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Alan GuerreroAG
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Alan Guerrero

@alanguerrero1

Data Science & AI leader building predictive, geospatial solutions that optimize decisions.

Mexico
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What I'm looking for

I’m looking to lead data science and AI initiatives—building geospatial predictive models, trustworthy data pipelines, and dashboards that drive environmental and operational decisions, with room to innovate and improve governance.

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

PR
Current

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.

UT

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.

DFINITY logoDF

Full Stack Developer

Apr 2024 - Nov 2024 (7 months)

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.

Xfinity logoXF

Advanced Technical Support & Data Analysis

Aug 2022 - Oct 2024 (2 years 2 months)

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.

CA

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) logoUU

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) logoUU

Universidad Tecnológica Metropolitana de Aguascalientes (UTMA)

Associate Degree (TSU), Artificial Intelligence

2022 - 2024

Associate degree (TSU) program in Artificial Intelligence at UTMA.

CM

CBTis 168 Francisco I. Madero

Technical Diploma, Programming

2019 - 2022

Technical Diploma in Programming from CBTis 168 Francisco I. Madero.

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