Importance of Data Quality April 21, 2004
Agenda Uses & Benefits of Data Elements of Quality IBC Data Quality Safeguards Metrics Data Quality Improvement Tools Incorporating Quality into Design Questions
Uses and Benefits of Data Provide Industry Analysis Identify Emerging Industry Issues Support Lobbying Efforts Fraud Investigation Government Rate Filing Company - Business Decisions –Product, Pricing, Market
Elements of Quality Validity/Consistency Completeness Timeliness Accuracy Meets the needs of the business!
IBC Data Quality Safeguards Business Logic / Editing Testing Facility Trending Analysis Tools & Reports Deficiency Fees Dedicated IBC Resources –Data Quality Management
IBC Data Quality Safeguards Accountability Visibility CEO Data Quality Report Data Accuracy Profiles Compare to Related Data Reporting Compare to External Sources
IBC Data Quality Safeguards Compare to Financial Statements CFO Sign-Off Internal Actuarial Review External Actuarial Review Regulator Review Compare to Rate Filing
Error Management Error Management EDIT Errors Valid Data Valid Data Accuracy Analysis SNA FTP Data Accuracy Data Accuracy Data Submission Submission Management Submission Management Products & Services
Data Quality Management Team Vice President Manager Data Collection & Quality Data Quality Specialist – 1 Data Quality Analysts – 5 Data Entry Staff – 2 Manager Data Accuracy Data Accuracy Analysts – 3
Metrics 200+ Active Reporting Companies 6 Statistical Plans –3 Reporting Types per Plan –1,400 Data Submissions per Week 150 Million Data Records per Year 1.6% of Records have Errors –2+ Million Records Corrected per Year
2003 Data Metrics All Submitted Data Personal Lines Commercial Liability Commercial Property OSABSP Automobile Facility Automobile –98.38% –99.87% –98.40% –99.71% –91.91% –98.58% –91.76%
Metrics 3,200 Pages - Stat Plan Documentation –1,500 Pages for Automobile 10 User or Reference Manuals 5 Web Applications –1,330 Active User ID’s 2,000 Client Interactions per Week
D. Q. Improvement Tools Documentation: – Statistical Plan Manuals – Edit Rules Documentation – Application User Manuals – Reference Manuals Communication: – Data Quality Bulletins – Tips s
D. Q. Improvement Tools Meetings: – Error Correction Training – Statistical Plan Coding Seminars – Status Meetings – Annual Data Quality Forum Deficiency Fees: – Monthly Invoice – Detail Reports (showing counts, aging, etc.)
D. Q. Improvement Tools Reports: – Submission Confirmation – Greensheets & Error Listings – Monthly Status Reports – UV Accuracy Reports – OSAB Database – Ad-hoc Reports – CEO Data Quality Report
CEO Data Quality Report
D. Q. Improvement Tools Analysis: – Submission Process – Data Trending – Data Accuracy Completeness Checking: –Annual Balance Reconciliation –OSABSP to ASP Balancing
D. Q. Improvement Tools Website: – Library of Communications/Bulletins – Application Description Information – Frequently Asked Questions – Links to Data Quality Applications – All User & Reference Manuals
D. Q. Improvement Tools 5 Web Applications: –Prime> Pre-Edit Testing –SMART > Submission Management –Expert> Error Management –EEC > Error Correction –EVC> VIN Correction
Error Management Error Management EDIT Errors Valid Data Valid Data Accuracy Analysis SNA FTP Data Quality Data Quality Data Submission Submission Management Submission Management Products & Services 4SMART 4EXPERT 4EEC 4EVC 4PRIME
PRIME Streamline Testing Process Automate Detection of Data & Mapping Errors Identify Required Changes to Company Programs or Translation Tables Information provided: –Batch Structure Errors –Error Volume –Error Code Frequency –Detail Record Download
SMART Coordinate Submission Management On-Line Reconciliation to Confirm Balances Provides Summary & Detail Submission Information Allows users to: –Ensure Completeness –Identify Submission Abnormalities
EXPERT Coordinate Error Management Process Flexible Search Criteria Enables User to Identify Trends Information provided: –Most Frequent Errors –First Time Errors –Repeat Errors –Error Correction Volume –Number of Outstanding Errors
EEC Streamline Error Correction Process On-Line Access to Correct Errors Refreshed Daily Allows users to: –Improve Timeliness of Error Correction –Improve Productivity Through Bulk Correction –Reduce Paper and Courier Fees –Reduce Deficiency Fees
Questions?