Aspiring Product Leader, AI, Data Science, Machine Learning, Data Visualisation, UX

With a background in data management and analysis, product and UX, I want to pivot in AI with focus in Generative, Explainable AI, and Agent Worflows driven products. I am actively learning in this space and have hands-on projects in machine learning, and data science. I enjoy building practical tools that combine data insights with emerging technologies like Generative AI. I'm working in Python, Analytics, Generative AI and LLM integrations, creating prototypes and solutions that are both user-friendly and impactful.

My Area of Expertise

I'm good at Data Analysis, Data Science, Product, UI/UX design, and rapid prototyping.

Data Science

Python, Machine Learning, Forecasting Methods, Time Series Analysis

UX Design and Product Ideation

Design Thinking, Figma, Rapid Prototyping, Mobile App, Website Design

Rapid Prototyping

Mobile App, Website Design

Data Analysis

Exploratory Data Analysis, Statistical Analysis, Machine Learning

Data Visualisation

Building interactive Dashboards, Tableau

Advisory Consulting

Performance Frameworks, Product Management

My Work

Combination of client and academic projects and assignments, and hands-on practice projects

Haggis Hopper Taxi Business Insights

Academic Project Kin Karta Consulting . Urban Transport . Strathclyde University

Comprehensive Data Analysis of taxi trip logs uncovering demand patterns, customer behavior, and geographic hotspots using advanced analytics. Built forecasting models and performed time series analysis to predict demand and drive data-informed resource allocation.

Walmart Black Friday Sales Analysis

Individual Assignment Scaler Academy . Walmart Data . Ecommerce Industry

Conducted comprehensive analysis of Walmart's Black Friday sales data to identify purchasing patterns, customer behavior, and revenue optimization opportunities.

Proof Space

Product Ideation . Personal Project

Revolutionizing tech hiring by prioritizing verifiable technical contributions over social engagement, creating a platform where developers trade performance metrics for visibility and recruiters discover talent based on impact rather than activity.

Website Teardown & UX Audit: Product Space PM Fellowship Website

Product Space Product Analyst . UX Strategist . UX Research

Tear down/UX audit and strategic redesign recommendations for Product Space PM Fellowship website.

Banking Client Issue Remediation Data Platform

Personal Project . Fictitious Banking Client Decision Management

In Ideation: End-to-End Banking Client Issue Remediation Data Platform with lifecycle of identifying, analyzing, and resolving customer-impacting issues for a retail bank, featuring SQL analysis, data visualization, and regulatory-ready documentation.

Credit Risk Prediction

Individual Assignment Scaler Academy . Loan Tap Data . Fintech

Built a credit risk prediction model using customers’ financial and employment attributes to predict creditworthiness and loan approval status.

AI-Powered DORA Metrics Analyzer: DevOps Analytics

Personal Project Software Engineering . DevOps . Personal Project

Prototyping a Flask-based web app using LLM with Retrieval-Augmented Generation to analyze DORA metrics via natural language prompts, delivering industry-informed, context-aware insights for stakeholders.

Performance Management System for NSAR Operations

NSAR Academic Project Team University of Strathclyde . Capstone Project . United Kingdom

Developed performance management system for NSAR project team of Strathclyde using metrics causal maps and logic models, enabling Bayesian-network-driven performance tracking and data-informed decisions.

Strategic Advisory Consulting Proposal for District Heating Networks

Sustainable Glasgow University of Strathclyde . Capstone Consulting Project . United Kingdom

Developed a strategic advisory proposal to accelerate District Heating Networks, aligning with Net Zero goals.

Digital Retail Bank Launch Strategy leveraging BaaS (Banking-as-a-Service)

Synpulse Consulting University of Strathclyde . Consulting . Group Project . United Kingdom

Delivered a launch strategy for a fictitious digital retail bank leveraging BaaS (Banking-as-a-Service), focusing on vendor evaluation, regulatory alignment, and digital-first product design.

Tablet UI

Compliance Management System

Client Project Application UX Redesign . Product Ideation . Mobile App . iPad . iOS · UX-UI Concept

Redesign concept for an organization's outdated Compliance Management System, aimed at improving usability and enabling assessment recording via iPads and iPhones for field accessors.

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Tablet UI

Pet Me

Personal Project . Fun UI Exploration . Figma Practice Product Ideation . Mobile App · Hybrid . UX-UI Concept

Designed a mobile app concept for pet care management for pet owners and pet care service providers, enabling pet owners manage grooming, adoption, and scheduling.

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Tablet UI

BobaBean

Personal Project . Fun UI Exploration . Figma Practice Product Ideation . Mobile App · Hybrid | Tablet

BobaBean is a mobile app concept for a boutique vegan café, designed to let coffee lovers customize their brew soul-deep. It recreates the cozy, intuitive feel of in-store ordering through playful layouts and tactile interactions. A fun UI exploration and Figma practice, the project reflects the café’s warm personality.

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State 1

Boards and Paddles

Personal Project . Fun UI Exploration . Figma Practice Product Ideation . Mobile App · Hybrid

Boards and Paddles is a concept platform designed to build a vibrant community of ocean sports enthusiasts. It focuses on making events, reviews, and themes more engaging and accessible for fun-loving, curious users.

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Get in touch

umaramanathan54@gmail.com
+91 89396 33321
Chennai, India