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  1. Directory
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  3. Mark Broadie

Mark Broadie

Carson Family Professor of Business
Decision, Risk, and Operations Division
Academic Advisory Board Member
Program for Financial Studies
Chair of Decision, Risk, and Operations
Decision, Risk, and Operations Division
Photo of Professor Mark Broadie
Areas of Expertise
Artificial Intelligence (AI)
Contact
Office: 1131 Kravis
Phone: (212) 8544103
E-mail: mnb2@gsb.columbia.edu
Links
Curriculum Vitae

Professor Broadie currently teaches the elective courses Security Pricing: Models and Computation, Computational Finance, and Programming for Business Research. He is an Academic Advisory Board Member for the Program for Financial Studies. His research interests include the pricing of derivative securities, risk management and, more generally, quantitative methods for decision-making under uncertainty. Broadie is the financial engineering area editor of Operations Research and serves on the editorial boards of Finance and Stochastics, SIAM Journal of Financial Mathematics and Computational Management Science and was previously editor-in-chief of the Journal of Computational Finance. Professor Broadie received two Dean's awards for teaching and has given seminars and courses for financial professionals throughout the world. He is the vice chairman of Enterprise Risk Management Institute International (ERM-II), a non-profit organization dedicated to promoting education, research and training of enterprise risk managers. He has served as a consultant for a number of financial firms.

Education
BS, Cornell, 1979; PhD, Stanford, 1983
Joined CBS
1983

All Activities

  • Research
  • Teaching
  • Achievements
  • Press
  • Authored Works
  • CaseWorks
  • Journal articles
  • Working papers
  • Articles
  • Books
  • Chapters
Journal Article
Broadie, Mark, Yiping Du, and Ciamac Moallemi. “Risk estimation via regression.”
Operations Research
vol. 63, (January 01, 2015): 1077-1097.
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Journal Article
Broadie, Mark. “Assessing Golfer Performance on the PGA TOUR.”
Interfaces
vol. 42, (January 01, 2012): 146-155.
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Journal Article
Asvanunt, Attakrit, Mark Broadie, and M. Suresh Sundaresan. “Managing Corporate Liquidity: Strategies and Pricing Implications.”
International Journal of Theoretical and Applied Finance
vol. 14, (October 20, 2011): 369-406.
Explore Further about Managing Corporate Liquidity: Strategies and Pricing Implications
Download PDF on Managing Corporate Liquidity: Strategies and Pricing Implications
Journal Article
Broadie, Mark, Yiping Du, and Ciamac Moallemi. “Efficient Risk Estimation via Nested Sequential Simulation.”
Management Science
vol. 57, (June 01, 2011): 1172-1194.
Explore Further about Efficient Risk Estimation via Nested Sequential Simulation
Download PDF on Efficient Risk Estimation via Nested Sequential Simulation
Journal Article
Broadie, Mark, Deniz Cicek, and Assaf Zeevi. “General Bounds and Finite-Time Improvement for the Kiefer-Wolfowitz Stochastic Approximation Algorithm.”
Operations Research
vol. 59, (January 01, 2011): 1211-1224.
Explore Further about General Bounds and Finite-Time Improvement for the Kiefer-Wolfowitz Stochastic Approximation Algorithm
Download PDF on General Bounds and Finite-Time Improvement for the Kiefer-Wolfowitz Stochastic Approximation Algorithm
Journal Article
Broadie, Mark, Mikhail Chernov, and Michael Johannes. “Understanding index option returns.”
Review of Financial Studies
vol. 22, (January 01, 2009): 4493-4529.
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Journal Article
Broadie, Mark and Menghui Cao. “Improved lower and upper bound algorithms for pricing American options by simulation.”
Quantitative Finance
vol. 8, (December 01, 2008): 845-861.
Explore Further about Improved lower and upper bound algorithms for pricing American options by simulation
Download PDF on Improved lower and upper bound algorithms for pricing American options by simulation
Journal Article
Broadie, Mark and Ashish Jain. “The effect of jumps and discrete sampling on volatility and variance swaps.”
International Journal of Theoretical and Applied Finance
vol. 11, (December 01, 2008): 761-797.
Explore Further about The effect of jumps and discrete sampling on volatility and variance swaps
Download PDF on The effect of jumps and discrete sampling on volatility and variance swaps
Journal Article
Broadie, Mark and Ashish Jain. “Pricing and hedging volatility derivatives.”
The Journal of Derivatives
vol. 15, (January 01, 2008): 7-24.
Explore Further about Pricing and hedging volatility derivatives
Download PDF on Pricing and hedging volatility derivatives
Journal Article
Broadie, Mark and O. Kaya. “A binomial lattice method for pricing corporate debt and modeling Chapter 11 proceedings.”
Journal of Financial and Quantitative Analysis
vol. 42, (June 01, 2007): 279-312.
Explore Further about A binomial lattice method for pricing corporate debt and modeling Chapter 11 proceedings
Journal Article
Broadie, Mark, Mikhail Chernov, and M. Suresh Sundaresan. “Optimal Debt and Equity Values in the Presence of Chapter 7 and Chapter 11.”
Journal of Finance
vol. 62, (January 01, 2007): 1341-1377.
Explore Further about Optimal Debt and Equity Values in the Presence of Chapter 7 and Chapter 11
Download PDF on Optimal Debt and Equity Values in the Presence of Chapter 7 and Chapter 11
Journal Article
Broadie, Mark, Mikhail Chernov, and Michael Johannes. “Model specification and risk premia: Evidence from futures options.”
Journal of Finance
vol. 62, (January 01, 2007): 1453-1490.
Explore Further about Model specification and risk premia: Evidence from futures options
Download PDF on Model specification and risk premia: Evidence from futures options
Journal Article
Broadie, Mark and O. Kaya. “Exact Simulation of Stochastic Volatility and Other Affine Jump Diffusion Processes.”
Operations Research
vol. 54, (April 01, 2006): 217-231.
Explore Further about Exact Simulation of Stochastic Volatility and Other Affine Jump Diffusion Processes
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Journal Article
Broadie, Mark and Y. Yamamoto. “A Double-Exponential Fast Gauss Transform for Pricing Discrete Path-Dependent Options.”
Operations Research
vol. 53, (January 01, 2005): 764-79.
Explore Further about A Double-Exponential Fast Gauss Transform for Pricing Discrete Path-Dependent Options
Download PDF on A Double-Exponential Fast Gauss Transform for Pricing Discrete Path-Dependent Options
Journal Article
Andersen, Leif and Mark Broadie. “Primal-Dual Simulation Algorithm for Pricing Multidimensional American Options.”
Management Science
vol. 50, (September 01, 2004): 1222-34.
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Download PDF on Primal-Dual Simulation Algorithm for Pricing Multidimensional American Options
Journal Article
Andersen, Leif and Mark Broadie. “Primal-Dual Simulation Algorithm for Pricing Multidimensional American Options.”
Management Science
vol. 50, (September 01, 2004): 1222-34.
Explore Further about Primal-Dual Simulation Algorithm for Pricing Multidimensional American Options
Download PDF on Primal-Dual Simulation Algorithm for Pricing Multidimensional American Options
Journal Article
Broadie, Mark and Jerome Detemple. “Option Pricing: Valuation Models and Applications.”
Management Science
vol. 50, (January 01, 2004): 1145-77.
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Journal Article
Broadie, Mark and Paul Glasserman. “A Stochastic Mesh Method for Pricing High-Dimensional American Options.”
Journal of Computational Finance
vol. 7, (January 01, 2004): 35-72.
Explore Further about A Stochastic Mesh Method for Pricing High-Dimensional American Options
Download PDF on A Stochastic Mesh Method for Pricing High-Dimensional American Options
Journal Article
Broadie, Mark and Y. Yamamoto. “Application of the Fast Gauss Transform to Option Pricing.”
Management Science
vol. 49, (January 01, 2003): 1071-88.
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Journal Article
Broadie, Mark, Jerome Detemple, Eric Ghysels, and O. Torres. “American Options with Stochastic Dividends and Volatility: A Nonparametric Investigation.”
Journal of Econometrics
vol. 94, (January 01, 2000): 53-92.
Explore Further about American Options with Stochastic Dividends and Volatility: A Nonparametric Investigation
Download PDF on American Options with Stochastic Dividends and Volatility: A Nonparametric Investigation
Journal Article
Broadie, Mark, Jerome Detemple, Eric Ghysels, and O. Torres. “Nonparametric Estimation of American Option Exercise Boundaries and Call Prices.”
Journal of Economic Dynamics and Control
vol. 24, (January 01, 2000): 1829-57.
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Journal Article
Broadie, Mark, Paul Glasserman, and Shing-Gang Kou. “Connecting Discrete and Continuous Path-Dependent Options.”
Finance and Stochastics
vol. 3, (January 01, 1999): 55-82.
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Journal Article
Broadie, Mark, J. Cvitanic, and M. Soner. “Optimal Replication of Contingent Claims Under Portfolio Constraints.”
Review of Financial Studies
vol. 11, (January 01, 1998): 59-79.
Explore Further about Optimal Replication of Contingent Claims Under Portfolio Constraints
Journal Article
Broadie, Mark and Paul Glasserman. “Pricing American-Style Securities Using Simulation.”
Journal of Economic Dynamics and Control
vol. 21, (January 01, 1997): 1323-52.
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Journal Article
Boyle, Phelim, Mark Broadie, and Paul Glasserman. “Monte Carlo Methods for Security Pricing.”
Journal of Economic Dynamics and Control
vol. 21, (January 01, 1997): 1267-1321.
Explore Further about Monte Carlo Methods for Security Pricing
Download PDF on Monte Carlo Methods for Security Pricing
Journal Article
Broadie, Mark, Paul Glasserman, and Gautam Jain. “Enhanced Monte Carlo estimates for American option prices.”
The Journal of Derivatives
vol. 5, (January 01, 1997): 25-44.
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Download PDF on Enhanced Monte Carlo estimates for American option prices
Journal Article
Broadie, Mark, Paul Glasserman, and Shing-Gang Kou. “A Continuity Correction for Discrete Barrier Options.”
Mathematical Finance
vol. 7, (January 01, 1997): 325-49.
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Journal Article
Broadie, Mark and Jerome Detemple. “The Valuation of American Options on Multiple Assets.”
Mathematical Finance
vol. 7, (January 01, 1997): 241-86.
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Journal Article
Broadie, Mark. “American Option Valuation: New Bounds, Approximations, and a Comparison of Existing Methods.”
Review of Financial Studies
vol. 9, (January 01, 1996): 1211-50.
Explore Further about American Option Valuation: New Bounds, Approximations, and a Comparison of Existing Methods
Download PDF on American Option Valuation: New Bounds, Approximations, and a Comparison of Existing Methods
Journal Article
Broadie, Mark and Paul Glasserman. “Estimating Security Price Derivatives Using Simulation.”
Management Science
vol. 42, (January 01, 1996): 269-85.
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Journal Article
Broadie, Mark and Jerome Detemple. “American Capped Call Options on Dividend-Paying Assets.”
Review of Financial Studies
vol. 8, (January 01, 1995): 161-91.
Explore Further about American Capped Call Options on Dividend-Paying Assets
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Journal Article
Broadie, Mark. “Computing efficient frontiers using estimated parameters.”
Annals of Operations Research
vol. 45, (December 01, 1993): 21-58.
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Journal Article
Broadie, Mark and Dev Joneja. “An application of Markov chain analysis to the game of squash.”
Decision Sciences
vol. 24, (January 01, 1993): 1023-1035.
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Journal Article
Broadie, Mark and B. Curtis Eaves. “A variable rate refining triangulation.”
Mathematical programming
vol. 38, (June 01, 1987): 161-202.
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Journal Article
Broadie, Mark. “A theorem about antiprisms.”
Linear Algebra and Its Applications
vol. 66, (April 01, 1985): 99-111.
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Journal Article
Broadie, Mark. “An introduction to the octahedral algorithm for the computation of economic equilibria.”
Mathematical Programming Studies
vol. 23, (January 01, 1985): 121-143.
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Journal Article
Broadie, Mark and Richard Cottle. “A note on triangulating the 5-cube.”
Discrete Mathematics
vol. 52, (January 01, 1984): 39-49.
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Working Paper
Asvanunt, Attakrit, Mark Broadie, and M. Suresh Sundaresan. Growth Options and Optimal Default under Liquidity Constraints: The Role of Corporate Cash Balances. September 28, 2009.
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Working Paper
Broadie, Mark and Michael Johannes. Understanding Index Option Returns. May 01, 2007.
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Working Paper
Sundaresan, M. Suresh and Mark Broadie. Optimal Corporate Securities Values in the Presence of Chapter 7 and Chapter 11. August 01, 2004.
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Download PDF on Optimal Corporate Securities Values in the Presence of Chapter 7 and Chapter 11
Newspaper/Magazine Article
Broadie, Mark and Michael Johannes. “Model Specification and Risk Premia: Evidence from Futures Options.” Journal of Finance. Forthcoming.
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Book
Broadie, Mark. Every Shot Counts: Using the Revolutionary Strokes Gained Approach to Improve Your Golf Performance and Strategy. New York: Gotham, 2014.
Explore Further about Every Shot Counts: Using the Revolutionary Strokes Gained Approach to Improve Your Golf Performance and Strategy
Book
Broadie, Mark and Paul Glasserman. Hedging with trees: Advances in pricing and risk managing derivatives. London: Risk Books, 1998.
Explore Further about Hedging with trees: Advances in pricing and risk managing derivatives
Chapter
Andersen, Leif and Mark Broadie. “Early Exercise Options: Upper Bounds.” In Encyclopedia of Quantitative Finance, edited by Rama Cont, West Sussex: Wiley, 2010.
Explore Further about Early Exercise Options: Upper Bounds
Chapter
Broadie, Mark and S. Ko. “A Simulation Model to Analyze the Impact of Distance and Direction on Golf Scores.” In Proceedings of the 2009 Winter Simulation Conference, 3109-3120. New York: Institute of Electrical and Electronics Engineers, 2009.
Explore Further about A Simulation Model to Analyze the Impact of Distance and Direction on Golf Scores
Download PDF on A Simulation Model to Analyze the Impact of Distance and Direction on Golf Scores
Chapter
Broadie, Mark. “Assessing Golfer Performance Using Golfmetrics.” In Science and Golf V: Proceedings of the 2008 World Scientific Congress of Golf, edited by D. Crews and R. Lutz, 253-262. Mesa, AZ: Energy in Motion Inc., 2008.
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Chapter
Broadie, Mark and O. Kaya. “Exact Simulation of Option Greeks Under Stochastic Volatility and Jump Diffusion Models.” In Proceedings of the 2004 Winter Simulation Conference, edited by R. G. Ingalls, M. D. Rossetti, J. S. Smith, and B. A. Peters, 1607-15. Washington: INFORMS, 2004.
Explore Further about Exact Simulation of Option Greeks Under Stochastic Volatility and Jump Diffusion Models
Download PDF on Exact Simulation of Option Greeks Under Stochastic Volatility and Jump Diffusion Models
Chapter
Boyle, Phelim, Mark Broadie, and Paul Glasserman. “Monte Carlo methods for security pricing.” In Option Pricing, Interest Rates and Risk Management, edited by Elyes Jouini, Jaksa Cvitanic, and & Marek Musiela, 185-239. New York: Cambridge University Press, 2001.
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Download PDF on Monte Carlo methods for security pricing
Chapter
Broadie, Mark, Paul Glasserman, and Zachary Ha. “Pricing American options by simulation using a stochastic mesh with optimized weights.” In Probabilistic constrained optimization: Methodology and applications, edited by Stanislav P. Uryasev, 26-44. Dorwell, MA: Kluwer, 2000.
Explore Further about Pricing American options by simulation using a stochastic mesh with optimized weights
Chapter
Broadie, Mark and Jerome Detemple. “American options on dividend-paying assets.” In Topology and Markets, edited by Graciela Chichilnisky, 69-98. Providence, RI: American Mathematical Society/Fields Institute Communications, 1999.
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Download PDF on American options on dividend-paying assets
Chapter
Broadie, Mark and Paul Glasserman. “Simulation for option pricing and risk management.” In Risk Management and Analysis, Volume 1: Measuring and Modelling Financial Risk, edited by Carol Alexander, 173-208. New York: Wiley, 1998.
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Chapter
Acworth, Peter, Mark Broadie, and Paul Glasserman. “A comparison of some Monte Carlo and quasi Monte Carlo techniques for option pricing.” In Monte Carlo and quasi-Monte Carlo methods 1996, edited by Harald Niederreiter, Peter Hellekalek, Gerhard Larcher, and Peter Zinterhof, 1-18. New York: Springer-Verlag, 1998.
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Chapter
Broadie, Mark and Jerome Detemple. “Recent advances in numerical methods for pricing derivative securities.” In Numerical Methods in Finance, edited by L.C.G. Rogers and D. Talay, 43-66. New York: Cambridge University Press, 1997.
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  • Courses
  • Case Studies
Course
B8131: Sports Analytics
View Course on Sports Analytics
Case Study
Broadie, Mark. ZigZag Zippers: Funding a Long-term Capital Project . New York: CaseWorks, 2010.
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  • Awards
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  • In the Media
  • Articles
In the Media

Trump is basically calling himself the Steph Curry of golf, sport experts say

Insider
In the Media

What Works for Golf Works for Life

The New York Times
In the Media

What Is Strokes Gained in Golf?

Daily Voice
In the Media

The Columbia Business School Professor Who Revolutionized Golf Analytics

The Financial Times
In the Media

Why I Created the New Golf Ranking System

The Wall Street Journal
In the Media

Strokes Gained With "Godfather of Golf Analytics”

NBC Sports
In the Media

Golfers Can Now Get Data. And More Data.

The Wall Street Journal
In the Media

Our Latest Podcast Explores the Advanced Metrics That Made a Great Round Historic

Golf Digest
In the Media

How New Swing Techniques are Revolutionising Golf

The Economist
In the Media

Bryson DeChambeau Is Wrecking Golf with Big Drives-and Bigger Data

The Wall Street Journal
In the Media

Which PGA Tour Events Produce the Best Leader Boards?

Golfworld
In the Media

Brandel's Best: Top 25 Impactful Moments of the Last 25 Years, Nos. 21-25

Golf
In the Media

What's the Greatest Single Round in PGA Tour History?

Golfworld
Article

Mark Broadie Named Vice Dean for Teaching

Read More about Mark Broadie Named Vice Dean for Teaching
Article

Broadie Awarded Prize For Innovation In The Curriculum

Read More about Broadie Awarded Prize For Innovation In The Curriculum
  • Articles
  • CaseWorks
Case ID
210205

Soccer Expected Goals (xG)

How can statisticians utilize expected goals data to predict the likelihood of a soccer player's shot resulting in a goal?

View Case on Soccer Expected Goals (xG)
Case ID
210203

Clutch and Overall Performance in Major League Baseball (MLB)

Can analytics predict a baseball player's ability to perform when it matters most?

View Case on Clutch and Overall Performance in Major League Baseball (MLB)
Case ID
210204

Music Streaming

Would the listener base for music streaming services continue to grow—and would services be able to differentiate themselves in this increasingly competitive industry?

View Case on Music Streaming
Case ID
210202

Draft Analysis

How can teams use data and analytics to optimally trade picks in the NFL draft?

View Case on Draft Analysis
Case ID
140204

DSS

View Case on DSS
Case ID
140206

Tahoe Healthcare Systems

Has Tahoe Healthcare's CareTracker system effectively—and cost efficiently—reduced the readmission rate in its pilot program?

View Case on Tahoe Healthcare Systems
Case ID
140205

H&K

View Case on H&K
Case ID
140202

Pandora Internet Radio

View Case on Pandora Internet Radio
Case ID
100201

Retailer: A Retail Pricing Simulation Exercise

How do mangers for large retail chains determine pricing and markdown strategies?

View Case on Retailer: A Retail Pricing Simulation Exercise
Case ID
120201

An Introduction to Spreadsheet Optimization Using Excel

How can one use "optimizers" to solve linear, nonlinear, and integer programs within spreadsheets?

View Case on An Introduction to Spreadsheet Optimization Using Excel

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