Working Capital - > 90 Day Delinquency Project – 0307-49-001 Heath Peacock Finance Tempe, AZ - CCC.

Slides:



Advertisements
Similar presentations
Quality Management, Process Capability and Six Sigma MGMT 311
Advertisements

LA TROBE Cash supply and Repair ATM problem ATM OPERATION IMPROVEMENT
1. 2 SIX SIGMA "Delivering Tomorrow's Performance Today" AIR CDRE ABDUL WAHAB.
Six Sigma is Two Things A Highly Capable Process – Long Term Statistical Defect Rate Prediction of 3.4 Defects Per Million or Less A Structured Process.
Premium Reduction & Delivery Improvement
Six Sigma What is Six Sigma?
1. 2 What is Six Sigma? What: Data driven method of identifying and resolving variations in processes. How: Driven by close understanding of customer.
Development of Six Sigma
Six Sigma By: Tim Bauman April 2, Overview What is Six Sigma? Key Concepts Methodologies Roles Examples of Six Sigma Benefits Criticisms.
1 SIX SIGMA "Delivering Tomorrow's Performance Today" AIR CDRE ABDUL WAHAB.
1 Industrial Design of Experiments STAT 321 Winona State University.
“Safety is a Measure of Success”
Quality Control Prof. R. S. Rengasamy Department of Textile Technolgoy
Σ Six Sigma: Process Perfection Customer Satisfaction through Error Elimination.
Team Chartering Six Sigma Foundations Continuous Improvement Training Six Sigma Foundations Continuous Improvement Training free six sigma site.
Cost of Quality - COQ MGMT-5060 Operations Management.
0 0 Six Sigma – Financial Overview. 1 1 Roles and Responsibilities of the Finance Support Team Policy Setting – Define Savings/Benefits – Provide tools.
ASQ Raleigh ASQ Raleigh Section 1113 Six Sigma SIG DMAIC Series.
Items Required for Process Hand-off
0 Six Sigma Project Guidance. 1 Roles and Responsibilities of the Finance Support Team Define Savings/Benefits Provide Financial Support – Project Selection.
Welcome to MM305 Unit 8 Seminar Diallo Wallace Statistical Quality Control.
REDUCTION OF OUTBOUND FREIGHT COSTS - EQUIPMENT Black Belt - Nicole Brannon Champion - Tony Martino MBB - Art Girard FA - Diane Brightwell.
Copyright © Six Sigma Academy International, LLC All Rights Reserved Executive Case Study Credit Card Declines.
1 DMAIC Define Overview Paul Grooms Black Belt in Training.
1 66 1 Six Sigma – Basic overview. 2 66 2 WHAT IS THIS SIX SIGMA ? A Philosophy A Statistical Measurement A Metric A Business Strategy make fewer.
1 SIX SIGMA "Delivering Tomorrow's Performance Today" AIR CDRE ABDUL WAHAB.
Project Storyboard (Page 1 of 2)
Inconsistent Administration of Sales Commissions Status Report August 28, 2003 Norcross, GA.
10-1 Chapter 10 Accounts Receivable Accounts Receivable and Inventory Management u Credit and Collection Policies u Analyzing the Credit Applicant.
Unapplied Cash: eIKON Dealer Compensation Joyce Darson NE Region CCC.
IT Asset Reassignment / Moves David Levine Information Technology IKON Network Center.
Project Update Effective Product Launch Vendor Integration Inga Broerman Black Belt Marketing - Corporate.
Project Charter Revenue/Sales Implications of Trials Black Belt Jack Thackrah NE Region BS – Malvern PA.
Canon Strategic Marketing Plan - Supply Credits
Total Call Process Effectiveness Black Belt – Alan Libbert Function: Operations/Service.
Meter Reads-Method Project Number Black Belt Rob Zinsky Northeast region.
Sales Forms Package Art Zieky INA-Sales Operations Macon, Malvern.
David Pasquarello Ikon Office Solutions
Assets Returned From Lease Project: Bill Cody Operations Columbus OH.
Six Sigma Black (& Blue) Belt: Jeanette Wall. Unapplied Cash-Calculation Error Jeanette Wall Operations Location- Company-wide CANCELLED!
Contract Termination/ Save the Customer Accountability Black Belt-G.K. McCown Service Division BU – Dallas, TX.
Meter Reads-Optimum Calling Process Project Number Black Belt Rob Zinsky Northeast region.
National Accounts/Meeting Customer Expectations - Customer Training Marty Brecht - Black Belt INAP.
Service Productivity- Parts Project # Black Belt – Rich Capasso Northeast Region.
Price Support (Vendor Rebates) Outside Vendor Window Black Belt: Debbi Youmans-McCreary Division: INA - eIKON BU – Ops/Vendor Credits/Southeast.
Unapplied Cash: eIKON Dealer Compensation Joyce Darson NE Region CCC.
Set Up-Pick Up Coordination Asset Recovery Cluster Black Belt Brent Wigington Western Mountain West.
Collections Accountability Leases that Terminate into Term Code TMDCR Tom Merry October 23, 2003 Week 4 Presentation.
Assets Returned From Lease Project: Bill Cody Black Belt Week 3 Report Out.
Deal Approval Process Project # &
DMAICTools.com thanks our industry partners for sharing their forms - use it, improve it, share it, send us back a better version!
Inaccurate Cycle Billing Records in OMD - Northeast Black Belt: Jim Palmer Division: Northeast BU – Forecasting/Service/ Revenue/Base/Type of Machine.
Contract Setup Project Black Belt: Rob Vaughn Week 3 Presentation Houston, TX.
Unapplied Cash – Canon & Ricoh Credits, Discrepancy in System Project # Black Belt - Jonathan Williams Division- Service/ Order Entry/Vendor.
© 2003 Six Sigma Academy0 The Roles of Six Sigma Champion Workshop.
Measure Phase Templates and Worksheets
Collections Accountability Leases that Terminate Following Automatic Renewal Tom Merry September 24th, 2003.
Change Development Rework Leonard Sealy Corporate Supply Chain – Rochester, NY.
Canon Strategic Marketing Plan - Supply Credits Marcus Downey South Region.
Lean Six Sigma Executive Overview
What is Six Sigma?.
Six Sigma.
Six Sigma.
Six Sigma. Six Sigma What is Six Sigma? Philosophy: We should work smarter, not harder. Business strategy: We gain a competitive edges in Quality,
Accounts Receivable and Inventory Management
DMAIC Roadmap DMAIC methodology is central to Six Sigma process improvement projects. Each phase provides a problem solving process where-by specific tools.
Six Sigma DMAIC Process
Six Sigma DMAIC Process
Six Sigma DMAIC Process
Six Sigma (What is it?) “Six sigma was simply a TQM process that uses process capabilities analysis as a way of measuring progress” --H.J. Harrington,
Presentation transcript:

Working Capital - > 90 Day Delinquency Project – Heath Peacock Finance Tempe, AZ - CCC

2 Background – Current Process n Within Business Unit, the opportunity exists to improve collector and manager effectiveness through enhanced system utilization and reporting n Average delinquency, 11.7% Customer A/R > 90 days delinquent n OMD / ARMS n 11.7% = $5.14 Million (June data) n Since June, Delinquency has increased to 14.0% or $6.1MM n Defect reduction goal from June was 70.0% or $3.6 Million n Savings based on 8.0% Cost of Capital Conversion to IOSC Collections – April 2004

3 Project Definition n Problem Statement: There is an opportunity to reduce delinquency for Trade Collection accounts with > 90 day delinquency in Tempe, AZ CCC. Excess delinquency leads to increased borrowing costs, reduced cash collected and additional reserve requirements. n Project Definition: Implement a series of improvements designed to increase collector and management effectiveness, enhance system utilization and reporting to reduce 90 day delinquency. n Project Benefits Reduce borrowing costs, increase cash and reduce reserves $288,000 in reduced borrowing costs

4 Project Team n Champion – Tom Sheehan / John Bartuska n Financial Analyst – Renate McLeod n Black Belt – Heath Peacock n Team Members: n Front Line Collector – Paula Smith n Front Line Collector – Sherry Van Luven n Collection Supervisor – Antoinette McDonald n Collection Supervisor – Rick Langston n Senior Manager of Collections – Greg Walston n Collection Manager – Mary Whitmer n Master Black Belt – Laura Wells Added team member to align with organizational structure

5 DPMO Recalculation Former DPMO calculated on just month end data

6 DPMO Recalculation n Former DPMO – 999,570 n It’s not that bad!!! n New DPMO based on 6.5% goal for April going forward n Avg %over goal of 6.5% was 3.5% Recalculated DPMO – 350,000

7 Measurement System Analysis n Data type – Normal, continuous based on P =.536 n Data Source – Data pulled directly from ARMS n Goal – Verify Month end reported data is accurate n Procedure – Pulled random sample of delinquency bucket data and audited n Sample – 135 random accounts, 15 in each delinquency bucket n Result – 100% accurate Measurement System is Accurate!

8 DPMO and Sigma Level n Initial Capability Analysis Outcome n Upper Specification Limit - 6.5% n Sigma is short term based on 11 data points at month end n DPMO – 350,000 based on delinquency in excess of Upper Spec Limit n Sigma Level – 1.88 n Average delinquency – 10.28%

9 Data Collection Plan n Obtain calls by Collector – # of Calls, both incoming and outgoing n Delinquency Bucket by Collector n Number of Accounts and invoices by Collector n Time employed by IKON by Collector n Sample data from IOSC collections history – number of calls, Promise to Pay percentage and Percent Current Leveraging IOSC Collection Experience

10 C&E Diagram & Matrix Results n Timeframe for marketplace follow-up (190) n Account listing - frequency, procedure and priority (190) n Aging Report (190) n Workload (190) n Department Structure (180) n Training (170) n Estimated Meter Reads (160) n Customer Service (160) n Productivity Report (150) n Marketplace Escalation (150) Top 10 Sources of variation and score

11 Tempe Data Correlation Correlation Some Correlation Minimal Correlation between Key Process Input Variables

12 Tempe Data Regression Analysis n Months with IKON – R-Sq (adj) – 0.4% n Customers Assigned – R-Sq (adj) – 0.0% n Total Invoices – R-Sq (adj) – 1.2% n Incoming Calls – R-Sq (adj) – 0.0% n But… We know, I know, the one thing that will most definitely affect over 90% is the number of external calls by collector…

13 Tempe Data Regression Analysis !!!!!!

14 Tempe compared to IOSC n Compared Collector Activity to IOSC Collector Activity n Ho = Call volume is same n Sample Size 175 and 168 over same time frame n Mean – 32 and 45 n Standard Deviation – 14 and 10 n 2 Sample – T test, P Value – 0.00 Reject the null Hypothesis

15 Next Steps n Data is pointing out that the collectors may be on the phone but are not resolving the customers issues. n Establish new data collections n Who are the collectors calling n What issues are keeping them from collecting

16 Results of Analysis n Avg number of customers for Tempe Collector =

17 Project DMAIC Checklist/Status

Questions?