Avi Ravishankar

AVINASH RAVISHANKAR

Data Scientist | Product Manager | Mechanical Engineer

Seeking Summer 2026 Internships

About Me

From mechanical engineer to data scientist

I started my career as a mechanical engineer at Oxy Oil & Gas, working on pipeline integrity and risk modeling systems. I fell in love with the software we were using and realized I wanted to be on the other side—building the tools, not just using them.

That curiosity led me to startups. I co-founded muvve, a fitness marketplace, and later worked on products ranging from a data science learning management system at daytum to drones with image recognition ML at Mesos, and construction project management software at TaskTag. Through these experiences, I learned go-to-market strategies, fundraising, and how to build products that people actually want to use.

After years of managing products and teams, I wanted to get technically sharper. I was recruited to manage data science and ML tools, but I realized I wanted to understand the underlying models and algorithms at a deeper level. I'm currently pursuing a Master's in Data Science at Rice University (expected graduation December 2026), where I'm combining my engineering background with modern data science, machine learning, and AI.

Now I'm looking for summer 2026 internships where I can develop my technical skills in data science while bringing a unique perspective—someone who understands both the engineering fundamentals and the product decisions that make technical work valuable.

Career

Projects that combine technical depth with real impact

Houston Texans

Sports
2025

Conducted 4-week analytics project defining Explosive Plays using 2024 Texans play data. Engineered features and analyzed 600+ plays to identify offensive trends, presenting findings with four actionable recommendations to football operations staff.

Python PowerBI Data Analysis NFL Analytics
View Details

TaskTag

Construction
2022 - 2025

Led product management for construction project management platform. Managed teams of 20+ distributed across 9 countries, launched mobile and web app, acquired 2000+ users in 3 months. Built custom metrics dashboard for business KPIs.

Product Management Agile B2B Mobile/Web
Learn More

Mesos

Drones & AI
2021 - 2022

VP of Product for stratospheric drone and aerial imagery company. Managed engineering team building imaging systems, oversaw software development for image detection and cataloging of 1+ petabyte data. Led B2B partnerships and investor relations.

Hardware Image Recognition Product VC Fundraising
View Details

daytum

Oil & Gas ML
2019 - 2021

Built online Learning Management System (LMS) in Anaconda (Jupyterhub with Postgres) to teach data science and machine learning to 1000+ energy professionals. Led customer discovery and feature development in fast-paced startup environment.

Data Science Jupyterhub Product Launch EdTech
Learn More

muvve

Fitness
2016 - 2019

Co-founded fitness events marketplace connecting enthusiasts to local events. Managed team of 4, built iPhone app with 1000+ downloads, partnered with 20+ fitness companies to increase revenue by 10%. Managed sales funnel of 20,000+ contacts.

Mobile App B2B2C Product Design Sales
View App

Oxy Oil & Gas

Energy
2009 - 2015

Mechanical Engineer working on pipeline integrity risk modeling software for Permian Basin and Colombia assets. Implemented H2S monitoring programs and conducted risk matrix analysis of near-miss incidents.

Risk Modeling Data Analysis Engineering Compliance
View Details

Technical Arsenal

Core competencies for modern data science

💻 Software Engineering

Python SQL R Git GitHub Pandas NumPy

📐 Mathematics & Statistics

Statistical Modeling Regression Analysis Hypothesis Testing Bayesian Methods Linear Algebra Probability Causal Inference

🎯 Domain Expertise

Sports Analytics Oil & Gas Mechanical Engineering B2C Apps Product Management

🛠️ Tech Tools

Jira Anaconda & Jupyter Excel