application of lean six sigma methodology in financial ... meeting presentations/2017... ·...
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1
Sun Life Financial Waterloo
Aizad Ahmad, MBA, MSc, PMP, Six Sigma
Senior Process Consultant,
Sun Life Financial
Application of Lean Six Sigma
Methodology
in Financial Services
2
AGENDA
• Lean Six Sigma Introduction
• ASQ definition
• DMAIC Methodology
• Pre-requisites for DMAIC projects
• Tools used in each phase
• Scope and project objectives
• Lean concepts and TIMWOODS
• Projects generation & pipeline
• Define Phase
• Measure Phase
• Analyze Phase
• Improve Phase
• Control Phase
• Information about Six Sigma Certification
6σ
Disclaimer: Examples and information provided in the presentation is not relevant to any one financial company. Not intended to disclose any proprietary information. Please do not share with others without the approval of the author.
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The Basic Six Sigma Metrics
• Better: DPU (defect per unit), DPMO (defects per million
opportunities), variation reduction (less standard deviation)
• Faster: Cycle Time (reduce process time or product development
time)
• Cheaper: COPQ (cost of product quality)
In any process improvement endeavor, the ultimate
objective is to make the process:
The metrics for all Six Sigma projects fall into one of these three
categories
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Lean Six Sigma Introduction
Six Sigma is a method for reducing variation in business processes, improving
performance, and reducing costs. It was originally used in manufacturing, but
now used in the service industry, especially banking and healthcare. Six Sigma
projects measure the cost benefit of improving processes that are producing
substandard products or services. Whether in manufacturing or service
industries, such projects quantify the effect of process changes on delays or
rework.
A six sigma process means a
process efficiency of 99.9997%
The goal of each successful Six
Sigma project is to produce
statistically significant improvements
in the target process; over time,
multiple Six Sigma projects produce
end results that meet the objectives of
excellent performance.
Sigma
Level
Defects per
Million
Opportunities
Percent
Defects
Percent
Correct
Six 3.4 0.00% 100.00%
Five 230 0.02% 99.98%
Four 6,210 0.62% 99.38%
Three 66,800 6.68% 93.32%
Two 308,500 30.85% 69.62%
One 690,000 69.00% 31.00%
ASQ Definition and Objectives
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DMAIC and Tools
Define Measure Analyze Improve Control
•Identify the
important
problems and
select the
project and
scope
•Define non-
value added
and determine
the present
status, the goal,
and the gap
•Data collection
plan
•Measure as-is
process
capability
through direct
observations
•Define the
value stream
map and
identify factors
such as
process
hurdles, touch
points,
approvals, and
system issues
•Identify root
causes
•Identify vital
few initial
variables which
are causing the
problem, such
as training,
documentation,
and system
•Develop
solutions
•Implement
improvement
plan
•Redesign the
value stream
map and
identify the new
process
capability
through process
flow chart.
•In the control
phase, a robust
control plan of
risk
management to
prevent system
failure is
implemented,
together with
use of a control
chart
•Define the
governance and
sustainment of
the
improvement
Six Sigma System
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Six Sigma Deployment Process
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8
Organizational Structure for Process improvement
• Decentralized Structure
Negative: • Small teams • Working in isolation • Lack of cross
functional coordination
Positive: • More focused on a
certain area • Easy to get
approvals • Less cost
• Centralized Structure
Negative: • More cost • More hierarchy • More difficult to get approvals for stage gating
Positive: • Very large team (100-200 persons) • Working in cohesion • Cross functional coordination • More focused on a certain business area (eg Canadian Operations)
•
SVP Operations
VP Business Excellence
Analytics Training,
Knowledge, Quality
Lean Solutions
Directors
Process Consultants
BW Management
System
BW Business Partners
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Six Sigma - Projects idea generation and pipeline
Operational Maturity
Assessment
Demand
Delivery
Capacity
Knowledge
Performance
Problem Solving
Continuous Improvement
Process
Just Do It
Quick Win
A3
Business Partners Project ideas
Intake Tool / Tracker
Project ideas
Kaizen Events Project ideas
• Idea evaluation • Prioritize Projects • Resources Allocation • Consultant Skill Rating • Governance • KickOff • Sharepoint Site • Working Group Meetings
Idea Generation sources
DMAIC
Benefits Evaluation
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Potential benefits from Six Sigma E2E projects
Time saving for
retail branches
Increased number of appointments – leading to higher
sales figures
Faster Turn Around Time (TAT) for applications
Less time handling/processing
a claim
Improved back office operations
Faster TAT, leads to less claim cost
Better understanding of
demand and delivery of incoming
requests
Improved capacity & staff planning
Cost saving
Reduced documentation, reduced paper &
postage cost
Reduced idle resources
Reduced cost to process an application
Customer Experience
Reduced visits to branches (especially
for mortgage and loans)
Reduced wait times, faster turnaround of
application
Reduced documentation and
signatures for approval
Higher loyalty of customers
Better quality of
output
Less defects in processing of
requests
Reduce re-work and fixing of errors
Less resubmission % of incomplete applications
Less calls to the call centers
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Cost Of Poor Quality - Iceberg
Rework
Inspection Warranty
Rejects
Lost sales
Late delivery
Engineering change orders
Long cycle times
Expediting costs
Excess inventory
Hidden Costs
Visible Costs
Lost Customer Loyalty
More Set-ups
Time value of money
Working Capital allocations
Excessive Material
Orders/Planning
Recode
(less obvious)
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COPQ – Hard and Soft Savings
• Labor Savings
• Cycle Time Improvements
• Scrap Reductions
• Hidden Factory Costs
• Inventory Carrying Cost
COPQ – Soft Savings
• Gaining Lost Sales
• Missed Opportunities
• Customer Loyalty
• Strategic Savings
• Preventing Regulatory Fines
COPQ – Hard Savings
While hard savings are always more desirable because
they are easier to quantify, it is also necessary to think
about soft savings.
13
Lean Concepts: How can we use TIMWOODS to understand
inefficiency in our processes?
14
Lean Six Sigma
Lean Six Sigma combines the strengths of each system:
• Lean
– Guiding principles based
operating system
– Relentless elimination of all
waste
– Creation of process flow and
demand pull
– Resource optimization
– Simple and visual
Strength: Efficiency
• Six Sigma
– Focus on voice of the
customer
– Data and fact based decision
making
– Variation reduction to near
perfection levels
– Analytical and statistical rigor
Strength: Effectiveness
An Extremely Powerful Combination!
15
COPQ and Lean
Lean Enterprise
Seven Elements of Waste *
Correction
Processing
Conveyance
Motion
Waiting
Overproduction
Inventory
Waste does not add, subtract or otherwise modify the throughput
in a way that is perceived by the customer to add value.
• In some cases, waste may be necessary, but should be recognized and explored:
– Inspection, Correction, Waiting in suspense
– Decision diamonds, by definition, are non-value added
• Often, waste can provide opportunities for additional defects to occur.
*Womack, J. P., & Jones, D. T. (1996). Lean Thinking. New York, NY: Simon & Schuster
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Overproduction
Overproduction is producing more than the next step needs or more than the
customer buys.
• It may be the worst form of waste because it contributes to all the others.
Examples are:
Preparing extra reports
Reports not acted upon or
even read
Multiple copies in data storage
Over-ordering materials
Duplication of effort/reports
Waste of Overproduction relates to the excessive
accumulation of work-in-process (WIP) or finished goods
inventory.
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Correction
Correction or defects are as obvious as they sound.
Examples are:
Incorrect data entry
Paying the wrong vendor
Wrong information in
reports
Making bad product
Materials or labor
discarded during
production
Eliminate erors!! Waste of Correction includes the waste of handling
and fixing mistakes. This is common in both
manufacturing and transactional settings.
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Inventory
Inventory is the liability of materials that are bought, invested in and not immediately
sold or used.
Examples are:
Transactions not
processed
Bigger “in box” than
“out box”
Over-ordering materials
consumed in-house
Over-ordering raw
materials – just in case
Waste of Inventory is identical to overproduction except
that it refers to the waste of acquiring raw material before
the exact moment that it is needed.
19
Motion
Motion is the unnecessary movement of people and equipment.
• This includes looking for things like documents or parts as well as
movement that is straining.
Examples are:
Extra steps
Multiple Touchpoints
Extra data entry
Having to look for
something
Waste of Motion examines how people move to
ensure that value is added.
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Overprocessing
Overprocessing is tasks, activities and materials that don’t add value.
• Can be caused by poor product or tool design as well as from not
understanding what the customer wants.
Examples are:
Sign-offs
Reports that contain more
information than the
customer wants or needs
Communications, reports,
emails, contracts, etc that
contain more than the
necessary points (briefer is
better)
Identification of Non-Value
Added activities and
removal of them
Waste of Overprocessing relates to over-
processing anything that may not be adding value
in the eyes of the customer.
21
Conveyance
Conveyance is the unnecessary movement of material and goods.
• Steps in a process should be located close to each other so movement is
minimized.
Examples are:
Extra steps in the process
Distance traveled
Moving paper from place
to place, eg Postal mail
delivery inefficiency
Waste of Conveyance is the movement of material.
22
Waiting
Waiting is nonproductive time due to lack of material, people, or equipment.
• Can be due to slow or broken machines, material not arriving on time, etc.
Examples are:
Processing once each
month instead of as the
work comes in
Showing up on time for a
meeting that starts late
Delayed work due to lack
of communication from
another internal group
Waste of Waiting is the cost of an idle resource.
23
TIMWOODS Summary
24
Define Phase: What is the scope of the project;
What is the objective?
25
What is a Project Charter?
The Project Charter expands on the Business Case, it
clarifies the projects focus and measures of project
performance and is completed by the Six Sigma Belt.
Components:
• The Problem
• Project Scope
• Project Metrics
• Primary & Secondary
• Graphical Display of Project Metrics
• Primary & Secondary
• Standard project information
• Project, Belt & Process Owner
names
• Start date & desired End date
• Division or Business Unit
• Supporting Master Black Belt
(Mentor)
• Team Members
26
Measure Phase: What is the present status of the process?
27
Cause and Effect Diagram
A commonly used tool to
solicit ideas by using
categories to stimulate
cause and effect
relationship with a
problem. It uses verbal
inputs in a team
environment.
Products
– Measurement
– People
– Method
– Materials
– Equipment
– Environment
Transactional
– People
– Policy
– Procedure
– Place
– Measurement
– Environment
Categories for the legs of the
diagram can use templates for
products or transactional
symptoms. Or you can select the
categories by process step or
what you deem appropriate for
the situation.
Problem or
Condition
The Y
The X’s
(Causes)
l Categories Material Measurement Environment
People Machine Method
The
Problem
Cause and Effect Diagram
Problem or
Condition
The Y
The X’s
(Causes)
l Categories Material Measurement Environment
People Machine Method
The
Problem
Cause and Effect Diagram
Failure Mode Effects Analysis – Example from banking
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29
Process Maps
• The purpose of Process Maps is to:
– Identify the complexity of the process
– Communicate the focus of problem solving
• Process Maps are living documents and must be changed as the process
is changed
– They represent what is currently happening, not what you think is
happening.
– They should be created by the people who are closest to the process
Step A Start Finish Step B Step C Step D
Process Map
30
Cross Functional Process Map
When multiple departments or functional groups are involved in a complex process
it is often useful to use cross functional Process Maps. • Draw in either vertical or horizontal swim lanes and label the functional groups and draw the
Process Map
Genera
l
Accounting
Bank
Fin
ancia
l
Accounting
Vendor
Depart
ment
Start Request
transfer
Attach ACH
form to
Invoice
Produce an
Invoice
Fill out ACH
enrollment
form
Receive
payment End
Vendor
info in
FRS?
Input info into
web interface
Match against
bank batch
and daily cash
batch
Accepts transactions,
transfer money, and
provide batch total
Review and
Process
transfer in
FRS
3.0
Journey Entry
21.0
Bank
Reconciliation
Maintain database
to balance ACH
transfers
ACH – Automated
Clearing House.
No
Yes
Sending Fund Transfers
31
Analyze Phase: What are the factors that can
improve the process?
32
Pareto Chart - Tool
Multi level Pareto charts are used in a drill down fashion to get to root cause of the
tallest bar.
Co
st
Pe
rce
nt
ScrapCount
73.2 87.8 100.0
150000 30000 25000
Percent 73.2 14.6 12.2
Cum %
CBA
200000
150000
100000
50000
0
100
80
60
40
20
0
Scrap
Co
st
Pe
rce
nt
DepartmentCount
11.9 11.0 3.1
Cum % 59.6 74.0 85.9 96.9 100.0
95000 23000 19000 17500 5000
Percent 59.6 14.4
OtherWFMJ
180000
160000
140000
120000
100000
80000
60000
40000
20000
0
100
80
60
40
20
0
Department
Co
st
Pe
rce
nt
PartCount
78.9 94.7 100.0
75000 15000 5000
Percent 78.9 15.8 5.3
Cum %
X492Z876Z101
100000
80000
60000
40000
20000
0
100
80
60
40
20
0
Part
Level 1
Level 2
Level 3
Pareto Chart - Tool
Interpretation:
Level 1:
• Department J Makes up 60% of the
Scrap
Level 2:
• Part Z101 Makes up 80% of
Department J’s Scrap
Co
st
Pe
rce
nt
ScrapCount
73.2 87.8 100.0
150000 30000 25000
Percent 73.2 14.6 12.2
Cum %
CBA
200000
150000
100000
50000
0
100
80
60
40
20
0
Scrap
Co
st
Pe
rce
nt
DepartmentCount
11.9 11.0 3.1
Cum % 59.6 74.0 85.9 96.9 100.0
95000 23000 19000 17500 5000
Percent 59.6 14.4
OtherWFMJ
180000
160000
140000
120000
100000
80000
60000
40000
20000
0
100
80
60
40
20
0
Department
Co
st
Pe
rce
nt
PartCount
78.9 94.7 100.0
75000 15000 5000
Percent 78.9 15.8 5.3
Cum %
X492Z876Z101
100000
80000
60000
40000
20000
0
100
80
60
40
20
0
Part
Level 1
Level 2
Level 3
Co
st
Pe
rce
nt
DepartmentCount
11.9 11.0 3.1
Cum % 59.6 74.0 85.9 96.9 100.0
95000 23000 19000 17500 5000
Percent 59.6 14.4
OtherWFMJ
180000
160000
140000
120000
100000
80000
60000
40000
20000
0
100
80
60
40
20
0
Department
Level 2
Co
st
Pe
rce
nt
PartCount
78.9 94.7 100.0
75000 15000 5000
Percent 78.9 15.8 5.3
Cum %
X492Z876Z101
100000
80000
60000
40000
20000
0
100
80
60
40
20
0
Part
Level 3
33
Example of Process Improvement in banking
34
35
High Level Value Stream Map with Estimated New Timings Account Opening
Act
ivit
ies
to b
e co
nsi
der
ed a
t ev
ery
sta
ge.
N
ot
all
are
per
form
ed c
on
sist
entl
y
•Includes 3 minutes of Triage time
•Establishing relationship and identifying needs
•Discussing Solutions
•Resolving concerns
•Cross-selling effort
•Obtaining card from working supply
•Setting up PIN •Embossing card •Giving client
buck slip & brochures
•Updating Counselor to record sale
•Scanning documents and sending to PSC
•Preparing file for take over by the AMPB or SPBO
•Giving CSR documents
•Wait time •Copies & printing
•Validating IDs •Validating KYC •Checking that
references were contacted
•Checking to see if cross sell took place
•Checking source of funds for initial deposit
•Validating that appropriate fees are received
•If appropriate, preparing list of errors for PBO
•Initialing file •Passing files off to
SOOSS
•PBO walks customer to teller to make his/her deposit
•Schedule follow up with customer
•Use of special deposit line
•Collecting Information
•Querying system/database
•Obtaining copies of ID •Entering information
into the system •Printing and
photocopying of documents
•Contacting references (New customers)
•Obtaining customer signature
Data collected from 144 observations of Account Opening
PBA 2:00 min PBA 21:50 min PBA 7:50 min PBA 13:48 min
PBO 19:54 min PBO 21:50 min PBO 7:50 min PBO 13:48 min
Time at the branch for take over:
Total E2E Account Opening Time:
Total time at the branch:
Customer time at the branch: Time at the branch review/approval:
PBA/PBO
9 min
1 hr 45 min
1 hr 36 min
1 hr 14 min 21 min
Country A
8 min
1 hr 15 min
1 hr 07 min
0 hr 57 min 10 min
Country B
3 min
1 hr 16 min
1 hr 13 min
0 hr 56 min 17 min
Country C
0 min
0 hr 45 min
0 hr 45 min
0 hr 45 min 0 min
PBA New Time
0 min
1 hr 03 min
1 hr 03 min
1 hr 03 min 0 min
PBO New Time
Customer visits branch
to open account
Issuance of Scotia Card, cross sell & asking for
referral
Preparation of documents
and file for Takeover
Complete the new account application & specify record keeping option
Initial deposit for savings &
wrap up
*19:49 min
*22:19 min
*7:30 min
*10:11 min *11:33 min
*25:49 min
*25:49 min
*9:14 min
*9:14 min
PBA/PBO
File Take Over
Filing
* Average time between the three countries
Branch activities
Take Over activities
Total time of the activity
Total estimate new times with new process flow
Total time of the customer
36
Improve Phase: What can we implement, and what is the impact?
LSL USL Average
Target
Capable and on target
Improve Phase - Process Output Categories
LSL USL Average
Target
Off target
LSL USL Average
Target
Incapable
37
38 38
Types and Magnitude of Correlation
1 2 0 1 1 0 1 0 0 9 0 8 0 7 0 6 0 5 0 4 0
1 1 0
1 0 0
9 0
8 0
7 0
6 0
5 0
4 0
3 0
Strong Positive Correlation
Outp
ut
Input
1 0 0 9 0 8 0 7 0 6 0 5 0
1 1 0
1 0 0
9 0
8 0
7 0
6 0
5 0
4 0
Moderate Positive Correlation
Outp
ut
Input
9 0 8 0 7 0 6 0 5 0 4 0
8 5
7 5
6 5
5 5
Weak Positive Correlation
Outp
ut
Input
6 0 5 0 4 0 3 0 2 0 1 0
8 5
7 5
6 5
5 5
Outp
ut
Input
Weak Negative Correlation
5 0 4 0 3 0 2 0 1 0 0
1 1 0
1 0 0
9 0
8 0
7 0
6 0
5 0
4 0
Moderate Negative Correlation O
utp
ut
Input
Outp
ut
8 0 7 0 6 0 5 0 4 0 3 0 2 0 1 0 0
1 1 0
1 0 0
9 0
8 0
7 0
6 0
5 0
4 0
3 0
Input
Strong Negative Correlation
Account Opening process
39
Key Initiatives implemented
• New integrated process flow: Client time has been reduced from 59 min to 42 min however this includes an addition 10 min for a preferred Sales conversation following a standard flow which matches the Sales Conversation Roadmap
• Approval reductions from 11 to 4
• Improved account opening kit: from 11 customer signatures to 2
40
Control Phase: How can we ensure the process does not go back
to its original status?
41
Observation
Ind
ivid
ua
l V
alu
e
28252219161310741
60
50
40
30
20
10
0
_X=29.06
UCL=55.24
LCL=2.87
1
Control Chart of Recycle
Elements of Control Charts
Developed by Dr Walter A. Shewhart of Bell Laboratories from 1924
Graphical and visual plot of changes in the data over time
• This is necessary for visual management of your process.
Control Charts were designed as a methodology for indicating change in
performance, either variation or Mean/Median.
Charts have a Central Line and Control Limits to detect Special Cause variation.
Process Center (usually the Mean)
Special Cause
Variation Detected
Control Limits
42
Information about Six Sigma Certification
43
Six Sigma Hierarchy of Belts
Master Black Belt
• Coaches and trains Black belts
• Has over 5 years experience
Black Belt
• Certified to lead a Six Sigma project
• Has high level of statistical analysis and determines project scope & flow
Green Belt
• Certified to work on Six Sigma Projects
• Works on data analysis and provides support to determine outcome of the project
Yellow Belt
• Is Aware of Six Sigma concepts
• Plays a key role as a six sigma project team member
Lean and Kaizen
• Elimination of waste and non-value added activities
44
How to Get Certified
Decide your exam provider: Online or paper-based (min. $99 - $9000)
www.asq.org http://www.villanovau.com/online-certificates/six-sigma.aspx www.pmi.org www.expertrating.com
Sources of hard copy resources
Library – books, DVD, case studies Local Library
Sources of digital information
http://www.free-six-sigma.com/six-sigma-tools.html
http://adaptivebms.com/tools/
iSix Sigma.com
www.khanacademy.com/statistics
Body of Knowledge – American Society of Quality
http://cert.asq.org/certification/control/six-sigma-green-belt/index
45
Thank you for your attention
•QUESTIONS? •FEEDBACK? Aizad Ahmad [email protected] Cell # 519-404-0783