claim analytics.pptx %5bread-only%5d (1)
TRANSCRIPT
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How Does Your ClaimDepartment Measure Up?
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Measuring Your Workers Compensation ClaimsDepartment Using Data and Predictive Analytics
C. Michael Mattix, J.D., CPCU, AReVice President, Claims and General Counsel
Armed Forces Insurance
Steven R. Henning, MBA, CPCU, AreVice President, Business Risk Review
Swiss Reinsurance
How Does Your Claim DepartmentMeasure Up?
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• Workers compensation claims• Top 15 states• Benchmarking exercise• Audit of claim files – consistency• Reserving: Analyze changes last 2 years• Recommendations for improvement• Follow-up to measure improvement
Project Scope
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• Review of all relevant contracts, proceduresand policies
• Interviews with members of seniormanagement
• Audit of over 800 open lost time claims• Multivariate Analysis of all WC transaction
data from 1994
Project Methodology
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• Analyzed company data against knownindustry benchmarking data:Workers Compensation:
» NCCI» WCRI
NOTE: USER BEWARE!You must be a member of these organizations in order to use their data.Even then, it is advisable to ask for permission to use in a benchmarkingexercise.
Benchmark Comparisons
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2009/2010 claims
Average Incurred BenefitsMore then 7 days lost time
© WCRI 2012. All rights reserved
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What’s causing your pain?
Performance Metrics
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Median and AverageOpen Case Reserves
-
5,000
10,000
15,000
20,000
25,000
30,000
35,000
40,000
1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004-
200
400
600
800
1,000
1,200
1,400
1,600
1,800
#Cla
ims
Median $Case Reserve Avg $Case Reserve #Claims
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Non-Initial IndemnityReserves Changes
$6,000
$7,353
$9,850$9,000
$7,810 $8,023
$11,600$10,915 $11,320
$12,500
$19,768
$5,000
$10,000
$15,000
$20,000
$25,000
1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004
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Open Case ReservesCalifornia Only
$0
$1,000,000
$2,000,000
$3,000,000
$4,000,000
$5,000,000
1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004
1993 1994 1995 1997 1998 1999 2000 2001 2002 2003 2004
State CA
$Case Reserve
@YearEnd
PolEffYY
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Open Case ReservesCalifornia v. All Other
$0
$1,000,000
$2,000,000
$3,000,000
$4,000,000
$5,000,000
$6,000,000
$7,000,000
$8,000,000
$9,000,000
$10,000,000
CA NonCA CA NonCA CA NonCA CA NonCA
2001 2002 2003 2004
1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004
State (All) Before2001 2001-2004
$Case Reserve
@YearEnd CAvsNonCA
PolEffYY
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New vs. Renewal Business
0
2,000,000
4,000,000
6,000,000
8,000,000
10,000,000
12,000,000
14,000,000
16,000,000
18,000,000
1999 2000 2001 2002 2003 2004
New account in 2001+
OldAccount
LTclaim (All) Open (All) CAvsNonCA (All) State (All) Renewal (All)
Loss Exp OS
PolEffYY
Account Age
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New vs. RenewalCalifornia Only
0
1,000,000
2,000,000
3,000,000
4,000,000
5,000,000
6,000,000
1999 2000 2001 2002 2003 2004
New account in 2001+ OldAccount
LTclaim (All) Open (All) CAvsNonCA CA State (All) Renewal (All)
Loss Exp OS
PolEffYY
Account Age
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Expense to Loss Ratio
0.00
0.02
0.04
0.06
0.08
0.10
0.12
0.14
0.16
12 24 36 48 60 72 84 96
1997 1998 1999 2000 2001 2002 2003 2004
PaidExpense (All)
ExpenseToLoss
@
AccYY
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Indemnity to Medical Ratio
0.00
0.10
0.20
0.30
0.40
0.50
0.60
0.70
0.80
0.90
12 24 36 48 60 72 84 96
1997 1998 1999 2000 2001 2002 2003 2004
IssuedDateMax (All)
IndToMed
@
AccYY
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Claim ReviewData Collection Categories
Data Integrity
Initial Investigation
Claim Handling & Settlement
Expense Management
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Date of Loss Correctfrom First Report of Injury
Yes82%
No18%
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Date of Report CorrectDate stamp (mail, fax, email, call log) in claim file
Yes41%
No59%
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DATA INTEGRITYSuggested Procedural Changes
Clear operational definitions• Stress importance of data integrity Clear, unambiguous message Duty of every employee
Map from policy/claims system• Performance metrics Adjuster responsible Part of performance evaluation
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Re-opened Claims
0
500
1,000
1,500
2,000
2,500
3,000
3,500
0 1 2 3 4 5
1994 1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005
Open (All)
#Claims
CL_TIMES_CLOSED
DOIYY
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Closed Lost-Time Claims
$1,708
$4,180
1,866
362
0
1,000
2,000
3,000
4,000
5,000
No ReOpen ReOpen
Median #Claims
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Closed Lost Time Claims
$1,708
$4,180$3,601
$23,399
1,866 1,702
164362
0
5,000
10,000
15,000
20,000
25,000
No ReOpen ReOpen ReOpen - No Lawsuit ReOpen - Lawsuit
Median #Claims
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Multivariate Analysis
Multivariate analysis (MVA) is based on the statisticalprinciple of multivariate statistics, which involvesobservation and analysis of more than one statisticalvariable at a time. In design and analysis, thetechnique is used to perform trade studies acrossmultiple dimensions while taking into account theeffects of all variables on the responses of interest.
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Multivariate Analysis
What did our analysis uncover?
Reserving Issue: Claims involving female workers wereunder reserved by 12%
Severity: 3 occupational codes were driving theseverity
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Multivariate Analysis
Why is this important?
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Innovators and entrepreneurswell into implementation
Focus on WC, GL and Auto BI
Targeted at high/low costclaimants, including thoseinvolving fraud, litigation andsubrogation
Broad interest by primaryinsurers, TPAs and large selfinsureds (No reinsurers!)
Predictive models built customto the organization
Standard practice in leadingcompanies
Seamlessly integrated withbusiness rules and systemautomation to drive results
Early adopters leveragecapability to gain market share
Pay-as-you-go type of predictivemodels that leverage common ITstructure
TODAY 2014 and BEYOND
Industry assessesvalue of predictivemodeling
Innovatorslaunchtechnology
Slow moversscramble tocatch up
Leaders achievecompetitiveadvantage
PREDICTIVE ANALYTICS
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Predictive AnalyticsFocus on the “Vital Few”
0
5
10
15
20
25
30
35
40
45
50
1 2 3 4 5 6 7 8 9 10
0.25 0.5 1 1.75 2.5 34
7
30
50
Perc
enta
ge o
f Tot
al In
curr
ed L
osse
s
Decile
Predictive analytics allow you tofocus additional resources on those20% of claims responsible for 80%of total payments
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Performance Analytics• Audit Sampling Considerations• Primary claim file review
– Sample Size Criteria (population size, confidencelevel, desired precision)
– Open/Closed (depends on issue reviewed)– Size of Claim (segmented into large, medium,
small)– By Line of Business– By Adjuster/Supervisor/Branch Office– Occurrence dates (weighted > 2007)
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Performance Analytics
• All audit questions are objective (answers are"Yes", "No" or "N/A")
• Broad range of adjuster behaviors measured,focused on each phase of a well-managedworkers compensation file– Coverage - Initial Investigation– File Management - Reserving– Recovery - Vendor Management– Return to Work - Resolution
• Operational Definitions are specific, measurable,actionable, realistic and time-oriented
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Three Point Contact
3 days3%
Late13%
None84%
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Claim Reporting LagTime from DOL to DOR
0-326%
4-718%
8-1416%
15-3015%
More than 3025%
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Accident VerificationMeaningful Contact with Employer and Employee
Yes60%
No40%
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WitnessesContact/interview with identified witnesses
Yes33%
No67%
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AWW Verification
Yes57%
No43%
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ISO FilingInitial filing within 10 days and appropriate refilings
Yes58%
No42%
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Initial InvestigationSuggested Procedural Changes
Loss Intake Process:Importance of the First Few Days
Improved Data Integrity Ensure requisite documents are available for claim
handling Establish rapport with injured worker Establish clear factual basis of loss Obtain clear plan of treatment from treating physicians
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Initial InvestigationSuggested Procedural Changes
Three-Point Contact
Witness Contact/Statements
ISO filings
Accident Verification Mandatory Clear Operational Definitions Performance Metrics Documentation
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Claim ManagementSuggested Procedural Changes
Medical records
Request treatment plans/outcomes
Surveillance Clear assignment (physical manifestation of injury, physical
description/photo) Limit number of hours/days of assignment
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Claim ManagementSuggested Procedural Changes
IMEs
Clear assignment: Send complete medical records, claim notes,surveillance results, pleadings, depositions, etc.
Ask specific questions about causation and treatment (modalities andfrequency), etc.
Keep the end in mind (i.e., what is the goal of performing the IME?)
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Claim ManagementSuggested Procedural Changes
Action Plan in file Action plan completed by adjuster no later than 60 days from
assignment Contains specific actions, dates and actors
Supervisor Notes Timing -- regular cadence (e.g., 30, 60, 120, etc.) Specific file direction/action
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Claim ManagementSuggested Procedural Changes
Reserves Use reserve worksheet – document changes Set timely; reviewed timely Consider using statistical reserves for 90 days Place medical reserves on files with PTD or lifetime medical exposure Review underlying assumptions annually Consistent with Company Philosophy Clear operational definition Changed circumstances Audits
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Claim ManagementSuggested Procedural Changes
Expense Management Legal Assignment Legal ExpensesMedical Case Management AssignmentMedical Case Management Expenses Vocational Rehabilitation Assignment Vocational Rehabilitation Expenses Claim Handler Maintaining Control
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Organizational Recommendation
Claim Intake Unit
Large Loss Unit
Settlement Specialist
Supervisors are strictly administrative
Claim Committee (Formal and informal)
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Questions
Thank you for the opportunity to discuss thisexciting topic. We are glad to respond to anyquestions you may have.
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Legal Notice
• ©2012 Armed Forces Insurance and Swiss Re. All rightsreserved.
• You are not permitted to create any modifications or derivatives of thispresentation or to use it for commercial or other public purposes withoutthe prior written permission of Armed Forces Insurance and Swiss Re.
• Although all the information used was taken from reliable sources, ArmedForces Insurance and Swiss Re do not accept any responsibility for theaccuracy or comprehensiveness of the details given. All liability for theaccuracy and completeness thereof or for any damage resulting from theuse of the information contained in this presentation is expresslyexcluded. Under no circumstances shall Armed Forces Insurance, itsaffiliates or Swiss Re or its Group companies be liable for any financialand/or consequential loss relating to this presentation.