Transitioning to a New Claims Reserving System
Accuracy Clarity Transparency
Ohio Bureau of Workers’ CompensationSeptember 19, 2007
Transitioning to a New Claims Reserving System
Accuracy Clarity Transparency
Ohio Bureau of Workers’ CompensationSeptember 19, 2007
Marsh P. RyanBWC Administrator
Marsh P. RyanBWC Administrator
John Pedrick, FCAS, MAAA
BWC Chief Actuarial OfficerJohn Pedrick, FCAS, MAAA
BWC Chief Actuarial Officer
Claim Reserve:
estimated value of
future financial liability for a claim
at a specific point in time
Principles of Insurance Rate Making
Principle #4:
A rate is reasonable and not excessive,
inadequate, or unfairly discriminatory if it is
an actuarially sound estimate of the
expected value of all future costs
associated with an individual risk transfer.
Statement of Principles Regarding Property and Casualty Insurance Rate Making: Casualty Actuarial Society
Accurate Claim Reserves
• More accurate estimation of future value
• More equitable distribution of cost to employers
• Critical to accurate premium rates
• Brings stability to premium rates
• Improves claim management by recognizing severity of claims early
Accurate Claim Reserves also…
• Improved Subrogation Collections
• Faster Claims Settlement
• Retrospective Rating Program-Close Out Reserves
• Identify Fraud Savings
BWC’s Reserving Systems
Tabular Reserves, until to 2002– Average cost of a claim in fitted category– Based primarily on last compensation paid
MIRA I, 2002 to 2007– Automated reserving system that uses
advanced statistical analysis to predict future cost/liability of a claim
Confidential. The material in this presentation is the property of Fair Isaac Corporation, is provided for the recipient only, and shall not be used, reproduced, or disclosed without Fair Isaac Corporation's express consent. © 2007 Fair Isaac Corporation.
MIRA II Overview
Anu Pathria, PhDVice President
Insurance Analytics
Kevin LisleProduct Manager
Insurance Analytics
Kathy BodenClient Relationship
Manager
10© 2007 Fair Isaac Corporation. Confidential.
You touch Fair Isaac technology when you…
Buy or refinance a home Make online purchases Take out auto insurance
Buy or use a cell phone Submit a medical claimUse a credit/debit cardUse an ATM
File for workers’ comp
11© 2007 Fair Isaac Corporation. Confidential.
Industry Focus: Workers’ Compensation
CLIENTS
KEY SOLUTIONS
Reserving Loss Reserving System establishes accurate case reserves
Medical Bill Review Software/Outsource Service
Maximize savings through automated review and repricing
Underwriting Optimize decisions with rules and analytics
Fraud and Abuse Reduce losses from workers’ comp fraud and abuse
Managed Care Services On staff nurses and specialists provide Telephonic Case Management, Utilization Review and Peer Review services
FACT Fair Isaac has provided workers’ compensation solutions for over 16 years, saving our collective clients more than $3.3 billion dollars a year in unnecessary charges.
CASE STUDY
The Workers’ Compensation Fund of Utah has realized millions of dollars in savings using VeriComp Fraud Manager--$4 million in savings the first year alone. Identification of one single fraudulent claim resulted in over $800,000 in savings.
12© 2007 Fair Isaac Corporation. Confidential.
The Business Problems Addressed by MIRA I &2
Solvency
Policyhold
er Satisfactio
n
Actuarial benchmar
king internal
vs. external actuary
Aggregate Bulk
Reserve Investmen
t Allocation
Accurate Ex Mods
and Premium Calculatio
ns
Accurate Reserves
on Individual
Claims
Policyhold
er Satisfactio
n
Accurate Reserves
on Individual
Claims
13© 2007 Fair Isaac Corporation. Confidential.
Which Claim Will Cost More?
Claimant A
25 yr old - knee injury
Construction
Litigated
No Surgery
Claimant B
55 yr old - knee injury
Clerical
Not Litigated
Surgery
14© 2007 Fair Isaac Corporation. Confidential.
MIRA I versus MIRA II
MIRA I
Models tied directly to static claim characteristics
Linear regression models used
Only summary paid data used as cost drivers
Aggregately Accurate
MIRA II
Next generation modeling techniques
Enhanced use of payment transactions over time
Multiple sub-models
Continued Aggregate Accuracy
Strong Individual Claim Accuracy
Longer shelf-life
ModelingTechnology
Accuracy
15© 2007 Fair Isaac Corporation. Confidential.
Claim-level Accuracy –MIRA II is better than MIRA I
$100
$1,000
$10,000
$100,000
$1,000,000
MIRA I Prediction$100 $1,000 $10,000 $100,000 $1,000,000
Fin
al T
otal
Pai
d
$100
$1,000
$10,000
$100,000
$1,000,000
MIRA II Prediction$100 $1,000 $10,000 $100,000 $1,000,000
Fin
al T
otal
Pai
d
25% Split Sample Prediction Scatter Plots Prediction vs. Final Total Paid at 180 Days
16© 2007 Fair Isaac Corporation. Confidential.
Per Claim Accuracy – MIRA I vs. MIRA II
$0
$20,000
$40,000
$60,000
$80,000
$100,000
$120,000
90 180 270 365 540 730 910 1090 1270
Days From Claim Report
Do
lla
rs (
$) Ultimate Cost
MIRA I
MIRA II
Paid To Date
Ultimate Cost = $93,553
17© 2007 Fair Isaac Corporation. Confidential.
Per Claim Accuracy – MIRA I vs. MIRA II
$0
$20,000
$40,000
$60,000
$80,000
$100,000
$120,000
90 180 270 365 540 730 910 1090 1270
Days From Claim Report
Do
lla
rs (
$) Ultimate Cost
MIRA I
MIRA II
Paid To Date
Ultimate Cost = $93,553
18© 2007 Fair Isaac Corporation. Confidential.
Per Claim Accuracy – MIRA I vs. MIRA II
$0
$20,000
$40,000
$60,000
$80,000
$100,000
$120,000
90 180 270 365 540 730 910 1090 1270
Days From Claim Report
Do
llars
($) Ultimate Cost
MIRA I
MIRA II
Paid To Date
Ultimate Cost = $93,553
19© 2007 Fair Isaac Corporation. Confidential.
MIRA II Aggregate Accuracy
Days OpenNumber of
ClaimsAverage
Paid
MIRA II AverageIncurred
Adjuster AverageIncurred
MIRA II% Ultimate
Adjuster% Ultimate
60 46,085 $19,360 $18,773 $10,190 96.96 % 52.64%
90 43,142 $20,548 $19,929 $11,829 96.99% 57.57%
180 35,540 $24,150 $23,671 $16,192 98.02% 67.05%
365 25,070 $30,721 $30,387 $23,901 98.91% 77.80%
540 18,244 $36,608 $36,386 $30,587 99.39% 83.55%
730 12,932 $42,661 $42,460 $37,362 99.53% 87.58%
20© 2007 Fair Isaac Corporation. Confidential.
MIRA II Aggregate Accuracy
Days OpenNumber of
ClaimsAverage
Paid
MIRA II AverageIncurred
Adjuster AverageIncurred
MIRA II% Ultimate
Adjuster% Ultimate
60 46,085 $19,360 $18,773 $10,190 96.96 % 52.64%
90 43,142 $20,548 $19,929 $11,829 96.99% 57.57%
180 35,540 $24,150 $23,671 $16,192 98.02% 67.05%
365 25,070 $30,721 $30,387 $23,901 98.91% 77.80%
540 18,244 $36,608 $36,386 $30,587 99.39% 83.55%
730 12,932 $42,661 $42,460 $37,362 99.53% 87.58%
21© 2007 Fair Isaac Corporation. Confidential.
MIRA II Aggregate Accuracy
Days OpenNumber of
ClaimsAverage
Paid
MIRA II AverageIncurred
Adjuster AverageIncurred
MIRA II% Ultimate
Adjuster% Ultimate
60 46,085 $19,360 $18,773 $10,190 96.96 % 52.64%
90 43,142 $20,548 $19,929 $11,829 96.99% 57.57%
180 35,540 $24,150 $23,671 $16,192 98.02% 67.05%
365 25,070 $30,721 $30,387 $23,901 98.91% 77.80%
540 18,244 $36,608 $36,386 $30,587 99.39% 83.55%
730 12,932 $42,661 $42,460 $37,362 99.53% 87.58%
22© 2007 Fair Isaac Corporation. Confidential.
How MIRA II is Built
DerivePowerfulVariables
Variable 1
Variable 2
Variable n
Predictive
ModelDataPredictionPrediction
Support Support Decision Decision MakingMaking
Extracted Extracted from BWC’s from BWC’s
systemsystem
FIC cleans and screens raw data to derive
predictive characteristics
Combine derived variables to provide an overall
projection of ultimate final claim cost
23© 2007 Fair Isaac Corporation. Confidential.
Model Variables –MIRA II’s use of dynamic variables enhances claim-level accuracy
Static Variables Date of Injury Average Weekly Wage ICD-9 Code Date of Birth Claimant Zip Code
Dynamic variables, based on financial transactions, become more important
over time
Dynamic Variables Medical Paid TTD (TTD/TPD) Paid PPD Paid Hospital Paid Chiropractor Paid
Variable Contribution
0
20
40
60
80
100
0 3 6 9 12 15 18
Months from Claim Report
Perc
enta
ge
Contr
ibuti
on
DynamicStatic
24© 2007 Fair Isaac Corporation. Confidential.
Predictive Models take a holistic view when making forecasts Factors the combined interactions of claim
characteristics
Model prediction reflects the historical cost of similar claims as handled by BWC in the past
When a Claim is Processed by MIRA II:• Injury Severity Determined• Appropriate benefit-level models provide
predictions based upon Injury Severity• Model Controls stop predictions
Body Part
$ Prediction
Nature
AWWRx Paid
Severity
PPD Paid
25© 2007 Fair Isaac Corporation. Confidential.
Type 1 Death
e
Type 9
PPD
MIRA II Severity
Classification
MIRA IISub
Models
MIRA II Controls
(Stop Logic)
TTD Reserve/TPD / Wage Loss
PPD ReserveLiving Maintenance
Medical
Medical
PPD Category
No PPD Paid for 390 Days
TD Indemnity
No TD Paid for
390 Days
CLAIM
How MIRA II Assess Perm Partial Claims
Medical
No Medical Paid for
390 Days
26© 2007 Fair Isaac Corporation. Confidential.
Models are the Best Approach to Reserving
Proven, sound, modeling methodology Non-judgmental Based on Millions of Ohio claims Consistent Accurate
Understandable predictions Based on file facts that are displayed on reports Reason-codes explain why a prediction has changed
27© 2007 Fair Isaac Corporation. Confidential.
MIRA II Provides Data Empowering BWC Reserve Transparency
Individual Claim Data Summarize the relevant file facts
- Making it easy for BWC to understand the connection between data and reserves
- Aides in data clean up
Gives reasons for changed predictions
Aggregate Claim Data BWC can drill down into MIRA II reserves on groups of claims Data can be exported to Excel, Reporting Database
28© 2007 Fair Isaac Corporation. Confidential.
Claim Identification Section
Unique information regarding the claim, the claimant, and the employer
Claim Number : 13947690 Branch : 00
Claimant : MANT, CLAY Examiner : F13KLJ3P
Jurisdiction : IL Claim Unit :
Employer : THE SUN-TIMES COM Date of Injury : 01-17-2001
Policy Number : 4005233330008 MIRA Status : Open
Policy Eff.Date : 01-01-2001 Prediction Status : First Time
=========================================================================================
CLAIM IDENTIFICATION
29© 2007 Fair Isaac Corporation. Confidential.
Claim Characteristics Section
Summarizes Data used by MIRA II
CLAIM CHARACTERISTICS
MIRA II Injury Type : 9 Permanent Partial Duration Start Date : 01-23-2001
ABC Injury Type : 9 Permanent Partial Claimant Birth Date : 07-23-1946
Accident Cause Code :05 Fall (From Elevation) Tenure Days : 1798
Body Part Code : 34 Wrist Report Delay Days : 6
Nature of Injury : 28 Fracture Claimant Gender Cd : M
Job Class Schedule : 32 Cartage and Trucking Medical Rehab Code : Y
Marital Status Code : M Married Average Weekly Wage: 917.15
Employment Status : F Full-time employee Claimant Zip Code : 60187
Death Hosp Claimant Life Inj On
Ind Flag Attorney Pension Premises
======= ======= ======== ======= ========
N N N N N ===========================================================================================
30© 2007 Fair Isaac Corporation. Confidential.
Claim Summary Section
Shows Paid amounts, MIRA II Predictions and Actual Claim Duration
CLAIM SUMMARY
======================================================================================
MIRA II MIRA II Paid Reserve Incurred Medical : $993 $8,925 $9,918 Indemnity : $5,672 $8,307 $13,979 Medical Rehab : $0 $861 $861 Indemnity Rehab : $0 $0 $0 Legal Expense : $0 $0 $0 ========== ========== ========== Claim Total : $6,665 $18,093 $24,758 Actual Duration: 230 Days
31© 2007 Fair Isaac Corporation. Confidential.
Prediction Change Reasons
Shows the Prediction Change Reason Codes and descriptions and the Prior Paid and MIRA II Incurred amounts for claims with updated predictions.CLAIM SUMMARY
======================================================================================
New Changed Characteristics 54 – PPD Payments 00 – Medical Payments 45 – TTD Payments Density 78 – Indemnity Payments MIRA MIRA Paid Reserve Incurred Medical : $4,912 $8,348 $13,261 Indemnity : $7,310 $37,048 $44,358 Medical Rehab : $0 $0 $0 Indemnity Rehab : $0 $0 $0 Legal Expense : $0 $1,035 $1,035 ========== ========== ========== Claim Total : $12,222 $46,431 $58,654 Actual Duration: 220 Days
32© 2007 Fair Isaac Corporation. Confidential.
Inaccurate Claim Coding will impact Reserves
CLAIM CHARACTERISTICS
MIRA Injury Type : 9 Permanent Partial Duration Start Date : 11-02-2000
AMC Injury Type : 5 Temporary Disability Claimant Birth Dt : 03-24-1951
Accident Cause Code : 6 Struck Against Tenure Days : 1497
Body Part Code : 90 Multiple Injuries Report Delay Days : 4
Nature of Injury : 10 Contusion Claimant Gender Cd : F
Job Class Schedule : 9 Services Medical Rehab Code : N
Marital Status Code : S Single Average Weekly Wage : 491.00
Employment Status : F Full-time employee Claimant Zip Code : 40258
Death Hosp Claimant Life Inj On
Ind Flag Attorney Pension Premises
====== ====== ======== ======== ========
N N N N N =========================================================================================
33© 2007 Fair Isaac Corporation. Confidential.
Reserves Before Data Clean Up
=========================================================================================
=========================================================================================
Before
MIRA MIRA Paid Reserve Incurred Medical : $0 $7,018 $7,018 Indemnity : $8,401 $7,367 $15,768 Medical Rehab : $0 $0 $0 Indemnity Rehab : $0 $0 $0 Legal Expense : $0 $0 $0 ========== ========== ========== Claim Total : $8,401 $14,305 $22,786 Actual Duration: 351 Days
34© 2007 Fair Isaac Corporation. Confidential.
MIRA MIRA Paid Reserve Incurred Medical : $0 $5,155 $5,155 Indemnity : $8,401 $5,952 $14,343 Medical Rehab : $0 $0 $0 Indemnity Rehab : $0 $0 $0 Legal Expense : $0 $0 $0 ========== ========== ========== Claim Total : $8,401 $11,097 $19,498 Actual Duration: 351 Days
Reserves Are More Accurate After Data Clean Up
=========================================================================================
=========================================================================================Before
MIRA MIRA Paid Reserve Incurred Medical : $0 $7,018 $7,018 Indemnity : $8,401 $7,367 $15,768 Medical Rehab : $0 $0 $0 Indemnity Rehab : $0 $0 $0 Legal Expense : $0 $0 $0 ========== ========== ========== Claim Total : $8,401 $14,305 $22,786 Actual Duration: 351 Days
After – Data Changed to Wrist Sprain
BWC will be upgrading
to a technologically
superior version from
Fair Isaac
“…shall completely transition from use of the Micro Insurance Reserve Analysis System to a different system or different version of that system to determine the reserves for use in establishing premium rates…”
Meeting the Requirements of House Bill 100
Employers can view all
data used in the
reserves online, BWC to
provide training
“The Administrator
shall transition to a
reserve analysis system
that is characterized as
transparent in nature…”
Meeting the Requirements of House Bill 100
“The manner in which
the system uses data
can be understood in
general terms by
employers…”
New system uses standard
data elements and
payment patterns to set
reserve
Data that impacts reserve
to be made available online
Meeting the Requirements of House Bill 100
“The type of data the
system uses in making
reserve analysis can
be explained to
employers…”
When a reserve
changes the data
element caused the
reserve change
(will be identified to
the employer)
Meeting the Requirements of House Bill 100
“The Administrator shall communicate information describing the manner in which the new reserve analysis system uses data and the type of data the system uses in making reserve analysis to employers…”
All data elements will be viewable by employers on BWC website for each claim
Training will be provided by BWC to employers to explain data used for reserves
Meeting the Requirements of House Bill 100
BWC’s New Claims Reserving SystemAccuracy
New reserving system will:
• Use new historical claim data
• Use regularly updated claim data
• Reflect improved claim management environment
• Reflect improved statistical analysis
• Be responsive to Ohio specific requirements
BWC’s New Claims Reserving SystemClarity
BWC will provide customers with:
• Information and instruction on reserve methodology
– Start/Stop Reserving Logic
– Payment Pattern Impact
– Statistical Data on Average Claim Reserve
– General Reserving Rules
• BWC Sponsored Training
BWC’s New Claims Reserving SystemTransparency
BWC will provide customers with:
• Improved online web services
– Listing of Claim Data used in reserve prediction
– Reason for change in reserve
– Average claim cost/reserve by injury type
– Reserving methodology resource manual
• More frequent reserve updates
BWC’s New Claims Reserving SystemNext Steps
• Continue Development of Reserving Model• Develop Applications to Improve Transparency
– Creating Online Services
– Policy Information Request System (PIRS)