A

Aravind Kolumum Raja

Consultant

Mumbai, Maharashtra, India15 yrs 9 mos experience
AI EnabledAI ML Practitioner

Key Highlights

  • 15 years of experience in AI and data science.
  • Expertise in building AI systems and customer insights.
  • Strong background in quantitative finance and analytics.
Stackforce AI infers this person is a Data Science and AI Strategy Consultant with a focus on enterprise solutions.

Contact

Skills

Core Skills

Ai StrategyProduct ArchitectureAi SystemsCustomer CareBusiness StrategyMachine LearningCustomer RetentionClassification ModelsQuantitative TechniquesEconometric ForecastingFinancial Analysis

Other Skills

AI/ML StrategyAWSLLMsRAG FrameworksHealthcare BotsDeep LearningStatistical LearningCausal InferenceMarketing InitiativesRegression ModelsForecasting ModelsStatistical SoftwareValuation ModelsArtificial Intelligence (AI)Statistical Modeling

About

I currently consult part-time on AI strategy, supporting organizations with architecture, product thinking, and the application of technologies spanning large language models, multimodal AI, machine learning, advanced analytics, and automation. I graduated with a Master’s in Statistics from Columbia (GSAS Class of ’12) and my background spans 15 years across data science, AI, and quantitative finance — including roles at D. E. Shaw, Reliance, and Jio Platforms, where I worked on AI systems, customer insights, and enterprise applications In parallel, I’m engaged in independent work related to product design and applied intelligence. Open to collaborations, teaching opportunities, and thoughtful exchanges.

Experience

15 yrs 9 mos
Total Experience
2 yrs 3 mos
Average Tenure
--
Current Experience

Cyraacs™

Senior Consultant -AI Strategy and Transformation

Mar 2025Present · 1 yr 2 mos · Bengaluru, Karnataka, India · Remote

  • Assisting with AI-led transformation initiatives for an enterprise cybersecurity platform focused on CISO services. My work spans product architecture, AI/ML strategy, and integrating LLM-based capabilities into secure, scalable solutions hosted on AWS. I collaborate with leadership teams to embed intelligence and automation into core offerings.
AI StrategyProduct ArchitectureAI/ML StrategyAWS

Career break

Personal goal pursuit

Jan 2024Mar 2025 · 1 yr 2 mos · Mumbai

  • Sabbatical

Jio platforms limited (jpl)

AVP - AI Center of Excellence

May 2023Dec 2023 · 7 mos · Mumbai, Maharashtra, India · Hybrid

  • Worked on building AI systems and utilizing LLMs and RAG frameworks for Improving Customer Care, creating healthcare bots, and use cases for Oils to Chemical (O2C) business. Also involved with workshops and candidate evaluation for AI and Data Science for Jio Institute
AI SystemsLLMsRAG FrameworksCustomer CareHealthcare Bots

Reliance industries limited

M&A / Strategic Investments

Nov 2021May 2023 · 1 yr 6 mos · Mumbai, Maharashtra, India

Business Strategy

Jio

2 roles

Assistant Vice President

Promoted

Aug 2017Nov 2021 · 4 yrs 3 mos

  • Member of core team of AI Scientists/Problem solvers reporting to Head of Technology for various ML/Data Science initiatives
  • Managing/Mentoring a small team of young Data Scientists
  • Built Customer Retention framework and deployed Customer Churn model using Machine learning/Deep Learning techniques for proactive retention management .
  • Worked on Architecture, design and testing for Customer 360 solution for Jio from ground up.
  • Core member of Artificial Intelligence - Community of Practice group within the organization to enable hyper collaboration and learning efforts on AI
  • Worked with Network Optimization team within Jio for optimizing network experience and recommended solutions/actionable items after building Statistical learning/Causal inference models to improve coverage, interference and other aspects of network experience and identify causes of call drops/mutes
  • Analyzed and reported underperforming devices to Management after statistical analysis of Samsung trace logs of EnodeB's (4g equivalent of Base Station Transceiver )
  • Worked on implementing parallelized fast version of Jonker-Volgenant Algorithm (Linear Assignment) to build a solution for optimizing route of Jio Fiber technicians such that they cover the least cumulative distance possible during the day.
  • Studied /Analyzed data pertaining to Customer Care and recommended solutions to reduce IVR hits, improve care experience and save on cost through automated solutions without the need for human interaction. Partner evaluation included evaluating financial models and assess competing technologies.
  • Lead the initiative for design and analysis of Network Experience surveys for customers Pan India through Jio's Campaign Management tool.
  • Evaluated and worked with AI Partners Razorthink Tech, Symphony Ayasdi AI, and Interactions ( for conversational AI bots )
Machine LearningDeep LearningStatistical LearningCausal InferenceCustomer Retention

Senior Data Scientist

Oct 2016Aug 2017 · 10 mos

  • Worked with the Chief Data Scientist on various initiatives pertaining to launch of Jio .
  • Marketing initiatives included building classification models to identify high networth individuals to pitch premium telecom products , analyzing and cohorting usage behaviour of existing customer set
Classification ModelsMarketing Initiatives

D. e. shaw & co.

Analyst

Feb 2012Oct 2016 · 4 yrs 8 mos · Greater New York City Area

  • Reported to Managing Director as part of Hybrid Fusion (Quantamental Trading Strategies) for Equity Markets (Asia/North America)
  • Utilized quantitative techniques on financial and macroeconomic data to build robust multi factor regression models and testing these models by conducting simulations for various projects.
  • Built a quantitative forecasting model to predict the USD-INR exchange rate using Econometric and fundamental/technical data
  • Quantitative approaches to fundamental investing, Co-integration testing ,assisting Sell-side brokerage research on generation of research reports pertaining to Indian markets and dynamic cluster analysis of equity markets.
  • Worked with the Private Equity division of D E Shaw on a classified predictive modelling project using PE secondary market data.
Quantitative TechniquesRegression ModelsForecasting Models

Crisil

Analyst

Oct 2009May 2010 · 7 mos · Mumbai Area, India

  • Analyst at the Economic Research division of CRISIL
  • Responsibilities included assisting senior economists in a various projects which include Econometric forecasting involving use of Statistical software ‘Stata’, aiding in the preparation of monthly publication ‘Eco view’ among others. A Key assignment was the Demand forecasting for various categories of automobiles for SIAM (Society for Indian Automobile Manufacturers)
Econometric ForecastingStatistical Software

Ernst & young

Analyst

Aug 2007Oct 2009 · 2 yrs 2 mos · Mumbai Area, India

  • Financial Analyst, Valuations, E&Y
  • Responsibilities include interacting with clients to understand the dynamics of the business as well as the industry, reading and summarizing annual reports, industry and company research, preparation of valuation model and report including calculation of key financial ratios., Brand Valuation, opinion on Swap ratio for mergers, Valuation for corporate restructuring, Purchase Price Allocation etc
Financial AnalysisValuation Models

Education

Columbia University

Master of Arts (M.A.) — Statistics

Jan 2010Jan 2012

Anna University Chennai

BE — Electronics & Telecommunication

Jan 2002Jan 2006

NYC Data Science Academy

Certificate Bootcamp

Jan 2016Jan 2016

Rajhans Vidyalaya (CBSE)

High School

Jan 1997Jan 2002

QuantInsti

Executive Program in Algorithmic Trading — Algorithmic Trading

Apr 2023Nov 2023

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