I believe technology creates the greatest value when it simplifies complex decisions and enables better outcomes. My work focuses on combining product thinking, AI, business strategy, and disciplined execution to build scalable technology ventures.

About Me

Translating Complexity into Structured Execution

My experience spans engineering, AI operations, entrepreneurship, and technology management, enabling me to approach challenges from both technical and business perspectives. I enjoy designing practical solutions that balance innovation with real-world execution.

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Artificial Intelligence & Data Systems

Supporting reliable AI systems through structured evaluation, data quality assurance, and scalable validation processes.

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Business Strategy & Execution

Designing efficient systems, scalable workflows, and execution strategies that enable sustainable business growth and operational excellence.

Professional Experience

2024 - Present

Founder & Operator

Ethical Techways Digital & Business Enablement Venture Built structured operating workflows across multi-client engagements Automated processes to improve scalability and execution velocity Led cross-functional freelance teams & managed end-to-end execution
2020 - 2021

Digital Associate - Amazon

Amazon Development Centre Pvt. Ltd. Performed large-scale human annotation and semantic segmentation for computer vision models (Amazon Astro project) Improved AI model accuracy to approximately 98% through high-quality dataset labeling Exceeded productivity benchmarks by up to 2.9× while maintaining strict quality SLAs Collaborated cross-functionally to resolve edge cases and ensure annotation guideline adherence
PROFESSIONAL CERTIFICATIONS

Professional Scrum Product Owner™ I (PSPO I)

Scrum.org | Issued May 2026 Validated expertise in Agile Product Ownership, product strategy, backlog management, stakeholder collaboration, and value-driven product development. Demonstrates the ability to align business objectives with customer needs while managing product lifecycles in Agile environments. Key Competencies: • Agile Product Management • Product Strategy & Vision • Stakeholder Management • Scrum Framework • Value-Driven Product Development
PROFESSIONAL CERTIFICATIONS

Basic Proficiency in KNIME Analytics Platform (L1)

KNIME | Issued Feb 2026 Demonstrates proficiency in data preparation, workflow automation, and visual analytics using KNIME Analytics Platform. Skilled in building structured analytical workflows to support data-driven decision-making and business process optimization. Key Competencies: • Data Analytics • Workflow Automation • Data Preparation • Business Intelligence • Visual Analytics
2022 - 2023

Freelance Content Writer

Upwork (International Clients) Delivered technical and domain-specific content across technology, finance, and engineering sectors Maintained consistent quality standards under tight international deadlines Adapted to diverse client requirements across structured research and content execution projects
2022

Technical Content Writer

Yagen Robotics Pvt. Ltd. Authored whitepapers and instructional documentation for robotics and IoT applications Collaborated with R&D teams to document technical logic and prototype behavior Simplified complex engineering concepts into structured learner-focused documentation

Education Credentials

2024 - 2026

Master of Business Administration (MBA) – Technology Management

Anna University, College of Engineering, Guindy (CEG), Chennai Focused on Operations, Team Management, Business Strategy, Statistics, Logistics, Team Leadership, and Technology-driven decision-making MBA Project: Feasibility Assessment of an AI-Assisted Automotive Consulting Platform (India Market) Conducted structured analysis to evaluate awareness, perceived utility, UI/UX acceptance, behavioral readiness, and overall market viability of AI-enabled digital advisory systems for automobile purchase decisions
2015 - 2019

Bachelor of Engineering (B.E.) – Mechanical Engineering

Anna University (BIT Campus), Trichy UG Project: Failure Analysis of Crankpin and Rectification Conducted technical root-cause analysis and developed cost-effective engineering solutions

Strategic & Business Capabilities

Structured Problem Solving
90%
Product Strategy & Planning
85%
Business Process Optimization
80%
Stakeholder Management
85%
Strategy Execution & Delivery
90%

Technology & Analytical Capabilities

AI Evaluation & Data Operations
90%
Data Analytics & Workflow Automation
80%
AI Tool Integration & Automation
85%
Digital Product & Systems Execution
80%
Research & Insight Development
85%
CORE CAPABILITIES

Turning Complex Problems into Scalable Solutions

Combining structured problem-solving with product thinking, AI, and business execution, I approach complex challenges by identifying underlying problems, evaluating opportunities, and building practical systems designed to scale.

Analytical & Problem Solving

90%

Structured problem-solving, critical thinking, ambiguity navigation, and data-informed decision-making.

AI Evaluation & Data Systems

90%

AI data annotation, semantic segmentation, quality evaluation, structured validation, and scalable AI data workflows.

Business Operations & Process Design

85%

Designing structured workflows, optimizing business processes, and building repeatable systems for efficient execution.

Product Strategy & Execution

85%

Translating customer problems and business opportunities into product strategies, priorities, and structured execution plans.

PRACTICAL EXPERTISE

Applied Business & Technology Capabilities

Hands-on capabilities spanning communication, digital systems, research, and growth—supporting the ability to move from ideas and insights to structured, real-world execution.

Executive Communication & Presentation

Strategic Storytelling, Pitch Development, Presentation Design, Data Visualization & Insight Communication

Digital Systems & Web Execution

WordPress, Elementor, Web Infrastructure, Digital Platforms & Workflow Integration

Research & Market Intelligence

Market Research, Competitive Analysis, Feasibility Studies, Consumer Insights & Business Documentation

Growth & Digital Strategy

Go-to-Market Thinking, Digital Marketing, Campaign Strategy, Performance Analytics & Growth Experimentation

Let's Connect
Open to meaningful conversations around technology, innovation, entrepreneurship, and building scalable businesses.
Organizations & Teams I've Worked With

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