How to Pivot from Finance to Data Science
A practical playbook from someone who actually did it — from trading floor to ML engineer, without a CS degree or bootcamp debt.
Read moreThree companies founded. Dozens of projects shipped. 15+ years across engineering, data science, and Wall Street. I build production AI systems, coach career transitions, and lead teams that ship.
Founded Companies
AI-powered literacy platform transforming how people read and learn
iReadifybooks.comB2B AI consulting for enterprise ML adoption and deployment
Enterprise ConsultingCareer coaching, mentorship, and upskilling for finance-to-tech career changers
clarencestephen.comServices
From AI strategy to career coaching, I help individuals and organizations reach their next level.
End-to-end ML pipeline design, model selection, and deployment strategy. I help you choose the right approach, avoid costly mistakes, and build systems that scale.
Python, React, cloud infrastructure -- from prototype to production. I build robust, maintainable applications with modern tooling and best practices.
Predictive modeling, NLP, computer vision, and business intelligence. I turn raw data into actionable insights and production-grade ML systems.
CTO-as-a-service, team building, code review, and engineering culture. I help organizations build high-performing technical teams and sustainable processes.
Data science interview prep, resume review, and job search strategy — built for finance-to-tech career changers. Action plan in the first session, real feedback, real results.
Common App essays, school list strategy, and interview prep. Part of the Advanced Upskilling / College Prep package ($2,500 for 8 sessions). Personalized guidance to help students stand out in competitive admissions.
Pricing
Start with a free call. No pressure, no commitment -- just an honest conversation about your goals.
1 session (60 min) + action plan. One focused hour on your most pressing challenge.
Get Started4 sessions (bi-weekly) + materials + email support. Full coaching engagement.
Book Now8 sessions + async support + priority scheduling. Deep transformation with between-session access.
Get StartedPortfolio
A selection of projects that demonstrate breadth across AI, engineering, and product development.
AI-powered adaptive reading platform with personalized content, text-to-speech, and intelligent recommendations.
Enterprise AI consulting framework for rapid ML adoption, from assessment to production deployment.
Book recommendation engine using collaborative filtering and NLP-based content analysis.
NLP-powered academic paper search with vector embeddings and semantic similarity ranking.
LLM-powered financial analysis assistant with real-time market data and portfolio insights.
Quantitative trading strategy backtester with statistical analysis and risk management modules.
Process
A proven engagement process designed to deliver results efficiently and transparently.
We discuss your challenges, goals, and technical landscape. I ask the hard questions early so we can move fast later.
I architect the solution and build it with your team. Weekly checkpoints keep everything aligned with your vision.
Deploy to production with monitoring, documentation, and a thorough handoff. Your team owns it from day one.
Expertise
A deep and evolving toolkit spanning the full AI and software development lifecycle.
Recommendations
From LinkedIn recommendations by colleagues, mentees, and peers.
I had the pleasure of working closely with Clarence during his tenure at Tiger Global Management, and I can confidently say he is one of those rare professionals who combines exceptional talent with genuine integrity. He approaches every challenge with thoughtful analysis and clear, strategic thinking — and he does it with a collaborative spirit. Dependable, grounded, and truly one of the good guys. Any team would be fortunate to have him.
Clarence mentored me throughout the Correlation One data engineering program. His guidance was invaluable, especially in tackling complex financial data analysis projects. Beyond his technical prowess, Clarence is a natural leader. He effectively organized my project, valuing my inputs and recognizing my strengths. My project was adjudged one of the best in the program — a feat I could not have achieved without his leadership.
Clarence and I worked and studied together at Metis, the 12-week immersive data science bootcamp. He is an excellent coder with a sure knowledge of mathematical and statistical concepts. He is especially talented at creating recommendation systems and other imaginative applications with machine learning. Clarence is driven — a very hard worker and beyond determined. He will succeed at whatever he sets his mind to.
Insights
Thoughts on AI, engineering leadership, and building products that matter.
A practical playbook from someone who actually did it — from trading floor to ML engineer, without a CS degree or bootcamp debt.
Read moreThe questions you'll actually get asked, the system-design framing hiring managers look for, and the traps that sink smart candidates.
Read moreThe pattern I see across dozens of enterprise engagements — and the four decisions that separate the projects that ship from the ones that stall.
Read moreResume review, career coaching, or a production AI system — start with a free 15-minute call. No commitment. Honest answers.