Kanish Godani
Portfolio Snapshot
Experience
4
Projects
4

👋 Hi, my name is

Kanish Godani

Data Scientist & Analyst | AI Enthusiast

Curious about patterns, focused on outcomes — actively exploring roles in Data Science, Analytics, and ML/AI engineering.

💼 My Journey

Experience

My professional journey in data science and analytics.

Data Science Intern

Second Wind Pro

New York, NYJan 2026 - May 2026 | Jun 2025 - Aug 2025

Worked on building a data pipeline to clean and validate thousands of NFL and college player records, ensuring the data was reliable enough to build on. Used that foundation to engineer meaningful features that bridge college performance to NFL potential, helping the model understand what actually translates across levels. Built and validated a regression model to predict player contract values, with interpretability layers added so stakeholders could understand not just the predictions, but the reasoning behind them.

Tech Stack
PythonXGBoost RegressorPandasNumPyScikit-learnSHAP
Technical Skills
Data ValidationMachine LearningFeature EngineeringPredictive ModelingModel ExplainabilityTime-Series ValidationBacktesting
Soft Skills
Critical ReasoningProblem SolvingTime ManagementAlgorithmic Thinking

Technical Consultant

Business Intelligence Group, UIUC

Champaign, ILAug 2025 - Dec 2025

Designed an AI-powered in-flight medical triage system that helps cabin crew manage health events autonomously, reducing dependence on ground physicians for low-risk cases. Architected an edge-based solution that classifies patient vitals in real time, with explainability built in so crew can understand and trust the recommendations being made. Balanced technical depth with practical constraints — privacy compliance, connectivity limitations, and crew usability — to deliver a system designed for real-world aviation environments.

Tech Stack
CNNGradient BoostingTensorRTAES-256REST APIs
Technical Skills
AI System DesignExplainable AIData PrivacyRisk Assessment
Soft Skills
Technical DocumentationDescision MakingAttention to DetailCross-domain Thinking

Consultant

Illinois Business Consulting, UIUC

Champaign, ILJan 2025 - May 2025

Worked closely with cross-functional teams to analyze recruitment data for a financial services client, identifying where outreach was falling short and what could be done differently. Translated those findings into a data-driven marketing strategy that meaningfully improved how the client reached potential candidates. Led stakeholder interviews and synthesized survey responses into structured reports and content recommendations that directly shaped the clients talent acquisition approach.

Tech Stack
ExcelGoogle Forms
Technical Skills
Survey AnalysisMarket ResearchData InterpretationStrategy Reporting
Soft Skills
Stakeholder ManagementStrategic ThinkingResearchCommunication

Data Analyst Intern

Symbo SouthAsia Enterprises

Mumbai, MHJan 2024 - Jun 2024

Worked with large volumes of raw customer and policy data, cleaning and standardizing it from the ground up to make it reliable for analysis. Dug into the data to uncover behavioral patterns through clustering, turning those segments into actionable product recommendations for the business. Built dashboards and automated reporting workflows that replaced manual processes, giving product and marketing teams a clearer, real-time view of performance.

Tech Stack
SQLPower BIPythonExcelSnowflakePandasNumPyMatplotlibScikit-learn
Technical Skills
Customer SegmentationDashboard AutomationData CleaningClustering
Soft Skills
Data StorytellingBusiness AcumenCross-functional CommunicationAnalytical Thinking
✨ Featured Work

Featured Projects

A selection of data science and analytics projects showcasing my skills in machine learning, cloud computing, and data visualization.

ai & ml

Vibes Recipe - AI Recipe Recommendation App

Built an AI-powered recipe recommendation app that understands what you're in the mood for — not just what ingredients you have. Combines semantic search with LLM generation to surface recipes that actually match the vibe you're going for.

Result: Improved recommendation relevance by 75% while keeping query response under 3 seconds.

PythonSentence-TransformerpgvectorFastAPIGroqCerebrasRAGPostgreSQLClaude Code (Opus 4.6)
data science

U.S. Electricity Generation Efficiency Forecasting

Built a machine learning pipeline to forecast electricity generation efficiency across U.S. states, pulling in millions of time-series records from a government energy API. Trained and deployed forecasting models on AWS to predict state-level efficiency trends with high accuracy.

Result: Achieved a forecast RMSE of 1.96 across state-level efficiency predictions.

PythonEIA APIAWS S3AWS SageMakerTimeGPTProphet
analytics

Music's Impact on Mental Health Analysis

Explored the relationship between music listening habits and mental health outcomes using MxMH survey data, analyzing how different genres correlate with varying mental health indicators. Translated the findings into visual stories in Tableau that surfaced patterns useful for improving music therapy recommendations.

Result: Surfaced genre-specific patterns that improved music therapy accuracy by 30%.

TableauExcelCorrelation & Regression AnalysisData Visualization
analytics

Multi-Facility Operations Optimization

Analyzed operational data across multiple facilities to uncover cost inefficiencies and production bottlenecks hiding in the numbers. Built KPI dashboards and trend analysis reports that gave decision-makers a clear picture of where performance was lagging and what to act on.

Result: Identified cost inefficiencies that drove a 10% improvement in production efficiency across 20 facilities.

Power BIPower QueryTime-Series AnalysisDAXExcelKPI Dashboarding
🛠️ My Toolkit

Technical Skills

A comprehensive set of technologies and tools I use to build data-driven solutions.

Languages

PythonSQLRJavaC++

Libraries & Frameworks

PandasNumPyScikit-learnTensorFlowPySparkMatplotlibSeabornPyTorch

Tools

Power BITableauExcel (VBA)Looker StudioPower QueryJupyterGit

Cloud & Databases

AWS (S3, Lambda, Redshift, SageMaker)GCP BigQuerySnowflakeMySQLPostgreSQLMongoDB

Beyond Data

The interests that keep my work creative and human.

I bring the same curiosity I use in analytics to the things I enjoy outside work: exploring places, stories, sound, moments, and team play.

Travel
New places, new perspectives.
Music
Rhythm that keeps ideas flowing.
Movies
Storytelling and strong narratives.
Photography
Finding detail in everyday scenes.
Soccer
Energy, teamwork, and momentum.
🚀 Get in Touch

Let's Connect

I'm always interested in discussing data science, analytics, and exciting opportunities. Feel free to reach out if you'd like to collaborate or just say hello!

Email MeCall Me

Or connect with me on

LinkedInGitHub
Champaign, Illinois