WorkItOut Tutors is built on the belief that understanding beats memorization every time.
Complex problems become manageable when we break them into smaller, logical steps. No concept is too difficult when approached systematically.
Learning happens through active problem-solving, not passive listening. We'll work through examples together until the process clicks.
Understanding builds confidence. When you know why something works, you can apply it to new situations without second-guessing yourself.
Tell me what you're working on and where you're stuck. No question is too basic—confusion is the starting point for learning.
I'll ask questions to understand exactly where the concept breaks down. Often the issue is earlier in the chain than you think.
I'll guide you through the solution step by step, but you'll be the one doing the work. That's how understanding sticks.

George Mason University Teaching Assistant
I'm a Dean's List student at George Mason University studying Computational and Data Sciences with a minor in Sports Analytics. Currently, I serve as a STAR Teaching Assistant for CDS 292: Introduction to Social Network Analysis, where I help students navigate graph theory, centrality measures, and Python-based network modeling using NetworkX.
My teaching experience includes three years of virtual math tutoring (Pre-Algebra through Pre-Calculus) and ongoing work helping college students debug code, understand statistical concepts, and build confidence in data analysis. I'm also enrolled in the accelerated Business Analytics Master's program (BAM), which gives me practical insight into how these technical skills apply in real-world contexts.
My approach is straightforward: I don't just give you answers. I ask questions, break down problems into manageable pieces, and make sure you understand why something works before moving forward. Whether you're stuck on a pandas DataFrame, confused about SQL joins, or trying to wrap your head around regression analysis, I'm here to help you work through it step by step.
WorkItOut Tutors is an independent educational tutoring service and is not affiliated with George Mason University.