Tony Medina Scouting Report

Tony Medina

Resume Scouting Report

Scouting Summary:

Polished analyst with advanced command of R and SQL, plus feel for automation and visualization, and elite communication skills. Emerging tools in Python, Power BI, and AI show strong development trajectory. Reliable, detail-oriented, and data-driven - projects as a plus-plus everyday analyst with leadership upside and the versatility to impact both baseball and business analytics operations. While some skills are raw, he is self taught in all areas involving analytics, displaying a growth mindset and the drive to be better.

• 3 Minor League Championships. 3 Independent League Playoff appearances, 2 Championship appearances. College Baseball Playoff appearance (first in school history).

• Experienced in data analysis, modeling, and automation using R, SQL, and Python to streamline workflows, validate data quality, and generate actionable insights.

• Built end-to-end data pipelines integrating cloud (AWS MySQL) and local (SQLite) databases with automated ingestion, transformation, and reporting.

• Developed interactive R Shiny dashboards and automated reporting systems that visualize player performance, trends, and KPIs for technical and non-technical users.

• Applied machine learning models (XGBoost, Random Forest, GAM) for predictive and descriptive analytics in player performance and quality assurance projects.

• Proficient in data cleaning, transformation, and validation across large datasets to ensure accuracy, consistency, and reproducibility.

• Skilled in data visualization and storytelling using ggplot2, Tableau, and Excel to communicate findings effectively to stakeholders.

• Strong understanding of SQL querying, joins, and optimization, with experience integrating databases into analytical and QA workflows.

• Continuous learner, took courses in R, Excel, SQL, Tableau, and currently taking courses in Power BI and Python.