OPERATIONS RESEARCH ANALYSTHTTP://MONEY.USNEWS.COM/CAREERS/BEST-JOBS/OPERATIONS-RESEARCH-ANALYSTEARCH ANALYST • Operations research analysts are high-level solvers who use advanced techn
Trang 1CAREER OPPORTUNITIES IN MATHEMATICAL SCIENCES
Dongming Wei Professor of Mathematics School of Science and Technology, Nazarbayev University
dongming.wei@nu.edu.kz
Trang 2CAREERCAST.COM JOB SURVEYS
147 Stress pts: Quotas (5), Deadlines (9),
Advocacy (5), Win or lose situations (5), Working in public eye (5), Competitiveness (15), Heavy lifting (5), Physical demands (14), Environmental
Conditions (13), Machines and tools (5), Speed
required (5), Hazards (5), Own life at risk (8), Other lives at risk (10), Precision required (5), Initiative required (5), Outdoor work (5), Confinement (5),
Detail (5), Public meetings (8)
Trang 3CAREERCAST.COM 2014 BEST JOBS
Rank Job BLS Median Annual Salary Stress
Trang 5CAREERCAST.COM 2012 BEST JOBS
Trang 6HTTP://WWW.AMSTAT.ORG/CAREERS/BIOSTATISTICS.CFM
• Biostatisticians with advanced degrees can look forward to excellent career
opportunities in government, industry, and academia The shortage of
biostatisticians is noted in Objectives for the Nation and the Seventh
Report to the President and Congress on the Status of Health Personnel in the United States.
• Job prospects for new graduates with master's and PhD degrees in
biostatistics are excellent Typical starting salaries range from $35,000 to
$65,000 for master's-level graduates and $55,000 to $85,000 for PhD-level graduates.
• Recent graduates have found positions with employers as diverse as
pharmaceutical companies, university research groups, hospitals, and
health-related industries.
Trang 7OPERATIONS RESEARCH ANALYST
HTTP://MONEY.USNEWS.COM/CAREERS/BEST-JOBS/OPERATIONS-RESEARCH-ANALYSTEARCH ANALYST
• Operations research analysts are high-level solvers who use advanced techniques, such as
problem-optimization, Queueing, data mining, statistical
analysis and mathematical modeling, to develop
solutions that help businesses and organizations
operate more efficiently and cost-effectively
• UPS uses operations research to chart the flow of
packages, provide real-time route guidance to drivers and help plan and manage distribution In the health care field, the Memorial Sloan-Kettering Cancer Center
in New York used operations research to design a
radiation treatment plan for prostate patients using
sophisticated modeling and computation techniques.
Trang 8• Operations research originated with military planners
in World War II, according to INFORMS, but businesses and other organizations soon began adopting the
techniques Today, operations research analysts can be found in virtually every industry, from manufacturing
to finance and throughout the spectrum of government agencies Demand for these professionals should
remain high for years to come, as companies and
governments seek greater efficiency and cost savings The Bureau of Labor Statistics projects employment
growth of nearly 27 percent for operations research
analysts between 2012 and 2022, much faster than
average for all occupations During that time period, 19,500 new jobs will need to be filled
Trang 9HTTP://MONEY.USNEWS.COM/CAREERS/BEST-JOBS/OPERATIONS-RESEARCH-ANALYST
• According to the BLS, the median annual salary for operations research
analysts was $74,630 in 2013 The highest-paid in the profession earned more than $130,210, while the lowest-paid made less than $42,070 The top-paying operations research analysts work in the securities and
commodity contracts sphere of the financial industry, and the paying metropolitan areas are New York City; San Jose, California; and San Diego.
highest-• Salary Range
• 75th Percentile$99,210
• Median$74,630
• 25th Percentile$55,110
Trang 10HTTP://MONEY.USNEWS.COM/MONEY/CAREERS/ARTICLES/2008/12/11/JOB-UNIVERSE-ACTUARY
• Through their knowledge of statistics, finance, and
business, actuaries assess the risk of events occurring and help create policies that minimize risk and its
financial impact on companies and clients Most
actuaries are employed in the insurance industry,
specializing in either life and health insurance or
property and casualty insurance Employment of
actuaries is expected to increase by about 24 percent over the 2006-16 period, which is much faster than the average for all other occupations Employment growth in the insurance industry—the largest employer of
actuaries is expected to continue at a stable pace, and more significant growth in actuarial jobs is likely in other industries, such as healthcare and consulting firms.
Trang 11• Actuaries need a strong foundation in
mathematics, statistics, and general business
They generally have a bachelor's degree and are required to pass a series of exams in order to
become certified Usually, actuaries earn an
undergraduate degree in mathematics, statistics,
or actuarial science, or in a business-related field such as finance, economics, or business Median annual earnings of actuaries were $82,800 in May
2006 The middle 50 percent earned between
$58,710 and $114,570 The lowest 10 percent
had earnings of less than $46,470, while the top
10 percent earned more than $145,600.
Trang 12HTTP://WWW.BEANACTUARY.ORG/
https://www.actuaryjobs.com/
Tracks:
Property & Casualty | Health |
Trang 13QUANTS:QUANTITATIVE ANALYSTS
HTTP://WWW.INVESTOPEDIA.COM/ARTICLES/FINANCIALCAREERS/08/QUANTS-QUANTITATIVE-ANALYST.ASP
• A blend of mathematics, finance and computer skills
- quants are in great demand and able to command very high salaries.
• Demand for quants is high and driven by multiple trends:
• Rapid growth of hedge funds and automated trading
systems
• Increasing complexity of both liquid and illiquid securities
• Need to give traders, accountants and sales reps access
to pricing and risk models
• Ongoing search for market-neutral investment strategies.
Trang 14• Compensation in the field of finance tends to be very high, and quantitative analysis follows this trend It is not
uncommon to find positions with posted salaries of $250,000
or more and with bonuses, $500,000+ is achievable As with most careers, the key to landing the high-paying jobs is a
resume filled with experience, including well-known
employers, and reliance on both recruiting firms and
professional networking for opportunities.
• The highest-paid positions are with hedge funds or other
trading firms, and part of the compensation is dependent
upon the earnings of the firm, also known as the P&L (profit and loss) At the other end of the pay scale, an entry-level quant position may earn only $125,000 or $150,000, but this type of position provides a fast learning curve and plenty of room for future growth in both responsibilities and salary.
Trang 15INTRODUCTION TO TRADING ALGORITHMS,
EDWARD A LESHIK AND JANE CRALLE, WILEY, 2010
“two major hedge funds such as J Simons’
Renaissance and D.E Shaw’s funds which
generally produce extraordinary returns on capital year in, year out It is rumored that each of these highly successful operations employ a staff of
something over 50 PhD-level mathematicians,
statisticians and physicists and run some of the
most powerful and advanced computer hardware.”
Trang 16Quantitative analysts and financial engineers spend their time determining fair prices for derivative products This involves some deep mathematical theory including probability, measure theory, stochastic calculus and partial differential equations Thus to become a quant analyst it is necessary to have a strong mathematical background in mathematics, usually through an undergraduate degree in mathematics, physics or engineering.
HTTPS://WWW.QUANTSTART.COM/ARTICLES/SELF-STUDY-PLAN-FOR-BECOMING-A-QUANTITATIVE-ANALYST
Trang 17or market.
• A quant should understand the following mathematical
concepts:
• Calculus (including differential, integral and stochastic)
• Linear algebra and differential equations
• Probability and statistics
• Key financial topics include:
• Portfolio theory
• Equity and interest rate derivatives , including exotics
• Credit-risk products
• Some quants will specialize in specific products, such as
commodities , foreign exchange or asset-backed securities
Trang 18• Computer Competency
Software skills are also critical to job performance C++ is typically used for high-frequency trading applications, and offline statistical analysis would be performed in Matlab, SAS, S-PLUS/R or a
similar package Pricing knowledge may also be embedded in
trading tools created with Java, NET or VBA, and are often
integrated with Excel Monte Carlo techniques are essential
• Education and Certifications
Most firms look for at least a Master's degree or preferably a PhD in
a "quantitative" subject, such as Mathematics, Economics, Finance
or Statistics Master's degrees in Financial Engineering or
Computational Finance are also effective entry points for quant
careers Generally, an MBA is not enough by itself to obtain a quant position, unless the applicant also has a very strong mathematical or computational skill set in addition to some solid experience in the real world
Trang 19• Consulting firms such as Daniel H Wagner Associates and McKinsey and Company
• Aerospace and transportation equipment manufacturers such as
Boeing; Ford; General Motors; Lockheed Martin; and United
• Communications services providers such as Clear Channel
Communications; CenturyLink; and Verizon
• Chemical or pharmaceutical manufacturers such as DuPont;
GlaxoSmithKline; Merck & Co., Inc.; Pfizer
• Medical device companies such as Baxter Healthcare; Boston
Scientific; and Medtronic;
• Producers of petroleum and petroleum products such as Exxon
Research and Engineering; Petróleo Brasileiro S/A/ Petrobras; Shell; and Chevron
• Academic institutions such as the Institute for Advanced Study; the Institute for Mathematics and Its Applications (IMA); and the
Mathematical Sciences Research Institute (MSRI)
• Consumer products companies such as Procter & Gamble and Mars
Trang 20NYU MATHEMATICS OF FINANCE PROGRAM
7 PDE for Finance
8 Interest Rates & FX Models
9 Scientific Computing
• 10 Advanced Risk Management
11 Continuous Time Finance 12 Time Series Analysis And
Statistical Arbitrage
13 Case Studies in Financial Modeling
14 Computational Methods in Finance
15 Project & Presentation
Trang 21THE MASTER OF SCIENCE IN OPERATIONS RESEARCH PROGRAM
COLUMBIA UNIVERSITY
• Operations Research: Deterministic
Models, Stochastic Models
• Simulation
• Introduction to Probability and Statistics
Logistics & Supply Chain Management Concentration
Management Courses (at least two):
• The Manufacturing Enterprise
• Studies in Operations Research
• Resource Allocation: Models, Algorithms,
and Applications
• Quality Control and Management
• Project Management
• Applied Systems Engineering
• Entrepreneurial Business Creation for
Engineers
• Decision Models and Applications
• Managing Technological Innovation and
Entrepreneurship
Technical Courses (at least three):
• Service Operations
• Supply Chain Management
• Demand and Supply Analytics
• Production and Operations Management
• Advanced Engineering and Corporate Economics
• Production Scheduling
• Logistics and Transportation Management
• Operations Management: With Application to Healthcare Management
• Machine Learning for OR & FE
• Applied Integer Programming
• Dynamic Pricing and Revenue Management
• Quantitative Risk Management
• Service Engineering
Trang 22THE UNIVERSITY OF MINNESOTA, SCHOOL OF PUBLIC HEALTH, DIVISION OF BIOSTATISTICS (MS CORE COURSES)
o Latent Variable Models
○ Latent Variable Models
○ Statistical Methods for Correlated Data
○ Statistics in Genetics and Molecular Biology
○ Introduction to Bayesian Data Analysis
○ Statistics for Translational and
Clinical Research
○ Modern Non-parametrics
○ Applied Multivariate Methods
○ Nonparametric Methods
Trang 23BOSTON UNIVERSITY MASTER OF SCIENCE IN
ACTUARIAL SCIENCE
HTTP://WWW.BU.EDU/MET/COURSES/GRADUATE/ACTUARIAL-SCIENCE/
Probability and Statistics
•MET MA 581 PROBABILITY
•MET MA 582 MATHEMATICAL STATISTICS
•MET MA 603 SAS WITH STATISTICAL
APPLICATIONS
•Mathematical Finance
•MET AT 721 MATHEMATICS OF COMPOUND
INTEREST
•MET AT 722 FINANCE FOR ACTUARIES
•MET AT 731 ACTUARIAL MATHEMATICS I
•MET AT 732 ACTUARIAL MATHEMATICS II
•MET AT 741 ACTUARIAL STATISTICS I
•MET AT 742 ACTUARIAL STATISTICS II
• MET AT 751 INDIVIDUAL INSURANCE APPLICATIONS OF ACTUARIAL PRINCIPLES
• MET AT 752 GROUP INSURANCE APPLICATIONS
OF ACTUARIAL PRINCIPLES
• MET AT 754 CASUALTY INSURANCE PRINCIPLES
• MET AT 761 MATHEMATICS FOR INVESTMENT
AND PORTFOLIO THEORY
• MET AT 762 MATHEMATICAL FINANCE FOR ACTUARIAL SCIENCE
• MET AT 782 PENSION MATHEMATICS AND MORTALITY TABLES
Trang 24ORGANIZATIONS THAT HIRE APPLIED
MATHEMATICIANS
• Government labs and research offices such as Air Force Office of Scientific Research;
Lawrence Berkeley National Laboratory; Los Alamos National Laboratory; Oak Ridge National Laboratory; Pacific Northwest National Laboratory; and Sandia National Laboratories
• U.S government agencies such as Institute for Defense Analyses Center for Communications Research, National Center for Computing Sciences; National Institute of Standards and
Technology (NIST); National Security Agency (NSA); Naval Surface Warfare Center, Dahlgren Division; and the U.S Department of Energy
• International government agencies such as the Defence Science and Technology
Organisation, DSTO (Australia); French Alternative Energies and Atomic Energy Commission (changed name); and National Research Council Canada
• Federally funded contractors such as the Mitre Corporation; RAND Corporation; and the
• Energy systems firms such as Lockheed-Martin Energy Research Corporation and the Schatz Energy Research Center (SERC)
• Electronics and computer manufacturers such as Alcatel-Lucent; Hewlett-Packard;
Honeywell; IBM Corporation; Motorola Mobility and Motorola Solutions; Philips Research; and SGI
Trang 25INTERNSHIP AND CAREER INFORMATION IN INDUSTRY, RESEARCH INSTITUTIONS,
AND GOVERNMENT LABS
HTTP://WWW.SIAM.ORG/CAREERS/
• Corporate Organizations
• AT&T Laboratories – Research
• Bell Labs, Alcatel-Lucent
• The Boeing Company
• Birkhäuser
• Booz Allen and Hamilton
• General Motors Corporation
• NEC Laboratories America, Inc.
• Palo Alto Research Center
• Philips Research
• Schlumberger-Doll Research
• SAIC
• Springer
• Government and Non-Profit Institutions
• The Aerospace Corporation
• Air Force Office of Scientific Research
• American Institute of Mathematics
• Argonne National Laboratory
• Defence Science and Technology Organization
• Institute for Computational Engineering and Sciences
• Institute for Defense Analyses
• Johns Hopkins Applied Physics Laboratory
• Lawrence Berkeley National Laboratory
• Lawrence Livermore National Laboratory
• Los Alamos National Laboratory
• Mathematical Sciences Research Institute
• National Aeronautics and Space Administration
• National Institute of Standards and Technology
• National Research Council Canada
• National Security Agency
• Naval Surface Warfare Center
• Oak Ridge National Laboratory
• Sandia National Laboratories
• United States Department of Energy
• U.S Army Corps of Engineers, Engineer Research and Development Center