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Careers in Quantitative Finance


            Ashwin Rao




     Columbia University, CS Lounge
               April 2013
My Background

โ— B.Tech. Computer Science. IIT-Bombay.

โ— Ph.D. Algorithmic Algebra. USC, Los Angeles.

โ— VP. Quant Strategist. Goldman Sachs, NY.

โ— Managing Director. Modeling. Morgan Stanley.

โ— Founder. ZLemma.com (A Tech Startup).
Define Quantitative Finance?

โ— For this talk, we limit the scope of definition to:

โ— Roles at Large Banks & Hedge Funds

โ— Trading Businesses involving Quant Analysis

โ— Requires advanced skills in Math/Stats/CompSci

โ— Requires sound understanding of trading markets
Some Examples

โ— Derivatives Trader

โ— Trading Desk Quant Strategist

โ— Derivatives Modeler, Econometric Modeler

โ— Algorithmic Trading Quant

โ— Analytics Developer
Trading Desk Strategist

โ— Focused on a specific business or product

โ— Deep knowledge of the specific market

โ— Blend of Math, Stats and programming skills

โ— Trading Strategies & Risk Management

โ— Work closely with Traders, Sales, Risk, IT, Ops
Derivatives Modeler

โ— Modeling stochastic dynamics of markets

โ— Solving derivatives pricing and hedging problems

โ— Expertise in Arbitrage-Free Pricing Theory

โ— Stochastic Calculus, PDEs, Numerical Methods

โ— Requires programming skills too, typically C++
Analytics Developer

โ— Requires strong Computer Science background

โ— Understanding of products and pricing models

โ— Tools for pricing, risk metrics, scenario analysis

โ— Data models, algorithms, functional programming

โ— Development of Domain Specific Languages
Algorithmic Trading Quant

โ— Markets are going increasingly electronic

โ— Systematic exploitation of market inefficiencies

โ— Analysis of historical market behavior & patterns

โ— Fleeting inefficiencies - Speed of execution key

โ— Systems programming & Statistics backgrounds
Preparation while at School

โ— Algorithms, Machine Learning, Functional Prog.

โ— Probability, Linear Algebra, Stats Modeling

โ— Basics of Derivatives Pricing (book by Shreve)

โ— Avoid studying advanced quant finance

โ— Much of your learning will happen on the job
What to expect during interviews

โ— Represent your abilities clearly and accurately

โ— Typically, a large and diverse set of interviewers

โ— Flood of puzzles, programming & math problems

โ— Questions in your claimed areas of expertise

โ— Evaluation of your communication and attitude
Current Wall Street Scenario

โ— Regulations have hurt the industry

โ— Compensation levels down from 5 years ago

โ— Still good for people with STEM backgrounds

โ— The tide is turning

โ— More emphasis on vanilla trading businesses
ZLemma - Algorithmic Career Guidance

โ— ZLemma.com evaluates your profile in detail

โ— ZLemma Quotient (ZQ) - your suitability for a job

โ— ZQ is your score out of 100 for a specific job

โ— Apply for high-ZQ jobs of interest to you

โ— Jobs ranging from Wall Street to Silicon Valley
Addendum


โ— Tune in to: blog.zlemma.com

โ— Write to: ashwin@zlemma.com

โ— Our app is your friend: zlemma.com

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Columbia CS - Roles in Quant Finance

  • 1. Careers in Quantitative Finance Ashwin Rao Columbia University, CS Lounge April 2013
  • 2. My Background โ— B.Tech. Computer Science. IIT-Bombay. โ— Ph.D. Algorithmic Algebra. USC, Los Angeles. โ— VP. Quant Strategist. Goldman Sachs, NY. โ— Managing Director. Modeling. Morgan Stanley. โ— Founder. ZLemma.com (A Tech Startup).
  • 3. Define Quantitative Finance? โ— For this talk, we limit the scope of definition to: โ— Roles at Large Banks & Hedge Funds โ— Trading Businesses involving Quant Analysis โ— Requires advanced skills in Math/Stats/CompSci โ— Requires sound understanding of trading markets
  • 4. Some Examples โ— Derivatives Trader โ— Trading Desk Quant Strategist โ— Derivatives Modeler, Econometric Modeler โ— Algorithmic Trading Quant โ— Analytics Developer
  • 5. Trading Desk Strategist โ— Focused on a specific business or product โ— Deep knowledge of the specific market โ— Blend of Math, Stats and programming skills โ— Trading Strategies & Risk Management โ— Work closely with Traders, Sales, Risk, IT, Ops
  • 6. Derivatives Modeler โ— Modeling stochastic dynamics of markets โ— Solving derivatives pricing and hedging problems โ— Expertise in Arbitrage-Free Pricing Theory โ— Stochastic Calculus, PDEs, Numerical Methods โ— Requires programming skills too, typically C++
  • 7. Analytics Developer โ— Requires strong Computer Science background โ— Understanding of products and pricing models โ— Tools for pricing, risk metrics, scenario analysis โ— Data models, algorithms, functional programming โ— Development of Domain Specific Languages
  • 8. Algorithmic Trading Quant โ— Markets are going increasingly electronic โ— Systematic exploitation of market inefficiencies โ— Analysis of historical market behavior & patterns โ— Fleeting inefficiencies - Speed of execution key โ— Systems programming & Statistics backgrounds
  • 9. Preparation while at School โ— Algorithms, Machine Learning, Functional Prog. โ— Probability, Linear Algebra, Stats Modeling โ— Basics of Derivatives Pricing (book by Shreve) โ— Avoid studying advanced quant finance โ— Much of your learning will happen on the job
  • 10. What to expect during interviews โ— Represent your abilities clearly and accurately โ— Typically, a large and diverse set of interviewers โ— Flood of puzzles, programming & math problems โ— Questions in your claimed areas of expertise โ— Evaluation of your communication and attitude
  • 11. Current Wall Street Scenario โ— Regulations have hurt the industry โ— Compensation levels down from 5 years ago โ— Still good for people with STEM backgrounds โ— The tide is turning โ— More emphasis on vanilla trading businesses
  • 12. ZLemma - Algorithmic Career Guidance โ— ZLemma.com evaluates your profile in detail โ— ZLemma Quotient (ZQ) - your suitability for a job โ— ZQ is your score out of 100 for a specific job โ— Apply for high-ZQ jobs of interest to you โ— Jobs ranging from Wall Street to Silicon Valley
  • 13. Addendum โ— Tune in to: blog.zlemma.com โ— Write to: ashwin@zlemma.com โ— Our app is your friend: zlemma.com