A PRICING TECHNIQUE TO CALCULATE THE SOLVENCY CAPITAL REQUIREMENT FOR NON-LIFE PREMIUM RISK TRONCONI ANDREA Torino, 4 Dicembre 2014

Slides:



Advertisements
Similar presentations
Introduction to Property & Casualty Actuarial Presenter: Matt Duke.
Advertisements

Credit Risk Plus November 15, 2010 By: A V Vedpuriswar.
Financial and Solvency Projection in Life Insurance Company
Risk Management EABH & Swiss Re Mathematics at Swiss Re in the 1960s Hans Bühlmann June 2013.
Prepared for D ISABILITY C LAIMS R I S I N G Adrian C T Mak GeneralCologne Life Re Australia.
Predictive Data Modeling A CASE STUDY FOR DATA MODELING.
Agência Nacional de Saúde – ANS Federal Regulatory Agency for Health Plans and Health Insurance Renata Gasparello – Regulation Specialist - Actuary IAIS.
Claims Reserving for Non Life Insurance Craig Thorburn, B.Ec., F.I.A.A. Phone
Insurance mathematics III. lecture Solvency II – introduction Solvency II is a new regime which changes fundamentally the insurers (and reinsurers). The.
Swiss Federal Department of Finance FDF Swiss Federal Office of Private Insurance FOPI Swiss Solvency Test Field Test 2006 This version:
October 5, 2006Purdue University Reserves James Miles, FSA, MAAA October 5, 2006.
Chapter 4: Insurance Company Operations
A Comparison of Property-Liability Insurance Financial Pricing Models Stephen P. D’Arcy, FCAS, MAAA, Ph.D. Richard W. Gorvett, FCAS, MAAA, Ph.D. Department.
PRICING ISSUES IN GROUP LIFE ASSURANCE By David Mureriwa 15 April 2015.
Mandatory motor owner’s third part liability (TPL) insurance Motor insurance: technology of profitable business.
Non-life insurance mathematics Nils F. Haavardsson, University of Oslo and DNB Skadeforsikring.
Intensive Actuarial Training for Bulgaria January 2007 Lecture 4 – Life Insurance Reserve & Minimum Capital By Michael Sze, PhD, FSA, CFA.
Problems Problems 3.75, 3.80, Random Variables.
PROSPECT THEORY AND ASSET PRICES Nicholas Barberis Ming Huang Tano Santos Course: Financial Economics, Ales Marsal, Presentation of the paper:
A New Exposure Base for Vehicle Service Contracts – Miles Driven CAS Ratemaking Seminar – Atlanta 2007 March 8, 2007Slide 1 Discussion Paper Presentation.
Burning Cost.
French working group on Best Estimate: Main conclusions FinReq meeting 17 September 2007.
Chapter 25 Introduction to Risk Management
Advancements in Territorial Ratemaking Allocating Cost of Catastrophe Exposure May 2006 CAS Spring Meeting Stephen Fiete.
FINANCIAL CONDITION REPORTING Ioana Abrahams 13 November 2009.
Use of Statistical Models on the Supervisory Process of
Travelers Analytics: U of M Stats 8053 Insurance Modeling Problem
® Aon Energy Course Wednesday 6 th July ® AIM Introduction Underwriter & Underwriting Underwriting – Tools Conclusion.
Non-life insurance services 1 UN STATISTICS DIVISION Economic Statistics Branch National Accounts Section UNSD/ECA National accounts workshop November.
A Primer on Non-Life Insurance Ratios Craig Thorburn
1 Practical ERM Midwestern Actuarial Forum Fall 2005 Meeting Chris Suchar, FCAS.
Ratemaking: An ERM Function CAS Ratemaking Seminar March 13 & 14, 2006 Russ Bingham, Hartford Curt Parker, Grange Mutual John Kollar, ISO.
Practical GLM Modeling of Deductibles
Slide 1 Trend Sources and Techniques, A Comparison of US and European Methods Trending of Premium and Claims A Reinsurer’s Perspective FIT FOR PURPOSE.
What does an Actuary Really Do? n An Actuary’s primary job is to calculate expected Insurance Losses. n Examples: u What is the average Physical Damage.
AEG recommendations on Non-life insurance services (Issue 5) Workshop on National Accounts December 2006, Cairo 1 Gulab Singh UN STATISTICS DIVISION.
Presented at: 1998 DFA Seminar July 13-14, 1998 Presented at: 1998 DFA Seminar July 13-14, 1998 lmn Dynamic Financial Analysis: Objectives & Design Gerald.
Hidden Risks in Casualty (Re)insurance Casualty Actuaries in Reinsurance (CARe) 2007 David R. Clark, Vice President Munich Reinsurance America, Inc.
2007 CAS Predictive Modeling Seminar Estimating Loss Costs at the Address Level Glenn Meyers ISO Innovative Analytics.
INSURANCE Adoption of IFRS in the Insurance Sector: Local (“Prudential) GAAP versus IFRS and Solvency II Georg Weinberger, KPMG REPARIS Workshop Vienna,
Profit Margins In General Insurance Pricing (A Critical Assessment of Approaches) Nelson Henwood, Caroline Breipohl and Richard Beauchamp New Zealand Society.
Institute for Mathematics and Its Applications
CAS Seminar on Ratemaking Introduction to Ratemaking Relativities (INT - 3) March 11, 2004 Wyndham Franklin Plaza Hotel Philadelphia, Pennsylvania Presented.
© 2005 Towers Perrin March 10, 2005 Ann M. Conway, FCAS, MAAA Call 3 Ratemaking for Captives & Alternative Market Vehicles.
Bivariate Poisson regression models for automobile insurance pricing Lluís Bermúdez i Morata Universitat de Barcelona IME 2007 Piraeus, July.
Pricing Integrated Risk Management Products CAS Seminar on Ratemaking San Diego, March 9, 2000 Session COM-45, Emerging Risks Lawrence A. Berger, Ph.D.
Glenn Meyers ISO Innovative Analytics 2007 CAS Annual Meeting Estimating Loss Cost at the Address Level.
Copyright © 2011 Pearson Education. All rights reserved FINANCIAL OPERATIONS OF PRIVATE INSURERS Chapter 26.
© English Matthews Brockman Business Planning in Personal Lines using DFA A Talk by Mike Brockman and Karl Murphy 2001 Joint GIRO/CAS Conference.
Actuarial Research Corporation1 Inside the Black Box: Adjustments and Considerations for Public Policy Proposals AcademyHealth Annual Research Meeting:
Slide PURCHASING CONSIDERATIONS Discuss insurability and probability. Explain product options, price, and company ratings. GOALS GOALS.
Chapter 7 Financial Operations of Insurers. Copyright ©2014 Pearson Education, Inc. All rights reserved.7-2 Agenda Property and Casualty Insurers Life.
INNOVATION AND THE REGULATOR JANET SILVERMAN NEW YORK INSURANCE DEPARTMENT CASUALTY ACTUARIAL SOCIETY SPRING MEETING MAY , 2000.
Practical GLM Analysis of Homeowners David Cummings State Farm Insurance Companies.
Non-life insurance mathematics Nils F. Haavardsson, University of Oslo and DNB Skadeforsikring.
0 Allocating the Cost of Capital Practical Examples Daniel Isaac CAS Spring Meeting May 19-22, 2002.
A Primer on Non-Life Insurance Ratios Craig Thorburn
2005 CAS Ratemaking Seminar Pricing and Market Conditions: Financial Lines Measuring Risk for D&O Liability Ben Fidlow, FCAS, MAAA.
Proceedings Paper Value Creation in Insurance – A Finance Perspective Russ Bingham CAS Annual Meeting Vice President andNov , 2004 Director.
Ratemaking Actuarial functions Ratemaking Loss reserving Data collection and analysis Profitability analysis Competitive analysis Prepare statistical reports.
Kelly McManus, FSA John Hancock Financial Services
Insurance Profitability
Casualty Actuaries of New England
Financial overview of Finnish insurance companies
Trust: short-term low default paper proceeds interest remaining funds
Chapter 3: risk measurement
New Approach to Ratemaking & Reserving
Managing Underwriting Risk & Capital
Rocco Roberto Cerchiara Università della Calabria
Establish the Price: Rating
Presentation transcript:

A PRICING TECHNIQUE TO CALCULATE THE SOLVENCY CAPITAL REQUIREMENT FOR NON-LIFE PREMIUM RISK TRONCONI ANDREA Torino, 4 Dicembre 2014

AGENDA 2  INTRODUCTION  MODEL FEATURES  PROJECTION OF THE PORTFOLIO  ESTIMATION OF THE FREQUENCY PARAMETER  CONCLUSIONS A PRICING TECHNIQUE TO CALCULATE THE SOLVENCY CAPITAL REQUIREMENT FOR NON-LIFE PREMIUM RISK

Delta Frequency; Delta Average Severity; Average Premium. INTRODUCTION 1/2 3 The Premium Risk derives from fluctuations in timing of frequency and severity, of insured events, which ensure that the premiums income will be not enough to pay future claims. In this context the perception is a lack of connection with actuarial best practices of pricing. ULR t97% Average Premium t415 € Delta Frequency 101% Delta Average Severity 102% ULR t+1100% Average Premium t+1400 € Average Cost t+1415 € Delta-3,5% RISK AREAS PROJECTION OF INCOME & COST PREMIUM RISK A PRICING TECHNIQUE TO CALCULATE THE SOLVENCY CAPITAL REQUIREMENT FOR NON-LIFE PREMIUM RISK

Renewal process and New Business not only effect the future premiums level but even frequency and severity. Renewal process Discount trend New Business Tariff structure INTRODUCTION 2/2 4 PREMIUM RISK –SCR CALCULATION BUT…. A PRICING TECHNIQUE TO CALCULATE THE SOLVENCY CAPITAL REQUIREMENT FOR NON-LIFE PREMIUM RISK

AGENDA 5  INTRODUCTION  MODEL FEATURES  PROJECTION OF THE PORTFOLIO  ESTIMATION OF THE FREQUENCY PARAMETER  CONCLUSIONS A PRICING TECHNIQUE TO CALCULATE THE SOLVENCY CAPITAL REQUIREMENT FOR NON-LIFE PREMIUM RISK

MODEL FEATURES 1/3 6 COLLECTIVE APPROACH DUE TO THE CARD SYSTEM A PRICING TECHNIQUE TO CALCULATE THE SOLVENCY CAPITAL REQUIREMENT FOR NON-LIFE PREMIUM RISK

MODEL FEATURES 2/3 7 ATTRITIONAL VS LARGE CLAIMS A PRICING TECHNIQUE TO CALCULATE THE SOLVENCY CAPITAL REQUIREMENT FOR NON-LIFE PREMIUM RISK

MODEL FEATURES 3/3 8 FREQUENCY Policies that have at least one day of coverage during the solvency period considered (the level of expected frequency is connected to the features of the policies in portfolio) Multivariated models that explain the frequency (built and used by the actuarial department to construct the tariff) STARTING POINTS A PRICING TECHNIQUE TO CALCULATE THE SOLVENCY CAPITAL REQUIREMENT FOR NON-LIFE PREMIUM RISK

AGENDA 9  INTRODUCTION  MODEL FEATURES  PROJECTION OF THE PORTFOLIO  ESTIMATION OF THE FREQUENCY PARAMETER  CONCLUSIONS A PRICING TECHNIQUE TO CALCULATE THE SOLVENCY CAPITAL REQUIREMENT FOR NON-LIFE PREMIUM RISK

PROJECTION OF THE PORTFOLIO 1/3 10 Renewal process  Company probability of renew (maybe depending on the agency) New business  Connection with the business plan: is the company going to open some agencies somewhere?  How many new business policies are expected?  Assumption: the features of the new business policy are equal to the ones of the last year new business policies Future tariff Discount trend WHAT SHOULD BE CONSIDERED? A PRICING TECHNIQUE TO CALCULATE THE SOLVENCY CAPITAL REQUIREMENT FOR NON-LIFE PREMIUM RISK

PROJECTION OF THE PORTFOLIO 2/3 11 EXAMPLE OF PROJECTION A PRICING TECHNIQUE TO CALCULATE THE SOLVENCY CAPITAL REQUIREMENT FOR NON-LIFE PREMIUM RISK

PROJECTION OF THE PORTFOLIO 3/3 12 WHERE EXPECTED FREQUENCY A PRICING TECHNIQUE TO CALCULATE THE SOLVENCY CAPITAL REQUIREMENT FOR NON-LIFE PREMIUM RISK

AGENDA 13  INTRODUCTION  MODEL FEATURES  PROJECTION OF THE PORTFOLIO  ESTIMATION OF THE FREQUENCY PARAMETER  CONCLUSIONS A PRICING TECHNIQUE TO CALCULATE THE SOLVENCY CAPITAL REQUIREMENT FOR NON-LIFE PREMIUM RISK

ESTIMATION OF THE FREQUENCY PARAMETER 1/4 14 FOR POLICY N.1 WE HAVE THAT We use the pricing multivariate model that explain the NC frequency. GLM models are the best practice in the tariff process cause take in account correlations between variables. In the following slides there are some interesting results GLM A PRICING TECHNIQUE TO CALCULATE THE SOLVENCY CAPITAL REQUIREMENT FOR NON-LIFE PREMIUM RISK

ESTIMATION OF THE FREQUENCY PARAMETER 2/4 15 GRAPH 1 - CAR AGE A PRICING TECHNIQUE TO CALCULATE THE SOLVENCY CAPITAL REQUIREMENT FOR NON-LIFE PREMIUM RISK

ESTIMATION OF THE FREQUENCY PARAMETER 3/4 16 GRAPH 2 - AGE A PRICING TECHNIQUE TO CALCULATE THE SOLVENCY CAPITAL REQUIREMENT FOR NON-LIFE PREMIUM RISK

ESTIMATION OF THE FREQUENCY PARAMETER 4/4 17 GRAPH 3 - NUMBER OF CLAIMS A PRICING TECHNIQUE TO CALCULATE THE SOLVENCY CAPITAL REQUIREMENT FOR NON-LIFE PREMIUM RISK

AGENDA 18  INTRODUCTION  MODEL FEATURES  PROJECTION OF THE PORTFOLIO  ESTIMATION OF THE FREQUENCY PARAMETER  CONCLUSIONS A PRICING TECHNIQUE TO CALCULATE THE SOLVENCY CAPITAL REQUIREMENT FOR NON-LIFE PREMIUM RISK

CONCLUSIONS 19 SCR CALCULATION MAIN FEATURES All of these aspects helps the Company Board to take decisions, answering to the following fundamental question: “What will happen in terms of expected profitability, loss ratio, SCR, size of portfolio if ….?” WHAT IF… A PRICING TECHNIQUE TO CALCULATE THE SOLVENCY CAPITAL REQUIREMENT FOR NON-LIFE PREMIUM RISK

REFERENCES 20 C.D. Daykin, T. Pentikainen, M. Pesonen, “Practical Risk Theory for Actuaries”, 1993; ANIA, “CARD, convenzione tra assicuratori per il risarcimento Diretto”, 2013; Towers Watson, “Practitioner’s Guide to Generalized Linear Models”,2004; EIOPA, “QIS5 Technical Specifications”,2010; FINMA, “Technical Document on the Swiss Solvency Test”, 2007; Swiss Federal Office of Private Insurance, “White Paper of the Swiss Solvency Test”, A PRICING TECHNIQUE TO CALCULATE THE SOLVENCY CAPITAL REQUIREMENT FOR NON-LIFE PREMIUM RISK