Learn about the research activity of the SOA's Committee on Knowledge Extension Research.
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Edward A. Lew Modeling Project
- Completed CKER Projects
- Estimating the Probability of a Rare Event via Elliptical Copulas
- Liang Peng, Ph.D.
- The researcher modeled and predicted multi–dimensional rare events by combining volatility models and tail copulas.
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- Estimating the Actuarial Cost Function of Financial Distress
- Shaun Wang, Ph.D., ASA, FCAS and Andreas Milidonis, Ph.D.
- The researchers derived an analytical framework and performed empirical estimations of the actuarial cost function of financial distress, expressed as a function of the distance–to–default.
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- Markov Mortality Models and Their Applications in Actuarial Science
- Sheldon Lin, Ph.D., A.S.A. and Xiaoming Liu
- The researchers describe the relationship between mortality and physiological variables by using finite–state Markov processes with one absorbing state to model an underlying dynamic aging process.
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- Robust and Efficient Methods for Credibility
Vytaras Brazauskas, Ph.D.
The researcher developed an ensemble of improved data–analysis procedures, which offer various trade–offs between robustness and efficiency. Practical guidelines regarding the choice of appropriate robustness–efficiency trade–off in applications were established.
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The Distribution of the Sum of
Lognormals
Daniel Dufresne, Ph.D., FSA
The researcher priced lognormals with a particular emphasis on the numerical application of the theoretical results to the pricing of Asian and basket options. The project resulted in two papers:
"Stochastic Life Annuities", which will be published in the North American Actuarial Journal, Januray 200y, Vol. 11, Issue 1, and "Fitting Combinations of Exponentials to Probability Distributions", which will be published in Applied Stochastic Models in Business and Industry."
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Levy Processes in Risk Theory
Jose Garrido, Ph.D., Dip., B.Sc., ASA and Manuel Morales
The researchers investigated general risk models based on Levy Processes. The paper
is published in the North American Actuarial Journal, October 2006, Vol.
10, Issue 4.
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Mortality Improvement Cohorts and the Effect
on the Annuities Market and Social Security System in the United States
Krzysztof Ostaszewski, Ph.D., M.S., MAAA, FSA
In response to mortality improvement, the researcher studied special cohorts and
correlations among them in various countries and their effect on prices of retirement
instruments.
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Analysis of Mortality
Data Using Smooth Spline Poisson Regression
N.D. Shyamal Kumar, Ph.D., M.Stat and Manuel Mendoza, Ph.D.
The researchers survey Bayesian models for mortality data and related frequentist
models. The paper is published in ARCH 2006.1.
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Pricing of Guaranteed Annuity Conversion Options
Steven Haberman, FIA, ASA
The researcher presents a theoretical model (consistent with financial economics theory)
for the pricing of guaranteed annuity conversion options associated with certain
deferred annuity pension-type contracts in the UK. The paper will be published in
Insurance: Mathematics and Economics, Vol. 38.
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Toward a Unified Approach
to Fitting Loss Models
Stuart Klugman, Ph.D., FSA and Jacques Rioux, Ph.D., ASA
The researchers extended the results of Clive Keatinge’s paper, “ Modeling
Losses with the Mixed Exponential Distribution”. The paper is published in
the North American Actuarial Journal, January 2006, Vol. 10, Issue 1.
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Transferring the Financial Risks of Retirement
William Leslie, FSA, MAAA
The researcher developed an educational model that conveys the risks and rewards of
various strategies concerning asset performance and longevity. The project resulted in
a Beta version of the Retirement Income Calculator software.
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Mathematical Models and Software for Financial Organizations at Risky Markets
Vladimir Morozov, Ph.D. and Alexander Vasin, Ph.D.
The researchers developed mathematical methods and software for accumulation of the
capital and investment portfolio management problems under specific conditions of the
Russian financial markets. The paper was accepted for publication by the International
Journal of Mathematics, Game Theory and Algebra.
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Real Longevity Insurance with a Deductible:
An Introduction to Advanced–Life Delayed Annuities
Moshe Milevsky, Ph.D.
The researcher developed a better understanding of the economic pricing, efficiency and
long–term evolution of the Canadian life annuity market, employing the modeling
paradigm of continuous–time finance theory. The paper is published in the October
2005 NAAJ.
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Application of Quasi–Monte Carlo Methods to
Actuarial Science
Phelim Boyle, FCIA, Ph.D. and Ken Seng Tan, ASA, Ph.D.
The project resulted in two research publications: “Pricing Options Using
Lattice Rules” is published in the July 2005 NAAJ, and
“Valuation
of the Reset Options Embedded in Some Equity–Linked Insurance” is published
in the July 2001 NAAJ.
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Credibility Using Copulas
Edward(Jed) Frees, FSA, MAAA, Ph.D. and Ping Wang, Ph.D.
The researchers developed a direct link between credibility and loss distributions
through the notion of a copula, a tool for understanding relationships among
multivariate outcomes. The paper was published in the April 2005 NAAJ.
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Valuation of Equity–Indexed
Annuities under Stochastic Interest Rates
X. Sheldon Lin, ASA and Dr. Ken Seng Tan, ASA
This paper considers the pricing of equity–indexed annuities. It was published in the
October 2003 NAAJ.
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Contaminated Expotential
Dispersion Loss Models
Professor Udi E. Makov and Professor Zinoviy Landsman
The research develops families of contaminated exponential dispersion loss models and
examined their theoretical properties and applicability to real heavy tailed loss data.
It was published in the April 2003 NAAJ.
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Actuarial Aspects of Dependencies in
Insurance Portfolios
Dr. J. Dhaene, Dr. M. Denurt, Dr. M. Goovaerts, R. Kaas and D. Vyncke
The researchers studied the consequences of the introduction of dependency relations in
actuarial models considering the problem at the portfolio level and the individual risk
level. The following two papers were published in Insurance: Mathematics and
Economics: The Concept of Comonotonicity in Actuarial Science and Finance: Theory,
Volume 31, Issue 1, August 2002
The Concept of Conomotonicity in Actuarial Science and Finance:
Applications, Volume 31, Issue 2, October 2002.
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Robust and
Efficient Fitting of Loss Models
Dr. Robert Serfling
The researcher developed estimators which are both efficient and robust. The results
are published in the October 2002 NAAJ.
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Modern Modeling Technologies for Pension
Actuaries
Dr. Arnold F. Shaprio, EA, FSA, MAAA, MSPA
Several articles published in ARCH were a result of the research which investigated
the role of modern modeling technologies for the pension actuary.
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Adaptive Nonlinear
Models
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The Inner Workings of Neural Networks and Genetic Algorithms
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Technologies Used in
Modeling
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Soft Computing
Applications in Actuarial Science
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Generalized Cox, Ingersoll and Ross Model:
Statistics and Valuation of Interest Rate Derivatives
Dr. Wojciech Szatazchneider
Dr. Szatazchneider presents a simple construction of the extended Cox, Ingersoll and
Ross model for term structure of interest rate, and a simple way of pricing general
interest rate derivatives with this model. The paper was published in the Mexican
Journal of Economics and Finance, Volume 1, Number 4, 2002.
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The Cost of Mismatch in Stochastic Interest
Rate Models
Dr. Michel Jacques, ASA
Evaluated the cost of mismatch by a percentile of the cash flow distribution when
interest rates follow a stochastic model.
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Credibility and Equity
Dr. Virginia Young, FSA and Dr. S. David Promislow, FCIA, FSA
Investigated the relationship between credibility and equity and answered such questions
as, "How does an actuary, faced with unkown risks, use claim data to arrive at the
most equitable premiums?" The paper was published in the Scandinavian Actuarial
Journal, Volume 2000, Number 2/September 2000.
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Inflation–Parameter
Family of Discrete Probability Distributions and their Application in Analysis of
Over–and–Under Dispersed Insurance Data
Dr. Nikolai Kolev, Ledi Minkova and Plamen Neytchev
The project focused on constructing a new family of discrete probability distributions
which appear as an extension to the family of generalized power series distributions.
The paper was published in ARCH, Volume 2000.1.
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Tight
Approximation of Basic Characteristics of Classical and Non–classical Surplus
Processes
Vladimir Kalashnikov and Gurami Tsitsiashvili
The paper proposes asymptotically correct two–sided bounds for random sums (where the
number of summands has an arbitrary distribution) which can be viewed as ruin
probabilities or accumulated claim sizes in various risk processes. The paper was
published in ARCH, Volume 2000.1
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Asymptotic Behavior of Non-homogeneous Risk Processes and Ruin Probabilities
Dr. Victor Korolev
The researcher investigated the asymptotic properties of generalized risk processes in
which the process of insurance claims is not a homogeneous Poission process as it is
assumed in the classical theory. The research resulted in several papers, "The
Asymptotic Expansion for Qualities of Compound Cox Processes and their Applications to
Some Problems of Insurance and Financial Mathematics," published in Theory of
Probability and its Application, Volume 45, No. 1. It also produced
"Generalized
Risk Processes."
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Pricing Practices
for Joint Last Survivor Insurance
Dr. Heekyung Youn
Based on a Hougaard copula function and using data from a large insurance company
constructed a parametric model for joint survival function. The paper was published in
ARCH, Volume 2001.1.
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Statistical
Methods for Monitoring Health Care Process Measurements
Dr. Marjorie Rosenberg, FSA, MAAA
Discusses the first step of quality control to monitor health care data. The article
was published in the October 2001 NAAJ.
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Credibility Using
a Loss Function From Spline Theory: Practical Considerations
Dr. Virginia Young, FSA
Reviews and expands previous research by developing ways to use results to calculate
expected claims. The paper was published in the January 1998 NAAJ.
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Bounding and Asymptotic Behavior of Ruin
Probabilities in Collective Risk Theory
Dr. Vladimir Kalashnikov
In
"Bounding
and Asymptotic Behavior of Ruin Probabilities in Collective Risk Theory: Final Report
III," ARCH 1998.1, the results of the whole project are summarized along with
the results on the last 1/3 of the research. Also in that article the other outcomes
and locations from his research are listed.
The paper,
"Bounds
for Ruin Probabilities in the Presence of Large Claims and their Comparison,"
proposes upper and lower bonds of ruin probabilities for the S. Anderson model with
large claims and compares them. It was published in the October 1999 NAAJ.
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An Actuarial Index
of the Right–Tail Risk
Dr. Shuan Wang, ASA
The paper measures right tail risk by defining the right–tail deviation and the right
tail index. The paper was published in the October 1998 NAAJ
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Is Social
Security a Regressive System?
Dr. Robert L. Brown, ACAS, FCIA, FSA
This paper analyzes both the Old–Age, Survivors, and Disability Insurance (OASDI)
system of the US and Canada/Quebec Pension Plans (C/QPP) to determine whether these
systems are "a good deal" and whether they are regressive or progressive.
The paper was published in the October 1998 NAAJ.
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The 1996
Accidental Death Mortality Table: A Comprehensive Analysis of Recent Accidental Death
Experience
Jay Jaffe, FCIA, FSA, MAAA
The researcher considers recent death mortality experience applicable to both life
policies and other accident products and presents a possible new valuation accident
death benefit mortality table of US business. The information appears in the SOA's
1997–98 TSA Reports.
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Interaction
Between Asset Liability Management and Risk Theory
Dr. Jacques Janssen
The resulting paper, which was published in ARCH, measures risks when the value of the
liabilities becomes larger than the value of the assets.
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Random Mortality
Rates and the Analysis of Selective Lapsation
Dr. Bruce Jones, FCIA, FSA
Studies models involving random mortality rates and assesses their suitability in
analyzing insured life mortality and to develop ideas for modeling relationships
between mortality rates and lapse rates. The paper was published in the January 1998
NAAJ.
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Statistical Methods of Combining Multiple
Sets of Count Data
Dr. H. Dennis Tolley, ASA and Dr. Gilbert Fellingham
The purpose was to examine statisical methods of estimating lapsation rates as they
apply to guaranteed issue health insurance policies. One of the resulting papers,
published in the July 1999 NAAJ,
"Combining
Life Table Data," uses maximum likelihood methods to illustrate a method for
combining tables of count data.
Another paper published in the Scandinavian Actuarial Journal, Volume
2000, Number 2, September 2000, "Likelihood Methods for Combining Tables of
Data" presents similar data by presenting likelihood methods of combining tables
of data from several sources.
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A Stochastic Model
of the Asset Liability Management
Dr. Lijia Guo, ASA
The research addresses the stochastic modeling for managing the asset liability
process. The paper was published in ARCH, 1996.1
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The Analysis of
CCRC Data
Dr. Bruce Jones, FCIA, FSA
Because continuing care retirement communities (CCRC) pose an interesting challenge to
actuaries the researcher presents an approach to analyzing CCRC data and demonstrates
the methodology by using data from a CCRC. The paper was published in the October 1997
NAAJ.
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Pricing Decisions in Insurance: A Fuzzy Logic
Approach
Dr. Virginia Young, FSA
The project researches how an actuary can use fuzzy logic to make pricing decisions
that consistently consider supplementary data. Dr. Young's results can be found in the
following two papers:
"Adjusting
Indicated Insurance Rates: Fuzzy Rules that Consider Both Experience and Auxiliary
Data," Proceedings, Volume LXXXIV, 1997, Casualty Actuarial Society and
"Insurance Rate Changing: A Fuzzy Logic Approach," Journal of Risk and
Insurance, September 1996, Volume 63, Number 3.
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Methodology to Deal with Dependencies on
Multi–Life Risks
Dr. Edward (Jed) Frees, FSA, Dr. Jacques Carriere, ASA and Dr. Emiliano Valdez, FSA
By discussing a broad class of parametric models using a copula the paper,
"Annuity
Valuation with Dependent Mortality," which was published in ARCH, 1995.1,
investigates the use of models of dependent mortality for determining annuity values.
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Study
of Public Financial Guarantee Programs
The monograph by Price Waterhouse LLP for the Society of Actuaries presents the results
of a study of Public Financial Guarantee Programs in the United States and Canada.
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Public
Employees Retirement Systems
Michael Samet, EA, FCA, FSA, MAAA, Timothy Peach, EA, FSA, MAAA and W. Paul Zorn
The monograph published by the Society of Actuaries is the first comprehensive study
and review of actuarial methods used by public employees retirement systems (PERS).
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Applications of
Operations Research Methods to Solve Problems of Importance in Actuarial Science and
Insurance Management
Dr. Patrick Brockett
The research develops and documents the applicability of operations research
methodologies for improved global decision making in actuarial science and insurance
management and to extend the theory and applications to insurance company management.
The paper was published in the Transactions, 1995, Volume 47, Society of Actuaries.
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Edward A. Lew Award
Ed Lew was the 1973–74 president of The Society of Actuaries and a longtime supporter
of SOA efforts. He was an active member and chairperson emeritus of the Committee on
Life Insurance Research at the time of his death in 1996. He was a founding member of
the Actuarial Research Conference (ARC) and the Actuarial Reserach Clearing House
(ARCH) publication.
He had a longtime interest in modeling research and was instrumental
in providing the motivation for the beginning of the Society of Actuaries modeling
conferences.
CKER administers this award program to advance knowledge in actuarial
modeling. The first awards were presented in 1998.
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The Management of De–Accumulation Risks in a
Defined–Contribution Environment (2002)
Russell Gerrard, Ph.D., Steven Haberman, FIA, Ph.D., and Elena Vigna, Ph.D.
To provide a tool for finding the optimal investment and/or consumption choices in
defined–contribution pension schemes in the decumulation phase, when the income
drawdown option is taken by the pensioner. The paper was published in the North American Actuarial Journal, January 2006, Volume 10, No. 1.
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Development of Educational Material Related
to Actuarial Modeling (2000)
Bruce Jones, FSA, Ph.D.
The completed project, "Modeling Policyholder Outcomes under a Disability
Income–Type Long–Term Care Insurance Policy," was an extension of An Introduction
to Actuarial Models and Modeling: An Interactive Approach (IAMM) and has been
incorporated on the SOA Course 7 syllabus.
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Investing for
Retirement: Optimal Capital Growth and Dynamic Asset Allocation (1999)
Hans U. Gerber, ASA, Ph.D. and Elias S. Shiu, ASA, Ph.D.
Published in the April 2000 NAAJ.
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A Longitudinal Data Analysis Interpretation of Credibility Models (1998)
Edward A. Frees, FSA, Ph.D., Yu Luo, ASA and Virginia R. Young, FSA, Ph.D.
Published in Insurance: Mathematics and Economics, Volume 24, Issue 3 (28, May 1999)
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Forecasting Social
Security Actuarial Assumptions (1998)
Edward A. Frees, FSA, Ph.D., Yueh–Chuan Kung, Ph.D., Siu–Wan Lan, ASA, Ph.D. Marjorie
A. Rosenberg, FSA, Ph.D. and Virginia R. Young, FSA, Ph.D.
Published in the October 1997 NAAJ.
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Understanding
Relationships Using Copulas (1998)
Edward A. Frees, FSA, Ph.D., Emiliano Andreas P. Valdez, Ph.D.
Published in the January 1998 NAAJ.
- CKER Travel Grant Opportunity for 42nd Actuarial Research Conference
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Combining Life Table Data
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