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Lean Six Sigma
Reimbursement of Cooperative
Agreement Money
LD28627
QRPA
Foster, James, BBc
Cree, Jeffery, Project Sponsor
Riley, Michael, MBB, Mentor
Detwiler, Jason, RM
Project Initiation Date: 01 MAR 18
Define Tollgate Date: 20 MAR 18
Define
2
Problem Statement/Goal Statement
 Problem statement
 It takes the VAARNG too long to reimburse the state of
Virginia money owed in accordance with Cooperative
Agreements.
 Goal statement
 Reduce reimbursement time to 30 days from the time
Virginia incurs an expense until restitution is made.
Define
Project Scope
• Scope-in
• VAFM O&E process beginning when the state of Virginia
incurs an obligation for work received IAW the CA and the
last step is when the National Guard reimburses state of
Virginia.
• The following are excluded: Any process not related to
VAFM O&E; Any process the state of Virginia performs after
receiving funds.
3
Define
4
SIPOC map
Suppliers Inputs Process Outputs Customers
• Complete CA
Package
• State of VA
Reimbursed
• Invoices
• State GL
• CAAppendix
• FMZ/5A
Recon
• State of VA
• VAARNG
• Vendor
• State of VAInvoices
Re’cvd
State A/P
Pays
Invoice
CFA
creates
Packet
BA
Aligns
Money
State
CFO
Signs
Fed PM
Signs
GOR
Signs
USPFO
Signs
Input Metrics Process Metrics Output Metrics
Quality
Speed
Cost
• Invoices Allow/Unallowable
• GL matches invoices
• State AMSCO submitted to Fed
• # of Packets Started bi-weekly
• Invoice Coded Correctly
• # of Packets Compiled
• State/Fed Budget Lines up
• # of Days to CFO Signature
• # of Invoices Accepted at A/P
• # of Packets Signed
• # of Packets Re’cving Funds
• # of Packets Processed within 15
working days
VOC/VOB
• VOC
• VOB
• VOB • Late fees associated with late invoices • # of invoices processed on
time
• # of invoices paid on time
Define
Process map
CFA
Accountant
State
A/P
State
CFO
Facilities
Office
Places
information
into Cardinal
Sends GL File
to State BA
for Review
Pays
Vendor
State
Budget
Analyst
Fed
Budget
Analyst
Creates Final Packet
for CFO Signature
Certifies Packet
Reviews Invoices
to GL File
Delay
Up To
4 Weeks
PO Approves
Contract/ Codes
Invoices
Green (CVA); Amber (NVA-R); Red (NVA)
Sends
Invoices
Lines up
State/Fed
Funding
Define
Process map continued
GOR
GOR
Assist.
Commercial
Accounts
Federal
Account
Manager
Reviews Packet
For Correctness
USPFO
Comptroller
Certifies Packet
Reviews Packet
For Correctness
Green (CVA); Amber (NVA-R); Red (NVA)
Certifies Packet
Processed For
Payment
Release Of Funds
To State
Define
77
Voice of the Customer/Voice of the Business
VOC Key Customer Issue(s) CCR
What does the customer want from us? We need to identify the issue(s) that
prevent us from satisfying our customers.
We should summarize key issues and translate
them into specific and measurable requirements
To be reimbursed in a timely manner GOR finds errors in Packets Reimbursement takes longer than 60
days
VOB Key Business Issue(s) CBR
What does the business want from us? We need to identify the issue(s) that
prevent us from meeting strategic
goals/missions.
We should summarize key issues and translate
them into specific and measurable requirements
Improved Cash Flow Enough money for the State to
work through planned projects
State not reimbursed in a timely manner
after paying the vendor
Define
8
Communication Plan
Project Sponsor FTF Inform Project Status Belt Bi-Weekly
Project Team FTF Data collection Tasks & Issues Belt Weekly
Resource
Manager
FTF Benefits
recording
Financial data
entry
Belt As needed
Mentor FTF Status
Updates
Project Status Belt As needed
FMO Pre-Tollgate
Meeting
Status Update Tollgate Project
Sponsor
As needed
Audience Media Purpose
Topics of
Discussion/
Key Messages
Owner Frequency Notes/Status
Define
9
Operational Definitions
 Terms:
 Cooperative Agreement (CA): Any agreements entered into by the Department of Defense, National
Guard Bureau, with the States, funded by Department of Defense appropriations for the Army National
Guard and Air National Guard, for construction, minor construction, maintenance, repair, or operation of
facilities, operations of the Army National Guard and Air National Guard, and for other programs
authorized and directed by Congress or the Department of Defense to be performed by the States and
the National Guard Bureau
 ARNG: Army National Guard
 CFMO: Chief Facilities Management Officer
 GOR: Grant’s Officer Representative
 USPFO: United States Property & Fiscal Officer
 O&M: Operations and Maintenance
 Packet: Invoice/General Ledger/Signature Page organized to create a comprehensive view of the
expense the State is seeking reimbursement for.
 Appendix: The applicable portion of the Master Cooperative Agreement
 Packet Cycle Time: The total number of Days/hours a Packet takes from initial invoicing to
reimbursement from the VA ARNG to the State of VA
 Total hours Worked: The total number of hours worked in the facility including weekends and holidays.
 Number of Personnel: The total number of military and civilian personnel working (not including
contractors)
 FMO: Facilities Maintenance Office
Define
10
Data Collection Plan
Performance
Measure
Operational
Definition
Data Source
and Location
How Will Data
Be Collected
Who Will
Collect Data
When Will Data
Be Collected
Sample
Size
Stratification
Factors
How will data
be used?
Length of Packet
processing
Time from
when the
invoice is
received to
when the State
receives
reimbursement
GEARs Data will be pulled
from GEARs once
packets are
complete
James Foster Once; GEARs will hold
information for 10
days at a time to give
me a sample for all
packets in the cycle
33 O&M Packets To determine
PCT
Define
11
Measurement Systems Analysis
Type of
Measurement Error
Description Considerations to this Project
Discrimination
(resolution)
The ability of the measurement system
to divide measurements into “data
categories”
Packet Cycle Time is measured in Days
and type of Packet – This provides
enough detail
Bias
The difference between an observed
average measurement result and a
reference value
No bias – Data is provided from GEARs,
an automated system that provides
star/end dates.
Stability The change in bias over time
The data is in a read-only status once
the Packet has completed its lifecycle –
No ability to alter dates.
Repeatability The extent variability is consistent
Not an issue. Data is located in a site
that is Read Only once the Packets are
complete.
Reproducibility
Different appraisers produce consistent
results
Data set has the name of Packets so
anyone can pull the same sample set to
get the exact same results.
Variation The difference between parts N/a to this process.
Define
 The AD Normality
test indicate the data
is NOT normal
 The Mean value for
the data is 49.796
days
 Standard deviation is
36.198 days
12
Baseline Process Performance
150100500-50
99
95
90
80
70
60
50
40
30
20
10
5
1
Mean 49.80
StDev 36.20
N 33
AD 1.373
P-Value <0.005
PCT
Percent
Probability Plot of PCT
Normal
Define
Baseline Process Performance – Over Time
 The I-MR chart indicates
the process is not in
control
 Individual Average of 49.8
days
 10 data points occur
outside of the UCL
Individually
13
0
20
40
60
80
100
120
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33
Moving Range
Moving Range Average mR URL
3128252219161310741
100
75
50
25
0
ObservationIndividualValue
_
X=49.8
UCL=90.7
LCL=8.9
3128252219161310741
100
75
50
25
0
Observation
MovingRange
__
MR=15.4
UCL=50.2
LCL=0
1111
11
111
1
1
1
1
I-MR Chart of PCT
Define
1501209060300
LSL *
Target 25
USL 25
Sample Mean 49.7961
Sample N 33
Shape 1.35935
Scale 54.2858
Process Data
Pp *
PPL *
PPU -0.18
Ppk -0.18
Overall Capability
PPM < LSL *
PPM > USL 666666.67
PPM Total 666666.67
Observed Performance
PPM < LSL *
PPM > USL 705723.01
PPM Total 705723.01
Exp. Overall Performance
Target, USL
Process Capability Report for PCT
Calculations Based on Weibull Distribution Model
 The sample mean
of the baseline
process is 49.796
days
 Weibull Distribution
used as potential
process capability
given non-normal
data
 USL to the left
indicates poor
capability & not
centered
 Ppk of 0.18
confirms poor
capability given <
1.33
14
Baseline Process Capability
Define
15
FMEA
Define
Prioritized Root Causes
16
Define
Potential Solutions
17
Define
Evaluation Criteria
18
Define
19
Pilot Plan
1st Quartile 2.5736
Median 5.0738
3rd Quartile 7.4119
Maximum 12.6808
3.9692 6.4086
3.6424 6.8795
2.7663 4.5499
A-Squared 0.22
P-Value 0.830
Mean 5.1889
StDev 3.4399
Variance 11.8328
Skewness 0.021584
Kurtosis -0.548781
N 33
Minimum -1.4816
Anderson-Darling Normality Test
95% Confidence Interval for Mean
95% Confidence Interval for Median
95% Confidence Interval for StDev
12840
Median
Mean
7654
95% Confidence Intervals
Summary Report for C3
• Full
implementation of
changes in lieu of
pilot program
• New process will
be validated 3
months after
deployment
• Expecting an
average time of 5
days per invoice
under new process
Define
20
Pilot Plan
• Under the new
process invoices
will be expected to
have an average
moving rage of 4
days
• Under the new
process invoices
will be expected to
take approximately
5 days to complete
from the time the
State receives the
invoice until the
time the VAARNG
processes for
payment
3128252219161310741
15
10
5
0
-5
Observation
IndividualValue _
X=5.19
UCL=15.68
LCL=-5.31
3128252219161310741
12
9
6
3
0
Observation
MovingRange
__
MR=3.95
UCL=12.89
LCL=0
I-MR Chart of C3
Define
21
Pilot Plan
Setting the USL at 7 days will bring the process more centered vs the current right skewed capability
121086420-2
LSL *
Target *
USL 7
Sample Mean 5.18891
Sample N 33
StDev(Overall) 3.43989
StDev(Within) 3.49815
Process Data
Pp *
PPL *
PPU 0.18
Ppk 0.18
Cpm *
Cp *
CPL *
CPU 0.17
Cpk 0.17
Potential (Within) Capability
Overall Capability
PPM < LSL * * *
PPM > USL 242424.24 299270.95 302323.65
PPM Total 242424.24 299270.95 302323.65
Observed Expected Overall Expected Within
Performance
USL
Overall
Within
Process Capability Report for C3
Define
22
Pilot Plan
Customer Requirements
* * 7
Lower Spec Target Upper Spec
Process Characterization
Mean 49.796 5.1889 -44.607
StDev(overall) 36.199 3.4399 -32.759
Actual (overall) capability
Pp * * *
Ppk -0.39 0.18 0.57
Z.Bench -1.18 0.53 1.71
% Out of spec 88.14 29.93 -58.22
PPM (DPMO) 881446 299271 -582175
Statistics Before After Change
66%
Yes No
0 0.05 0.1 > 0.5
P < 0.001
Yes No
0 0.05 0.1 > 0.5
P < 0.001
Before
USL
After and drifts were eliminated.
Potential (within) capability is what could be achieved if process shifts
Actual (overall) capability is what the customer experiences.
• The process mean changed significantly (p < 0.05).
0.05).
• The process standard deviation was reduced significantly (p <
Before: C1 After: C3
Reduction in % Out of Spec
to 29.93%.
% Out of spec was reduced by 66% from 88.14%
Was the process standard deviation reduced?
Did the process mean change?
Actual (Overall) Capability
Are the data below the limit?
Comments
Before/After Capability Comparison for C1 vs C3
Summary Report
Define
23
Pilot Plan
C1 33 49.796 13.628 36.199
C3 33 5.1889 3.4982 3.4399
Stage N Mean StDev(Within) StDev(Overall)
Yes No
0 0.05 0.1 > 0.5
P < 0.001
Yes No
0 0.05 0.1 > 0.5
P < 0.001
Consider whether these changes have practical implications.
the shift is an improvement.
• The mean is significantly lower (p < 0.05). Make sure the direction of
• The standard deviation was reduced by 74.3% (p < 0.05).
deviation or mean changed:
After a process change, you may want to test whether the standard
100
50
0
IndividualValue
_
X=5.2
UCL=15.7
LCL=-5.3
C1 C3
645750433629221581
100
50
0
MovingRange
__
MR=3.9
UCL=12.9
LCL=0
Was the process standard deviation reduced?
Did the process mean change?
Comments
StDev(Within)
Control limits use
Before/After I-MR Chart of C1 vs C3
Summary Report
Define
RACI Analysis for Prioritized Solution Implementation
24
Define
Future Process map
CFA
Accountant
State
A/P
State
CFO
Facilities
Office
Places
information
into Cardinal
Pays
Vendor/Files
Invoice
F/S
Budget
Analyst
Creates Final Packet
for CFO Signature
Certifies Packet
PO Approves
Contract/ Codes
Invoices
Green (CVA); Amber (NVA-R); Red (NVA)
Sends
Invoices
Lines up
State/Fed
Funding
Federal
Account
Manager
Certifies Packet
Delay if no
Credit Card
Define
Future Process Map continued
GOR
Commercial
Accounts
USPFO
Comptroller
Certifies Packet
Reviews Packet
For Correctness
Green (CVA); Amber (NVA-R); Red (NVA)
Processed For
Payment
Release Of Funds
To State
Define
27
• Risk: lack of approved SOPs
• Consequence: staff turn over causes
confusion
• Mitigation: Conduct quarterly processes
reviews
• Risk: CFA Accountant has higher priorities
• Consequence: CA process slows down
• Mitigation: Any invoice older than 15
days in GEARs gets a full team review
Consequence
Likelihood
1
2
3
4
5
1 2 3 4 5
Implementation Risk Analysis & Mitigation Plan
Define
Revised Process Documentation
SOPs Requiring Revision Responsible Status
FMO Procurement SOP FMO Office Under Revision
CFA Accountant CFA Under Revision
Required Training Responsible Frequency Status
Fed/State Budget
Analyst
State
CFO/USPFO/GOR
Under Review
FMO Office State
CFO/USPFO/GOR
Under Review
CFA Accountant State
CFO/USPFO/GOR
Under Review
New or Current SOPs Requiring Revision
Required New & Recurring Training
28
Define
Plan for Transition to Process Owner
R = Responsible – The person who performs the action/task.
A = Accountable – The person who is held accountable that the action/task is completed.
C = Consulted – The person(s) who is consulted before performing the action/task.
I = Informed – The person(s) who is informed after performing the action/task.
Step Action/Task Responsible Accountable Consulted Informed
1
Begin utilizing automated electronic
transmittal form FMO Deputy CFMO GOR PFO
2 Decision Tree given to process owners Deputy CFMO CFMO FMO PFO
3 Checklist attached to invoices if applicable FMO Deputy CFMO GOR PFO
RACI CHART
29
Define
Process Control Tool
3030
Define
Goal Achievement
 The Solution Achieved the Project Goals
Project Goals
 Operational:
 Reduce the possibility of late invoices to a maximum of 10%
 Increased cash flow to the State
 Financial: Reduced the average cost per invoice/packet thru processing time
 Total Financial Benefit (Savings) Projected IAW LSS Guidebook, Section 8:
 The Solutions are Being Implemented
 The solution was approved 1 May 18 with implementation slated for 1 June 18
 New/Improved Process Capability will be determined after
implementation
FY18 FY19 FY20 FY21 FY22 Total
$23.3k $23.5k $23.7k $24.2k $24.7k $119.5k
31
Define
Final Financial & Operational Benefits
 Financial benefits
 Assumptions:
 Average cost per man hour is $28.84 (2016/2017 Budget)
 Required Data Elements - PowerSteering
• MDEP QRPA
• APE 132G78
• APN NGPA
• ROC 18A
32
ASA(FM&C) Army LSS Financial Guidebook Version 7.0
Define
Completed Storyboard
33
 Problem statement
It takes the VAARNG too
long to reimburse the state
of Virginia money owed in
accordance with Cooperative
Agreements. The current
process takes in excess of
60 days.
 Goal statement
Reduce reimbursement time
by 30 days from the time
Virginia incurs an expense
until restitution is made.
Invoices
Re’cvd
State A/P
Pays
Invoice
CFA
creates
Packet
BA
Aligns
Money
State
CFO
Signs
Fed PM
Signs
GOR
Signs
USPFO
Signs
-3
-2
-1
0
1
2
0 50 100 150
Normal Probablity Plot
3128252219161310741
100
75
50
25
0
Observation
IndividualValue
_
X=49.8
UCL=90.7
LCL=8.9
3128252219161310741
100
75
50
25
0
Observation
MovingRange
__
MR=15.4
UCL=50.2
LCL=0
1111
11
111
1
1
1
1
I-MR Chart of PCT
1501209060300
LSL *
Target *
USL 15
Sample Mean 49.7961
Sample N 33
Shape 1.35935
Scale 54.2858
Process Data
Pp *
PPL *
PPU -0.33
Ppk -0.33
Overall Capability
PPM < LSL *
PPM > USL 878787.88
PPM Total 878787.88
Observed Performance
PPM < LSL *
PPM > USL 840255.43
PPM Total 840255.43
Exp. Overall Performance
USL
Process Capability Report for PCT
Calculations Based on Weibull Distribution Model
DEFINE MEASURE
ANALYZE
IMPROVE
CONTROL
Increased
reimbursement thru-
put from a single
packet @ 49 days to
invoices every 5
days

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VaARNG Cooperative Agreement Process

  • 1. Lean Six Sigma Reimbursement of Cooperative Agreement Money LD28627 QRPA Foster, James, BBc Cree, Jeffery, Project Sponsor Riley, Michael, MBB, Mentor Detwiler, Jason, RM Project Initiation Date: 01 MAR 18 Define Tollgate Date: 20 MAR 18
  • 2. Define 2 Problem Statement/Goal Statement  Problem statement  It takes the VAARNG too long to reimburse the state of Virginia money owed in accordance with Cooperative Agreements.  Goal statement  Reduce reimbursement time to 30 days from the time Virginia incurs an expense until restitution is made.
  • 3. Define Project Scope • Scope-in • VAFM O&E process beginning when the state of Virginia incurs an obligation for work received IAW the CA and the last step is when the National Guard reimburses state of Virginia. • The following are excluded: Any process not related to VAFM O&E; Any process the state of Virginia performs after receiving funds. 3
  • 4. Define 4 SIPOC map Suppliers Inputs Process Outputs Customers • Complete CA Package • State of VA Reimbursed • Invoices • State GL • CAAppendix • FMZ/5A Recon • State of VA • VAARNG • Vendor • State of VAInvoices Re’cvd State A/P Pays Invoice CFA creates Packet BA Aligns Money State CFO Signs Fed PM Signs GOR Signs USPFO Signs Input Metrics Process Metrics Output Metrics Quality Speed Cost • Invoices Allow/Unallowable • GL matches invoices • State AMSCO submitted to Fed • # of Packets Started bi-weekly • Invoice Coded Correctly • # of Packets Compiled • State/Fed Budget Lines up • # of Days to CFO Signature • # of Invoices Accepted at A/P • # of Packets Signed • # of Packets Re’cving Funds • # of Packets Processed within 15 working days VOC/VOB • VOC • VOB • VOB • Late fees associated with late invoices • # of invoices processed on time • # of invoices paid on time
  • 5. Define Process map CFA Accountant State A/P State CFO Facilities Office Places information into Cardinal Sends GL File to State BA for Review Pays Vendor State Budget Analyst Fed Budget Analyst Creates Final Packet for CFO Signature Certifies Packet Reviews Invoices to GL File Delay Up To 4 Weeks PO Approves Contract/ Codes Invoices Green (CVA); Amber (NVA-R); Red (NVA) Sends Invoices Lines up State/Fed Funding
  • 6. Define Process map continued GOR GOR Assist. Commercial Accounts Federal Account Manager Reviews Packet For Correctness USPFO Comptroller Certifies Packet Reviews Packet For Correctness Green (CVA); Amber (NVA-R); Red (NVA) Certifies Packet Processed For Payment Release Of Funds To State
  • 7. Define 77 Voice of the Customer/Voice of the Business VOC Key Customer Issue(s) CCR What does the customer want from us? We need to identify the issue(s) that prevent us from satisfying our customers. We should summarize key issues and translate them into specific and measurable requirements To be reimbursed in a timely manner GOR finds errors in Packets Reimbursement takes longer than 60 days VOB Key Business Issue(s) CBR What does the business want from us? We need to identify the issue(s) that prevent us from meeting strategic goals/missions. We should summarize key issues and translate them into specific and measurable requirements Improved Cash Flow Enough money for the State to work through planned projects State not reimbursed in a timely manner after paying the vendor
  • 8. Define 8 Communication Plan Project Sponsor FTF Inform Project Status Belt Bi-Weekly Project Team FTF Data collection Tasks & Issues Belt Weekly Resource Manager FTF Benefits recording Financial data entry Belt As needed Mentor FTF Status Updates Project Status Belt As needed FMO Pre-Tollgate Meeting Status Update Tollgate Project Sponsor As needed Audience Media Purpose Topics of Discussion/ Key Messages Owner Frequency Notes/Status
  • 9. Define 9 Operational Definitions  Terms:  Cooperative Agreement (CA): Any agreements entered into by the Department of Defense, National Guard Bureau, with the States, funded by Department of Defense appropriations for the Army National Guard and Air National Guard, for construction, minor construction, maintenance, repair, or operation of facilities, operations of the Army National Guard and Air National Guard, and for other programs authorized and directed by Congress or the Department of Defense to be performed by the States and the National Guard Bureau  ARNG: Army National Guard  CFMO: Chief Facilities Management Officer  GOR: Grant’s Officer Representative  USPFO: United States Property & Fiscal Officer  O&M: Operations and Maintenance  Packet: Invoice/General Ledger/Signature Page organized to create a comprehensive view of the expense the State is seeking reimbursement for.  Appendix: The applicable portion of the Master Cooperative Agreement  Packet Cycle Time: The total number of Days/hours a Packet takes from initial invoicing to reimbursement from the VA ARNG to the State of VA  Total hours Worked: The total number of hours worked in the facility including weekends and holidays.  Number of Personnel: The total number of military and civilian personnel working (not including contractors)  FMO: Facilities Maintenance Office
  • 10. Define 10 Data Collection Plan Performance Measure Operational Definition Data Source and Location How Will Data Be Collected Who Will Collect Data When Will Data Be Collected Sample Size Stratification Factors How will data be used? Length of Packet processing Time from when the invoice is received to when the State receives reimbursement GEARs Data will be pulled from GEARs once packets are complete James Foster Once; GEARs will hold information for 10 days at a time to give me a sample for all packets in the cycle 33 O&M Packets To determine PCT
  • 11. Define 11 Measurement Systems Analysis Type of Measurement Error Description Considerations to this Project Discrimination (resolution) The ability of the measurement system to divide measurements into “data categories” Packet Cycle Time is measured in Days and type of Packet – This provides enough detail Bias The difference between an observed average measurement result and a reference value No bias – Data is provided from GEARs, an automated system that provides star/end dates. Stability The change in bias over time The data is in a read-only status once the Packet has completed its lifecycle – No ability to alter dates. Repeatability The extent variability is consistent Not an issue. Data is located in a site that is Read Only once the Packets are complete. Reproducibility Different appraisers produce consistent results Data set has the name of Packets so anyone can pull the same sample set to get the exact same results. Variation The difference between parts N/a to this process.
  • 12. Define  The AD Normality test indicate the data is NOT normal  The Mean value for the data is 49.796 days  Standard deviation is 36.198 days 12 Baseline Process Performance 150100500-50 99 95 90 80 70 60 50 40 30 20 10 5 1 Mean 49.80 StDev 36.20 N 33 AD 1.373 P-Value <0.005 PCT Percent Probability Plot of PCT Normal
  • 13. Define Baseline Process Performance – Over Time  The I-MR chart indicates the process is not in control  Individual Average of 49.8 days  10 data points occur outside of the UCL Individually 13 0 20 40 60 80 100 120 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 Moving Range Moving Range Average mR URL 3128252219161310741 100 75 50 25 0 ObservationIndividualValue _ X=49.8 UCL=90.7 LCL=8.9 3128252219161310741 100 75 50 25 0 Observation MovingRange __ MR=15.4 UCL=50.2 LCL=0 1111 11 111 1 1 1 1 I-MR Chart of PCT
  • 14. Define 1501209060300 LSL * Target 25 USL 25 Sample Mean 49.7961 Sample N 33 Shape 1.35935 Scale 54.2858 Process Data Pp * PPL * PPU -0.18 Ppk -0.18 Overall Capability PPM < LSL * PPM > USL 666666.67 PPM Total 666666.67 Observed Performance PPM < LSL * PPM > USL 705723.01 PPM Total 705723.01 Exp. Overall Performance Target, USL Process Capability Report for PCT Calculations Based on Weibull Distribution Model  The sample mean of the baseline process is 49.796 days  Weibull Distribution used as potential process capability given non-normal data  USL to the left indicates poor capability & not centered  Ppk of 0.18 confirms poor capability given < 1.33 14 Baseline Process Capability
  • 19. Define 19 Pilot Plan 1st Quartile 2.5736 Median 5.0738 3rd Quartile 7.4119 Maximum 12.6808 3.9692 6.4086 3.6424 6.8795 2.7663 4.5499 A-Squared 0.22 P-Value 0.830 Mean 5.1889 StDev 3.4399 Variance 11.8328 Skewness 0.021584 Kurtosis -0.548781 N 33 Minimum -1.4816 Anderson-Darling Normality Test 95% Confidence Interval for Mean 95% Confidence Interval for Median 95% Confidence Interval for StDev 12840 Median Mean 7654 95% Confidence Intervals Summary Report for C3 • Full implementation of changes in lieu of pilot program • New process will be validated 3 months after deployment • Expecting an average time of 5 days per invoice under new process
  • 20. Define 20 Pilot Plan • Under the new process invoices will be expected to have an average moving rage of 4 days • Under the new process invoices will be expected to take approximately 5 days to complete from the time the State receives the invoice until the time the VAARNG processes for payment 3128252219161310741 15 10 5 0 -5 Observation IndividualValue _ X=5.19 UCL=15.68 LCL=-5.31 3128252219161310741 12 9 6 3 0 Observation MovingRange __ MR=3.95 UCL=12.89 LCL=0 I-MR Chart of C3
  • 21. Define 21 Pilot Plan Setting the USL at 7 days will bring the process more centered vs the current right skewed capability 121086420-2 LSL * Target * USL 7 Sample Mean 5.18891 Sample N 33 StDev(Overall) 3.43989 StDev(Within) 3.49815 Process Data Pp * PPL * PPU 0.18 Ppk 0.18 Cpm * Cp * CPL * CPU 0.17 Cpk 0.17 Potential (Within) Capability Overall Capability PPM < LSL * * * PPM > USL 242424.24 299270.95 302323.65 PPM Total 242424.24 299270.95 302323.65 Observed Expected Overall Expected Within Performance USL Overall Within Process Capability Report for C3
  • 22. Define 22 Pilot Plan Customer Requirements * * 7 Lower Spec Target Upper Spec Process Characterization Mean 49.796 5.1889 -44.607 StDev(overall) 36.199 3.4399 -32.759 Actual (overall) capability Pp * * * Ppk -0.39 0.18 0.57 Z.Bench -1.18 0.53 1.71 % Out of spec 88.14 29.93 -58.22 PPM (DPMO) 881446 299271 -582175 Statistics Before After Change 66% Yes No 0 0.05 0.1 > 0.5 P < 0.001 Yes No 0 0.05 0.1 > 0.5 P < 0.001 Before USL After and drifts were eliminated. Potential (within) capability is what could be achieved if process shifts Actual (overall) capability is what the customer experiences. • The process mean changed significantly (p < 0.05). 0.05). • The process standard deviation was reduced significantly (p < Before: C1 After: C3 Reduction in % Out of Spec to 29.93%. % Out of spec was reduced by 66% from 88.14% Was the process standard deviation reduced? Did the process mean change? Actual (Overall) Capability Are the data below the limit? Comments Before/After Capability Comparison for C1 vs C3 Summary Report
  • 23. Define 23 Pilot Plan C1 33 49.796 13.628 36.199 C3 33 5.1889 3.4982 3.4399 Stage N Mean StDev(Within) StDev(Overall) Yes No 0 0.05 0.1 > 0.5 P < 0.001 Yes No 0 0.05 0.1 > 0.5 P < 0.001 Consider whether these changes have practical implications. the shift is an improvement. • The mean is significantly lower (p < 0.05). Make sure the direction of • The standard deviation was reduced by 74.3% (p < 0.05). deviation or mean changed: After a process change, you may want to test whether the standard 100 50 0 IndividualValue _ X=5.2 UCL=15.7 LCL=-5.3 C1 C3 645750433629221581 100 50 0 MovingRange __ MR=3.9 UCL=12.9 LCL=0 Was the process standard deviation reduced? Did the process mean change? Comments StDev(Within) Control limits use Before/After I-MR Chart of C1 vs C3 Summary Report
  • 24. Define RACI Analysis for Prioritized Solution Implementation 24
  • 25. Define Future Process map CFA Accountant State A/P State CFO Facilities Office Places information into Cardinal Pays Vendor/Files Invoice F/S Budget Analyst Creates Final Packet for CFO Signature Certifies Packet PO Approves Contract/ Codes Invoices Green (CVA); Amber (NVA-R); Red (NVA) Sends Invoices Lines up State/Fed Funding Federal Account Manager Certifies Packet Delay if no Credit Card
  • 26. Define Future Process Map continued GOR Commercial Accounts USPFO Comptroller Certifies Packet Reviews Packet For Correctness Green (CVA); Amber (NVA-R); Red (NVA) Processed For Payment Release Of Funds To State
  • 27. Define 27 • Risk: lack of approved SOPs • Consequence: staff turn over causes confusion • Mitigation: Conduct quarterly processes reviews • Risk: CFA Accountant has higher priorities • Consequence: CA process slows down • Mitigation: Any invoice older than 15 days in GEARs gets a full team review Consequence Likelihood 1 2 3 4 5 1 2 3 4 5 Implementation Risk Analysis & Mitigation Plan
  • 28. Define Revised Process Documentation SOPs Requiring Revision Responsible Status FMO Procurement SOP FMO Office Under Revision CFA Accountant CFA Under Revision Required Training Responsible Frequency Status Fed/State Budget Analyst State CFO/USPFO/GOR Under Review FMO Office State CFO/USPFO/GOR Under Review CFA Accountant State CFO/USPFO/GOR Under Review New or Current SOPs Requiring Revision Required New & Recurring Training 28
  • 29. Define Plan for Transition to Process Owner R = Responsible – The person who performs the action/task. A = Accountable – The person who is held accountable that the action/task is completed. C = Consulted – The person(s) who is consulted before performing the action/task. I = Informed – The person(s) who is informed after performing the action/task. Step Action/Task Responsible Accountable Consulted Informed 1 Begin utilizing automated electronic transmittal form FMO Deputy CFMO GOR PFO 2 Decision Tree given to process owners Deputy CFMO CFMO FMO PFO 3 Checklist attached to invoices if applicable FMO Deputy CFMO GOR PFO RACI CHART 29
  • 31. Define Goal Achievement  The Solution Achieved the Project Goals Project Goals  Operational:  Reduce the possibility of late invoices to a maximum of 10%  Increased cash flow to the State  Financial: Reduced the average cost per invoice/packet thru processing time  Total Financial Benefit (Savings) Projected IAW LSS Guidebook, Section 8:  The Solutions are Being Implemented  The solution was approved 1 May 18 with implementation slated for 1 June 18  New/Improved Process Capability will be determined after implementation FY18 FY19 FY20 FY21 FY22 Total $23.3k $23.5k $23.7k $24.2k $24.7k $119.5k 31
  • 32. Define Final Financial & Operational Benefits  Financial benefits  Assumptions:  Average cost per man hour is $28.84 (2016/2017 Budget)  Required Data Elements - PowerSteering • MDEP QRPA • APE 132G78 • APN NGPA • ROC 18A 32 ASA(FM&C) Army LSS Financial Guidebook Version 7.0
  • 33. Define Completed Storyboard 33  Problem statement It takes the VAARNG too long to reimburse the state of Virginia money owed in accordance with Cooperative Agreements. The current process takes in excess of 60 days.  Goal statement Reduce reimbursement time by 30 days from the time Virginia incurs an expense until restitution is made. Invoices Re’cvd State A/P Pays Invoice CFA creates Packet BA Aligns Money State CFO Signs Fed PM Signs GOR Signs USPFO Signs -3 -2 -1 0 1 2 0 50 100 150 Normal Probablity Plot 3128252219161310741 100 75 50 25 0 Observation IndividualValue _ X=49.8 UCL=90.7 LCL=8.9 3128252219161310741 100 75 50 25 0 Observation MovingRange __ MR=15.4 UCL=50.2 LCL=0 1111 11 111 1 1 1 1 I-MR Chart of PCT 1501209060300 LSL * Target * USL 15 Sample Mean 49.7961 Sample N 33 Shape 1.35935 Scale 54.2858 Process Data Pp * PPL * PPU -0.33 Ppk -0.33 Overall Capability PPM < LSL * PPM > USL 878787.88 PPM Total 878787.88 Observed Performance PPM < LSL * PPM > USL 840255.43 PPM Total 840255.43 Exp. Overall Performance USL Process Capability Report for PCT Calculations Based on Weibull Distribution Model DEFINE MEASURE ANALYZE IMPROVE CONTROL Increased reimbursement thru- put from a single packet @ 49 days to invoices every 5 days