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Nitin Agrawal

Built analytics behind IBKR’s 300K → 5M global accounts | MS Univ. of Illinois Chicago | IIT-BHU | Data, AI & Analytics.

Mumbai

19+ years of work experience

Interactive Brokers
Jun 201412 yrs 3 mosPresent

Mumbai Area, India

• Set up the data analytics function at IBKR from scratch, introduced Python, R, dbt, Snowflake, Power BI and Claude AI across marketing and product teams; grew the function to a 5-person team • Core member of the analytics team during IBKR's growth from 300,000 to 50 million global accounts, built the marketing attribution, customer segmentation, and pipeline infrastructure that supported this growth • Optimised a $200M annual marketing budget using AI-enabled attribution models across Google, Facebook, and email channels • Saved $100K in a single campaign by identifying 98% of Facebook ad clicks were from non-target geographies using IP location analysis • Replaced C-suite Excel reporting with real-time Power BI dashboards — enabling stakeholder self-serve and freeing the data team from manual reporting cycles • Implemented dbt + Snowflake for version-controlled, modular data transformations — significantly improved pipeline reliability and analyst productivity • Contributed to the official Interactive Brokers R API; represented IB at the R/Finance Conference, where the work helped attract sophisticated high-value traders to the platform 
• Leveraged Claude AI (Sonnet) and Claude Code for workflow automation — reduced dashboard build time from days to hours (10x productivity gain) • Mentored 4 analysts from zero data background to full professional capability in Python, SQL, R, Power BI and Tableau
Press Ganey Associates
Jun 20136 mosNov 2013

Baltimore, Maryland Area

Clustering and sentiment analysis on 100GB+ healthcare datasets. Managed intern team, presented to executive leadership.
University of Illinois at Chicago
Aug 20121 yr 5 mosDec 2013

Greater Chicago Area

Hadoop + LDA topic modelling on labour market data. Social media influence network analytics
HCL Technologies
Mar 20111 yr 5 mosJul 2012

Bengaluru Area, India

ETL and BI for capital market trade surveillance. Real-time pipelines across equity and fixed income.
Tata Consultancy Services
Jun 20064 yrs 9 mosFeb 2011

Gurgaon & Belgium

India & Belgium: BI and data warehousing for NedBank, Rabobank, KBC. End-to-end Oracle/OBIEE delivery across multilocation teams

Nitin’s AI Stack

aistudio
aistudio
anthropic apis
anthropic apis
antigravity
antigravity
claude code
claude code
claude
claude
codex
codex

Education

University of Illinois Chicago

MS, Management Information Systems

University of Illinois Chicago

20122 yrs2014
Indian Institute of Technology (Banaras Hindu University), Varanasi

Bachelor of Technology

Indian Institute of Technology (Banaras Hindu University), Varanasi

20024 yrs2006

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Headline

Built analytics behind IBKR’s 300K → 5M global accounts | MS Univ. of Illinois Chicago | IIT-BHU | Data, AI & Analytics.

About

I spent 12 years inside Interactive Brokers, an NYSE-listed US brokerage serving 5 million accounts across 150+ countries. Building the analytics infrastructure that supported their global growth from 300,000 accounts to where they are today. Before joining IB, I studied at the University of Illinois Chicago (MS, MIS - GPA 3.82, Dean's Full Tuition Waiver) and IIT-BHU, one of India's most selective engineering institutions (top 0.2% nationally). I've worked with global teams across the US, Europe, and Asia throughout my career. At IBKR I built the data analytics function from scratch, there was none when I joined. I introduced Python, R, dbt, Snowflake, Power BI and Claude AI across marketing and product teams, grew the function to a 5-person team, and helped optimise a $200M annual marketing budget. One of my favourite wins: I saved $100K in wasted Ad spend in a single campaign. I also contributed to the official IB R API and presented at the R/Finance Conference in Chicago, where our work helped attract sophisticated high-value traders to the platform. Data Engineering, Analytics, BI, ML, GenAI — for fintech, marketing-led, and healthtech companies globally. Python · R · SQL · dbt · Snowflake · Power BI · Tableau · PyTorch · Claude AI · AWS

Location

Mumbai

AI stack

aistudio

anthropic apis

antigravity

claude code

claude

codex

Work experience

Senior Data & Analytics Leader - Marketing, Product & Trading at Interactive Brokers, Jun 2014 - Present · 12 yrs 3 mos, Mumbai Area, India, • Set up the data analytics function at IBKR from scratch, introduced Python, R, dbt, Snowflake, Power BI and Claude AI across marketing and product teams; grew the function to a 5-person team • Core member of the analytics team during IBKR's growth from 300,000 to 50 million global accounts, built the marketing attribution, customer segmentation, and pipeline infrastructure that supported this growth • Optimised a $200M annual marketing budget using AI-enabled attribution models across Google, Facebook, and email channels • Saved $100K in a single campaign by identifying 98% of Facebook ad clicks were from non-target geographies using IP location analysis • Replaced C-suite Excel reporting with real-time Power BI dashboards — enabling stakeholder self-serve and freeing the data team from manual reporting cycles • Implemented dbt + Snowflake for version-controlled, modular data transformations — significantly improved pipeline reliability and analyst productivity • Contributed to the official Interactive Brokers R API; represented IB at the R/Finance Conference, where the work helped attract sophisticated high-value traders to the platform • Leveraged Claude AI (Sonnet) and Claude Code for workflow automation — reduced dashboard build time from days to hours (10x productivity gain) • Mentored 4 analysts from zero data background to full professional capability in Python, SQL, R, Power BI and Tableau

Intern, Product Analytics at Press Ganey Associates, Jun 2013 - Nov 2013 · 6 mos, Baltimore, Maryland Area, Clustering and sentiment analysis on 100GB+ healthcare datasets. Managed intern team, presented to executive leadership.

Research Assistant at University of Illinois at Chicago, Aug 2012 - Dec 2013 · 1 yr 5 mos, Greater Chicago Area, Hadoop + LDA topic modelling on labour market data. Social media influence network analytics

Senior Software Engineer at HCL Technologies, Mar 2011 - Jul 2012 · 1 yr 5 mos, Bengaluru Area, India, ETL and BI for capital market trade surveillance. Real-time pipelines across equity and fixed income.

IT Analyst at Tata Consultancy Services, Jun 2006 - Feb 2011 · 4 yrs 9 mos, Gurgaon & Belgium, India & Belgium: BI and data warehousing for NedBank, Rabobank, KBC. End-to-end Oracle/OBIEE delivery across multilocation teams

Education

MS, Management Information Systems, University of Illinois Chicago

Bachelor of Technology, Indian Institute of Technology (Banaras Hindu University), Varanasi