campus Aguascalientes
Feb 2025 - May 2025 (3 months)
Designed and implemented Python and Apache Airflow ETL pipelines to consolidate academic and IoT data and enable real-time dashboards for decision-making. Managed hybrid infrastructure with 99%+ uptime and automated report notifications, reducing monthly manual effort by 50%.
Professional Internship - IoT
UTMA
Sep 2024 - Dec 2024 (3 months)
Led development of an intelligent educational system using a microservices architecture for real-time sensor acquisition and processing. Implemented humidity/temperature storage in PostGIS with geolocation for spatial analysis, and built a scikit-learn predictive model to trigger early alerts for critical environmental variations.
Designed and developed microservices in Motoko and Rust for smart contracts on the Internet Computer to improve transaction efficiency and security. Built RESTful APIs and decentralized authentication with Internet Identity, and delivered React/TypeScript front-ends with GitHub Actions CI/CD deployments for test and production.
Automated operational KPI reporting using Tableau and Power BI to improve visibility of critical metrics for decision-making. Reduced manual data processing time by 30% by creating Python ETL scripts, supervised 8 agents, and implemented continuous monitoring to proactively identify and resolve incidents.
Intelligent Systems Engineer
Club Campestre Aguascalientes
Apr 2024 - Aug 2024 (4 months)
Built a smart parking system using YOLOv7 with ONNX Runtime for vehicle detection, achieving >95% counting accuracy. Developed a real-time video ingestion pipeline with OpenCV, stored metadata in PostgreSQL, and delivered a Dash dashboard with occupancy analytics and REST/API integration for the administration team.
Education
Degrees, certifications, and relevant coursework
Universidad Tecnológica Metropolitana de Aguascalientes (UTMA)
Bachelor of Engineering, Information Technologies and Digital Innovation
2025 -
B.Eng. program in Information Technologies and Digital Innovation at UTMA, ongoing.
Universidad Tecnológica Metropolitana de Aguascalientes (UTMA)
Associate Degree (TSU), Artificial Intelligence
2022 - 2024
Associate degree (TSU) program in Artificial Intelligence at UTMA.
CBTis 168 Francisco I. Madero
Technical Diploma, Programming
2019 - 2022
Technical Diploma in Programming from CBTis 168 Francisco I. Madero.
Availability
Location
Authorized to work in
Portfolio
github.com/ReapeRAlanSalary expectations
Social media
Job categories
Skills
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