WE ARE PROUD TO ANNOUNCE THE
NEW
RELEASE OF RISK SIMULATOR 2010, WITH MANY NEW FEATURE
ENHANCEMENTS, NEW TOOLS AND NEW ALGORITHMS.
QUICK DOWNLOAD LINKS
You can also visit our mirror download
site if you have problems downloading from this page
What's New in Version 2010
Risk Simulator Software
Details
Application
Download Real Options RS Software
Books
List of Related Books
Brochures
Risk Simulator Functionality Map:
English
Chinese
Japanese
Spanish
Risk Simulator
Brochure:
English
Chinese
Japanese
Spanish
Download
All of ROV's Comprehensive
Brochures
Screen Shots
Risk Simulator
2010 Software Screen Shots:
English
Chinese
Japanese
Spanish
Pricing
and Purchase
Purchase and Pay Online via Credit
Card
Software Price Schedule (Single Titles
and Combination Packages)
Troubleshooter
Troubleshooter Tool
Troubleshooter One Page Guide
User Manuals
User Manuals:
English
Chinese
Spanish
Japanese
Videos
Risk Simulator - Quick Getting
Started Guide
Risk Simulator -
Monte Carlo Simulations
Risk Simulator - Stochastic
Forecasting
Risk Simulator - Portfolio
Optimization
Risk Simulator - Analytical Tools
Monte Carlo
Simulation
25 Probability Distributions with easy-to-use interface,
running Super Speed Simulation (thousands of trials in a
few seconds) with Comprehensive Statistics and Reporting,
Distributional Correlations with Copulas, Truncation,
Alternate Parameters, Linking capabilities, Multidimensional
Simulations and Risk Simulator functions in Excel
Analytical Tools
Bootstrapping, Cluster Segmentation, Comprehensive Reports,
Data Extraction, Data Import, Data Diagnostics,
Distributional Fitting, Distributional Probabilities (PDF,
CDF, ICDF), Hypothesis Testing, Overlay Charts, Sensitivity
Analysis, Scenario Analysis, Statistical Analytics, Tornado
and Spider Charts
Forecasting
Box-Jenkins ARIMA, Auto ARIMA, Basic Econometrics, Auto
Econometrics, Cubic Spline, Custom Distributions, GARCH, J
Curve, S Curve, Markov Chain, Maximum Likelihood, Multiple
Regression, Nonlinear Extrapolation, Stochastic Processes,
Time-Series Decomposition, Trendlines
Optimization
Static, Dynamic and Stochastic Optimization with Continuous,
Discrete and Integer Decision Variables, Efficient Frontier,
Linear and Nonlinear Optimization
SYSTEM
REQUIREMENTS
Windows XP, Vista, or WIN7 (32 and 64 bit)
Excel XP, 2003, 2007,
or 2010 (32 and 64 bit)
Microsoft .NET
2.0, 3.0, 3.5 or later
Administrative
Rights to install software
WHAT'S NEW IN RISK SIMULATOR
VERSION 2010
(RELEASE B)
The following lists the new enhancements and tools available
in the latest version of Risk Simulator, as well as
enhancements from previous versions. Best of all, upgrade
from version 2010 (A) is
totally free!
Upgrades from versions 3.X, 4.X or 5.X requires a small upgrade
fee of only $200 (click on Purchase for more information).
General Enhancements in Risk Simulator Version 2010:
· Foreign
Languages:
Risk Simulator 2010 now supports
English, Chinese, French,
German, Italian, Japanese, Portuguese, and Spanish,
complete with the localized languages' user interface, user
manuals, reports, examples, exercises, tools, charts, and
more!
· Forecast
Chart Global View:
You can now toggle between global view and regular view on
the forecast charts where all of the controls from the
regular tabbed view are now available in a single
comprehensive global view.
· Multiple
Cell Copy/Paste:
You can now copy and paste multiple cells with noncontiguous
assumptions and forecasts.
· Distributional
Analysis Tool:
The ultra powerful Distributional Analysis tool now has a
facelift where you can run PDF, CDF, ICDF and combinations
of these on a data grid, copy the computed data, and view
different chart types.
· Edit
Correlation Tool:
The edit correlation between input assumptions now supports
an interactive visual correlation chart.
· Excel
2010 and WIN7:
This new version supports Windows 7 - 32 and 64 bit
versions, and Excel 2010 - 32 bit and 64 bit versions (you
will need to download and install the correct version
depending on the Excel 2010 bit levels).
· Hands-on
Exercises:
This version comes with an 80-page step-by-step hands-on
exercises for running each of the techniques and tools in
Risk Simulator.
· Troubleshooter:
The Troubleshooter tool is now integrated in the Start menu
for Risk Simulator, where you can use this tool to obtain
the status of Risk Simulator install (e.g., registry
settings, COM settings, installation path), restore Risk
Simulator if it is disabled, fix Excel security settings,
obtain Hardware ID, and other things.
· Minor
Bug Fixes and Enhancements:
Quicker report generation, scatter plot support in the
Overlay Charts tool, simplified drop-list for seasonality
selection in the Time Series Forecasting tool, more elegant
looking Spider Charts, auto installation of licenses (if you
upgrade from the same major version such as from 2010(A) to
2010(B), where the previous license will now be
automatically transferred to the new version--this does not
apply if you are upgrading from a different major version
such as from version 5.X to 2010.X), and many other small
enhancements and fixes.
General Enhancements in Risk Simulator Version 5.4 and beyond:
· Super
Speed Simulation:
This new capability allows you to run simulations at super
speeds (50X
to 500X faster
depending on the model and your processor speed!) by first analyzing your Excel model and then
compiling the model into pure mathematical code and running
the simulations at very high speeds. Certain models that
cannot be compiled will be run at regular speed (e.g.,
models with VBA functions and macros, links to external data
or files, unsupported or wrong functions, and errors in the
model).
· Turbo
Speed Analytics: We added in a
new high-speed engine in
our forecast methods and analytical tools. Same analyses
results but they now run much faster at
10X to 30X faster depending
on the analysis and your processor speed!
· Multiple Excel Versions. For users with both Excel 2007
and Excel 2003/XP loaded, you can now easily and seamlessly
run Risk Simulator on
any Excel versions in a single computer. There is now an
Excel version switching tool that allows you to determine
which version of Excel to start Risk Simulator with.
· Commented Cells. You can turn cell comments on or off in
the Risk Simulator, Options menu, to decide if you wish to
show cell comments on all input assumptions, output
forecasts and decision variables.
· Right-Click Full Menus. You can now access all of Risk
Simulator's tools and menus using a right-mouse click.
· Multiple Models Econometrics. You can now enter in a
single equation or multiple equations to run basic
econometrics modeling and automatically create tens to
hundreds of iterations of the same model through predefined
variables as well as shifting the data over time.
· Super Speed Simulation in Dynamic and
Stochastic Optimization. Simply click on
the Advanced button when you run Optimization and select
super speed simulation.
· Revised
Icons in Excel 2007:
For users with Excel 2007, you will see a completely
reworked icon toolbar that is more intuitive and user
friendly. There will be four sets of icons that fit most
screen resolutions (1280 x 760 and above).
· Enhanced
Forecast Charts:
The forecast charts now have the following enhancements:
· Truncated
Statistics.
If you perform some data filtering in the forecast chart
(Data Filter section in the Options tab), the Statistics tab
will show the updated statistics based on the truncated data
set. If you do not truncate the forecast data, the full
dataset’s statistics will be shown as usual.
· Chart
Controls (3D/Tilt/Move, Colors, Fitting, PDF/CDF).
This is a new tab within the forecast chart whereby you can
modify the existing forecast charts including performing
distributional fitting on the forecast data set, create
overlay PDF/CDF/ICDF charts, change the chart options (chart
types, 3D rotation, colors, zoom, tilt, number of decimals,
minimum and maximum values to chart on the axes, title name,
and many other options, including the ability to save the
revised settings and print the chart in various formats).
· Auto
Econometrics:
This new forecasting tool is used to run hundreds and even
thousands of model combinations and permutations using smart
heuristics to determine the best-fitting model for your
data, by testing linear, nonlinear, lagged, lead,
interacting, nested and other models. This tool is the
counterpart to the ROV Risk Modeler software’s detailed
autoeconometrics, which is capable of running hundreds of
thousands to a few million models on large datasets.
· Basic
Econometrics:
The existing forecasting tool is now enhanced with new
capabilities including the ability to create new variables
and functions such as TIME (a linear time-series variable),
DIFF (first differencing the time-series data set), RESIDUAL
(data from the error term of a forecast equation you
specify), RATE (first order ratio of time-series data), and
FORECAST (data from the error term of a forecast equation
you specify).
· Trendline
Analysis:
This new tool runs the most common trendlines including
linear, nonlinear, exponential, power, moving average, and
polynomial models, returns a series of charts as well as the
goodness-of-fit statistics for each model.
· Overlay
Charts:
This new charting tool is used to compare multiple
assumptions and/or forecast variables, by plotting them in a
time-series or cross-sectional overlay manner. This allows
you to quickly view the similarities and differences in the
assumptions and forecasts in easy to read charts.
· Segmentation
Clustering:
This tool is capable of segregating and clustering or
grouping a large set of data into different natural
statistical groups by applying some smart algorithms and
heuristics.
· Create
Forecast Statistics Table:
This new tool can create reports of just the key forecast
statistics (e.g., mean, median mode, standard deviation,
variance, coefficient of variation, skew, kurtosis) as well
as confidence levels and probabilities of the output
forecast variables you select. The result is a comparison
table listing the selected statistics across multiple
forecasts.
· Flexible
Licensing:
There are several new enhancements to our licensing:
· Vista
users with the user access control turned on or limited
users without administrative logins will still be able to
enjoy the full functionalities of Risk Simulator by being
able to install the software licenses without doing any
additional work. To install a new license file you received,
simply start Excel, click on Risk Simulator, License,
Install License and browse to the license file you are
provided to activate the software permanently or for a
longer trial period).
· Risk
Simulator now has the capability of turning on or off
certain functionalities to allow you to customize your risk
analysis experience. For instance, if you are only
interested in the forecasting tools in Risk Simulator, you
may be able to obtain a special license that only activates
the forecasting tools whereas the other modules are
deactivated, thereby saving some costs on the software. The
four modules that can be turned on or off include
Simulation, Forecasting, Optimization and Analytical Tools.
In addition, specific tools in each module can also be
turned on or off. This customization is only available for
site licenses of more than 10 computers.
· Advanced
Forecasting Models:
Together with the new forecasting tools and techniques in
version 2010, Risk Simulator now has the following
forecasting methodologies:
ARIMA (Autoregressive Integrated Moving Average)
Auto ARIMA
Auto Econometrics
Basic Econometrics
Cubic Spline
GARCH (Generalized Autoregressive Conditional
Heteroskedasticity)
J-Curves
Markov Chains
Maximum Likelihood
Nonlinear Extrapolation
Regression
S-Curves
Stochastic Processes
Time-Series Analysis
Trendlines
General Enhancements in Risk Simulator Version 4 and beyond:
· Excel
RS Functions:
You can now access Risk Simulator functions within Excel by
clicking on Insert Function anywhere in your spreadsheet and
scroll to the functions starting with RS. Here, you can set
assumptions as well as obtain the forecast statistics of a
forecast variable. For instance, you can run the
RSAssumptionNormal function to set a normal distribution
assumption to a cell, or RSForecastStatistic to obtain the
statistics of a forecast cell. In the set assumption
forecast, you can set the placeholder or temporary value
that is seen before and after a simulation is run (Value),
the name of the assumption (Variable Name), the parameters
of the distribution (e.g., Mean, Standard Deviation), as
well as other items such as percentile values, correlations,
min and max boundaries. For the results, you can also use
RSForecastStatistic(A1, “Percentile99.9”)
to obtain the 99.90 percentile value of cell A1, where this
cell has a forecast parameter set. The functions that can be
used include: “PercentileXXX”, “CertaintyXXX”, “Mean”,
“Median”, StandardDeviation”, “Variance”, “Skewness”, and
“Kurtosis”.
· Right-Click
in Excel:
You can now use the mouse right-click to access quick Risk
Simulator items in Excel, such as set assumptions, set
forecasts, and run simulation.
· Percentiles
and Conditional Means:
In stochastic optimization, additional statistics are now
available, including Percentiles as well as Conditional
Means, such as obtaining the mean as long as it is > A or <
A, which are critical in computing conditional value at risk
measures.
· Coefficient
of Variation (CV):
The mean absolute deviation value is now changed to CV in
the forecast chart’s statistics, where CV is the standard
deviation divided by the mean, sometimes used as a proxy for
volatility, and useful as a relative measure of risk, in
comparing different sized projects, as well as being used as
a risk-to-return ratio.
· Scenario
Analysis:
This new tool is used to compute various scenarios in your
model, by changing one or two input variables at a time, for
a range of inputs, to determine the effects on the output.
· Powerful
Tornado:
Additional checklists and options as well as a more stable
and powerful Tornado analysis, whereby you can now run
Tornado across multiple worksheets, global settings (change
one setting such as testing 10% upside and downside, and you
can control if individual precedents are changed or the
entire set of precedents are changed), highlighting or
ignoring possible integer values (sometimes integer values
are used as flags in a model and this option helps in
identifying potential precedents you may wish to ignore in
running the Tornado), worksheet names are now included in
the sensitivity tables for easy identification, and other
enhancements.
· Efficient
Frontier:
This optimization tool that is capable of running multiple
sets of optimizations with changing constraints. You can
access this tool through the Set Constraints dialog box in
optimization. This technique can be run in concurrence with
static, dynamic and stochastic optimization.
· Re-enable
Risk Simulator:
This tool is now available on the
Start | Programs | Real Options Valuation | Risk Simulator
menu. This allows you to re-enable the software if Windows
or Excel temporarily disables the software (this can occur
if there is a power outage when you are running a
simulation, a virus or Trojan horse on your computer or you
accidentally delete some critical files, and so forth).
· Multiphasic
Optimization:
module now is equipped with a Multiphasic Optimization and a
test for Local versus Global Optimum in the “Advanced”
options button (available when you run an optimization).
These two new features, when used together with the existing
advanced features, allows the user to have better control
over how the optimization is run, and increases the accuracy
and dependency of the results.
· Statistical
Analysis Tool:
Select the data you wish to analyze, including the headers,
and start this tool (located
at
Risk Simulator
| Tools | Statistical Analysis),
and the following analyses will be available:
o Descriptive
statistics,
including all 4 moments of the distribution as well as other
confidence measures.
o Distributional
fitting,
to test if the data set can be fitted to any distributions.
o Hypothesis
test
to verify if the data is statistically significantly similar
or different than a specific value.
o Nonlinear
extrapolation
to test if the data, a time-series, is nonlinear in nature.
o Normality
test to see if the data set is statistically close to a
normal distribution. This is an important statistical
character as hypotheses tests as well as other modeling
techniques require the normality assumption.
o Stochastic
parameter estimations,
to find the input parameters for a random walk,
mean-reverting process, or jump-diffusion process, and to
decide if the variations explained are sufficient to justify
the use of the stochastic process forecast.
o Autocorrelation
tests of the data to see if the history of the time-series
data can be used to predict the future.
o Time-series
forecasting,
to test for the baseline shifts, trends, and seasonality
effects of the time-series data.
Trend analysis,
to test of the data set follows a linear time-trend, and if
so, what is the level of predictability.
· Advanced
Data Diagnostic Tool:
Select the data you wish to analyze, including the headers,
and start this tool (located at
Risk Simulator
| Tools | Diagnostic Tool),
and the following analyses are available:
o Heteroskedasticity.
o Multicollinearity.
o Micronumerosity.
o Nonlinearity.
o Outliers.
o Autocorrelation.
o Partial
Autocorrelation.
o Distributive
Lag.
o Normality
and Sphericity.
o Nonstationarity.
o Stochastic
Characteristics.
o Linear
and Nonlinear Correlations.
o Variance
Inflation Factors.
o Visual
Charts.
These tests are vital before starting with
any
types of forecasting or data analysis procedures. Each test
comes complete with an easy-to-understand detailed report so
that it does not take a trained econometrician or
statistician to understand and interpret the results.
· Maximum
Likelihood:
This is available at (Risk
Simulator | Forecasting | Maximum Likelihood)
where maximum likelihood iterative and internal optimization
procedures are used to model binary response variables (the
dependent variable is binary, taking on the values of 0 or
1). This is a key discriminant analysis with multiple uses
(e.g., determining if patients will develop cancer given
some characteristics like age, cigarettes smoked, blood
pressure; or to determine if a credit line or person will
default on a loan given the company’s assets, asset
volatility, or the person’s age, education level, years at a
job, etc).
· Multi-Language
Support:
We have multiple language support, with English (USA),
Chinese (Simplified), Spanish, and Japanese, with
forthcoming editions with additional languages. Users can
switch between languages midway while working on their
models by simply clicking on the
Risk Simulator
and
Languages
menu, and restarting Excel.
· Microsoft
.NET Framework 2.0/3.0:
We have completely upgraded our source code to work
seamlessly with Microsoft .NET Framework 2.0/3.0. This
translates to higher speed and compatibility with newer
computers.
Other Minor Updates: a. Dynamic Sensitivity Charts are now capable of taking both
cell names and cell addresses. b. Dynamic and Stochastic Optimization routines now support:
Conditional Means and Semi-Standard Deviations for
CVar computations
c. Updated examples to showcase the use of Efficient Frontier
analysis and multiple models econometrics
d. Updated Japanese user manual
e. Updated language edits and corrections in Spanish reports
and Spanish user interface
RISK SIMULATOR DETAILS
WHAT IS RISK ANALYSIS?
How do you make critical business decisions? Do you consider
the risks of your projects and decisions, or are you more
focused on returns? Do you have a hard time trying to
understand what risk is, let alone quantifying risk? Well,
our Risk Simulator software will help you identify,
quantify, and value risk in your projects and decisions.
RISK SIMULATOR
is a powerful Excel add-in software used for applying
simulation, forecasting, statistical analysis, and
optimization in your existing Excel spreadsheet models. The
software was developed specifically to be extremely easy to
use. For instance, running a risk simulation is as simple as
1-2-3, set an input, set an output, and run. Performing
forecasting can be as simple as two or three mouse clicks
away and the software does everything for you automatically,
complete with detailed reports, powerful charts and
numerical results. It even comes in English, Spanish,
Chinese and Japanese, with additional languages on their
way.
If we have the technology to send spacecrafts half way
across the solar system, why can’t we spend a little more
time quantifying risk? Such technology already exists and
Risk Simulator encapsulates these advanced methodologies
into a simple and user-friendly tool. We have books, live
training (Certification in Risk Management) seminars,
training DVDs, consultants and free sample getting started
videos in risk analysis and modeling on our website.
Risk Simulator is also integrated with our other software
including the Real Options Super Lattice Solver, Employee
Stock Options Valuation Toolkit, Modeling Toolkit (Over 800
Functions and 300 Models), ROV Modeler, ROV Optimizer, ROV
Valuator, ROV Basel II Modeler, ROV Compiler, ROV Extractor
and Evaluator, and ROV Dashboard. Please visit our website
for more details.
MODULE DETAILS
Monte Carlo Risk Simulation
25 Probability Distributions with very easy-to-use
interface, running Super Speed Simulations (thousands of
trials in a few seconds) with Comprehensive Statistics and
Reporting capabilities, Distributional Correlations with
Copulas, Truncation, Alternate Parameters, Linking
capabilities, Multidimensional Simulations and Risk
Simulator functions in Excel.
Analytical Tools
Bootstrapping, Cluster Segmentation, Comprehensive Reports,
Data Extraction, Data Import, Detailed Data Diagnostics,
Distributional Fitting, Distributional Exact Probabilities
(PDF, CDF, ICDF), Hypothesis Testing, Dynamic Sensitivity
Analysis, Scenario Analysis, Tornado and Spider Charts and
more!
Forecasting
Box-Jenkins ARIMA, Auto ARIMA, Basic Econometrics, Auto
Econometrics, Cubic Spline, Customized Distributions, GARCH
Volatility, J Curve, S Curve, Markov Chains, Maximum
Likelihood Estimations (Logit), Multiple Regression,
Nonlinear Extrapolation, Stochastic Processes, Time-Series
Decomposition, Trendlines and more! Watch out for more
advanced techniques in future versions!
Optimization
Static, Dynamic and Stochastic Optimization with Continuous,
Discrete and Integer Decision Variables, Efficient Frontier
Analysis, Linear and Nonlinear Optimization with complete
control over the advanced algorithm types and precision
levels
SUPPORT MATERIALS
· 11
books on risk analysis, simulation, forecasting,
optimization, real options, and options valuation written by
the software’s creator
· Training
DVD on risk analysis (simulation, forecasting, optimization,
real options, and applied business statistics)
· Live
training and certification courses on general risk
management, risk simulation, forecasting, optimization, and
strategic real options analysis
· Detailed
user manual, help file, and an extensive library of example
files
· Live
project consultants with advanced degrees and years of
consulting and industry experience
TRIAL AND ACADEMIC VERSIONS
Risk Simulator can be downloaded immediately from our
website with a default 10 day trial license. Our philosophy
is you get to try before you buy. Once you use it, we are
convinced you will fall in love with the simplicity and the
power of the tool, and it will become an indispensible part
of your modeling toolbox. We also have academic licenses for
full time professors teaching risk analysis (and their
students) or other associated courses using Risk Simulator
or our other software products. Contact admin@realoptionsvaluation.com
for details.
TRAINING AND CONSULTING
Advanced analytical tools such as the Risk Simulator
software are built to be easy to use but may get the analyst
in trouble if used inappropriately. Sufficient theoretical
understanding coupled with pragmatic application experience
is vital; therefore, training is critical.
Our
Risk Analysis
course is a two-day seminar focused on hands-on
computer-based software training, with topics covering the
basics of risk and uncertainty, using Monte Carlo simulation
(pitfalls and due diligence), and all of the detailed
methods in forecasting and optimization.
We also have a
Real Options for Analysts
course for the analysts who want to immediately begin
applying strategic real options in their work, but lack the
hands-on experience with real options analytics and
modeling. This two-day course covers how to set up real
options models, apply real options, and solve real options
problems using simulation, closed-form mathematics, binomial
and multinomial lattices using the Real Options SLS
software.
The
Certified in Risk Management (CRM)
seminar is a four-day hands-on class that covers the
materials on our Risk Analysis and Real Options for Analysts
courses and geared towards the CRM certification provided by
the International Institute of Professional Education and
Research (AACSB member and eligible for 30 PDU credits with
the PMI).
Our
Risk Analysis for Senior Managers
is a one day course specially designed for senior
executives, where we will review case studies in risk
management from 3M, Airbus, Boeing, GE, and many others. It
provides an executive overview of risk analysis, strategic
real options, portfolio optimization, forecasting and risk
concepts without the technical details.
Also available are other customized decision, valuation and
risk analysis courses with an emphasis on on-site trainings
customized to your firm’s exact needs based on your business
cases and models). Consulting services are available,
including the framing of risk analysis problems, simulation,
forecasting, real options, risk analytics, model building,
decision analysis, integrated OEM and software
customization.
EXPERTISE
Dr. Johnathan Mun
is the software’s creator and teaches the
Risk Analysis,
Real Options for Analysts,
Risk Analysis for Managers, CRM,
and other courses. He has consulted for many Fortune 500
firms (from 3M, Airbus, Boeing to GE and Motorola) and the
government (Department of Defense, State and Federal
Agencies) on risk analysis, valuation, and real options, and
has written a number of books on the topic, including
Real Options Analysis: Tools and Techniques, 1st
and
2nd Edition
(Wiley Finance, 2005, 2002);
Real Options Analysis Course: Business Cases
(Wiley Finance, 2003);
Applied Risk Analysis: Moving Beyond Uncertainty in Business
(Wiley, 2003);
Valuing Employee Stock Options Under 2004 FAS 123
(Wiley Finance, 2004);
Modeling Risk: Applying Monte Carlo Simulation, Real Options
Analysis, Forecasting and Optimization
(Wiley, 2006);
Advanced Analytical Models: 800 Functions and 300 Models
from Basel II to Wall Street and Beyond
(Wiley 2008);
The Banker’s Handbook on Credit Risk: Implementing Basel II
(Elsevier Academic Press 2008); and others. He is the
founder and CEO of Real Options Valuation, Inc., and is
responsible for the development of analytical software
products, consulting, and training services. He was formerly
Vice President of Analytics at Decisioneering, Inc.
(Oracle), and was a Consulting Manager in KPMG’s Global
Financial Strategies practice. Before KPMG, he was head of
financial forecasting for Viking, Inc. (an FDX/FedEx
Company). Dr. Mun is also a full professor at the U.S. Naval
Postgraduate School and a professor at the University of
Applied Sciences and Swiss School of Management (Zurich and
Frankfurt), and he has held other adjunct professorships at
various universities. He has a Ph.D. in finance and
economics, an MBA in business administration, an M.S. in the
area of management science, and a BS in applied sciences. He
is certified in Financial Risk Management (FRM), Certified
in Financial Consulting (CFC), and Certified in Risk
Management (CRM).

|