Today I want to share the story of a remarkable friend — a Chinese woman who now works as a Front-Office Quant Analyst at Morgan Stanley, sitting side by side with traders and salespeople on the floor.
Her job is not just about writing code in isolation. She builds models that move fast, adapt in real-time, and interface directly with trading decisions.
In her own words:
“Every parameter I tweak is connected to a trade worth millions. There’s no debug button on the trading floor.”
But as powerful as she is now, her journey wasn’t smooth. Like many international students, she started with rejections, silence, and self-doubt. What made the difference?
Two things: a strategic mindset, and a precise use of LinkedIn networking.
🎯 In Finance, You’re Not Just Applying to Companies — You’re Applying to the Right Team
One key insight she shared changed how I view recruiting:
“One company, one job title? No. It’s actually 3–5 different teams — each with their own hiring styles, preferences, and tech stacks.”
That’s especially true for quant roles, where the job description may be the same, but the actual day-to-day reality can differ drastically depending on the group.
So she designed a system to network not just into companies, but into the exact team she wanted.
☕ Coffee Chat Strategy: 5 Steps to Land the Right Team
1️⃣ Define the Company & Role
She was laser-focused:
Morgan Stanley | Front-Office Quant Analyst (Sales & Trading side)
A high-stakes, fast-paced role combining modeling, real-time execution, and market sense.
2️⃣ Extract Team Clues from Past Job Descriptions
She combed through historical JDs and extracted recurring keywords:
- Team-related: Equity Derivatives / Electronic Trading
- Core competencies: Real-time pricing, Market microstructure, Risk exposure
- Tech stack: C++, Python, KDB+, Low-latency systems
🧠 These told her:
“This team values execution speed, deployment-ready code, and practical trading impact — not just theoretical models.”
3️⃣ Use LinkedIn to Search for Team Members
She went to Morgan Stanley’s LinkedIn page → People → Search, using terms like:
"Quant" AND "Sales & Trading""Electronic Trading" AND "Quantitative Analyst"
She paid attention to:
- Academic backgrounds (CS / FinMath / Physics)
- Whether they talked about live deployment, performance tuning, trading context
- Any mention of “our team” or “we’re hiring”
She filtered out recruiters and broad “strategy” profiles, and focused on those actively working in the trenches.
4️⃣ Reach Out — Not with a Resume, but with a Conversation
She found a female quant working in Electronic Trading and sent this:
“Hi, I noticed you’re working on real-time execution in the Morgan Stanley Electronic Trading team. I’m currently building an event-driven volatility adjustment strategy with simulated live data. I’d love to ask how your team thinks about the latency vs. precision trade-off.
If you’re open to it, I’d be happy to share my code summary for exchange and feedback 🙏”
📌 No resume attached.
📌 No ask for referral.
📌 Just an intelligent, value-driven question.
✅ Result?
After two chats — one technical, one strategic — the conversation naturally shifted to:
“Hey, I think you’d be a great fit. Want me to pass your resume to our team?”
She got the interview. She got the offer. She’s now on the trading floor.
🚀 Strategy 2: Same Role, Different Companies
She didn’t stop at Morgan. She also chatted with people in similar quant roles at other firms — Citadel, Jane Street, JPMorgan, etc.
“I realized different firms define ‘quant’ differently:
- A values technical coding power
- B cares more about business-driven modeling
- C loves cross-functional communication and speed”
Through these conversations, she learned what kind of quant she truly is — and where she fits best.
✉️ DM Templates that Actually Work
Here’s one of her favorite approaches:
“Hi, I’m currently preparing for Quant Analyst roles and really admire the work your team does on [project].
I recently completed a similar project on [topic] and had a few questions around [challenge]. Would you be open to a quick 10-minute chat to compare notes?”
It’s clear, relevant, respectful — and shows you’ve done your homework.
🎓 Final Takeaways From Her Journey:
- You don’t need a huge network. You need a precise one.
→ Find the right people in the right teams. - Don’t ask for help — ask better questions.
→ That’s how you earn respect and open doors. - Give value first, always.
→ Share your work. Share your insights. Show your thinking.
Want to Follow Her Steps?
I’ve put together a copy of the tools she used:
- 🧩 JD keyword extractor prompt
- ☕ Coffee Chat question list
- 💬 DM templates that got replies
- 📄 Quant project summary template
👉 Comment “Quant Kit” or DM me, and I’ll send it your way.
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