
MS Business Analytics @ University of Miami · Graduating May 2026 — Open to Business Analyst, Data Analyst, Data Science & AI/ML Engineering roles
Turning complex data into actionable solutions — from LLM-powered applications and multi-agent AI systems to predictive models that drive real business impact.
March 2026
ASA South Florida Student Data Challenge — Top 10% for HDL cholesterol prediction using NHANES data with CatBoost (R² = 0.75). Winner Showcase at FIU.
2025
Ranked 2nd out of 16 graduates in the Master of Science in Energy Business Management program at Universidad del Valle de Guatemala.

MS Business Analytics
University of Miami — Herbert Business School
2025 – 2026

MS Energy Business Management
Universidad del Valle de Guatemala
2024 – 2025

BS Chemical Industrial Engineering
Universidad del Valle de Guatemala
2018 – 2023
Commercial Assets Analyst
CBC
2024 – 2025
Trade Marketing Admin
CBC
2023 – 2024
Commercial Processes Intern
CBC
2023
Market Analysis Executive
Spectrum
2022 – 2023
Revenue Intern
Ambev (AB InBev)
2022
Capstones & featured projects.
Deloitte Capstone · Jan 2026 – Present
Predictive models integrating Census ACS, GTFS, and ArcGIS data to identify transit equity gaps in Miami-Dade with SHAP-based interpretability.
Python SHAP GTFS ArcGIS
UHealth Bascom Palmer · Capstone · Sep 2025 – Present
Prototyped a LangGraph + GPT-4 multi-agent chatbot with RAG and real-time monitoring; shipped the production solution on Microsoft Copilot Studio for 100+ providers.
Copilot Studio LangGraph GPT-4 RAG
ASA Data Challenge — Top 10% · 2026
CatBoost model on NHANES data (R² = 0.75) with domain-guided feature engineering and SHAP analysis.
CatBoost SHAP NHANES
Fine-Tuning + RAG · 2026
Multi-model SQL agent: fine-tuned text-to-SQL, chart reasoning, and SVG rendering via Unsloth and knowledge distillation, deployed on HuggingFace Spaces.
Unsloth Text-to-SQL RAG LLMOps
Triton Kernels · 2026
Hand-derived backward passes and fused Triton kernels for Mixture-of-Experts training, following Unsloth’s kernel-fusion playbook on expert-routing layers.
Triton PyTorch MoE Kernel Optimization
Live on HuggingFace · 2026
Hybrid ML scoring (Llama 3.1-70B + Sentence-Transformers) that analyzes resumes against job descriptions and generates ATS-optimized rewrites.
Llama 3.1-70B Sentence-Transformers Gradio
GenAI for Mayan Languages · 2026
Multilingual GenAI for translation and conversation in Guatemalan Mayan languages, bridging low-resource indigenous languages with modern AI.
LLMs NLP Low-Resource Languages Gradio
Python Library · 2025 – Present
Iterative diagnostic boosting for time series forecasting — systematic EDA → Stationarity → Model → Evaluate pipeline.
Python Time Series XGBoost SARIMA
PySpark + XGBoost · 2026
End-to-end big-data ML on ~1.8M coffee-shop transactions: PySpark for ingest and EDA, XGBoost + Optuna for modeling, SHAP for explanations. Wait time R² 0.34, purchase amount R² 0.86, rewards-member AUC 0.98.
PySpark XGBoost Optuna SHAP
Let’s connect.
I’m actively looking for opportunities in Data Science, AI/ML Engineering, and Business Analytics.