Kaam Ki Six Sigma
-
Upload
vivek-gupta -
Category
Documents
-
view
225 -
download
0
Transcript of Kaam Ki Six Sigma
-
8/9/2019 Kaam Ki Six Sigma
1/137
Transforming Life
WELCOMEWELCOME
ToTo
THETHESix Sigma Yellow BeltSix Sigma Yellow Belt
ProgramProgram
-
8/9/2019 Kaam Ki Six Sigma
2/137
Transforming Life
If you have any questions --ask! Someone else may need to have additional
explanations also!
Share your thoughts and experiences relating to the topics we discuss.
When we take breaks --be prompt in returning so we can stay on schedule.
There will be a number of activities --please take an active role --each
activity is intended to reinforce learning.
Listen as an ally --How can I use this tool or apply this concept?
Only one person speaking at a time. Keep side discussions to a minimum.
Please turn cellular phones to a silent mode.( Rs. 50 X Fine )
TRAINING GROUND RULES
-
8/9/2019 Kaam Ki Six Sigma
3/137
Transforming Life
TRAINING GROUND RULES
Adult learning theory: You are responsible for your own learning,this requires
your active participation:
Questions are good, not a sign of ignorance, but part of a learning
experience.
Applying learning's right away is very important. We learn when we use
knowledge in our lives.
Accelerating the need to use the lessons is a key way to assure that we
really learn!
-
8/9/2019 Kaam Ki Six Sigma
4/137
Transforming Life
Course Content
MNYLs Perspective on Quality
Why Six Sigma
Apply the Six Sigma methodology to improve processes
Clarity on Six Sigma DMAIC Methodology
Your Role going Forwards
OBJECTIVES
-
8/9/2019 Kaam Ki Six Sigma
5/137
Transforming Life
What is Quality
Quality is Fitness for use Juran
A product or service possesses quality if it helps somebody and
enjoys a good and sustainable marketDeming
Quality is conformance to requirementsCrossby
Quality is as perceived by Customer Anonymous
Quality
-
8/9/2019 Kaam Ki Six Sigma
6/137
Transforming Life
Quality Policy - MNYL
-
8/9/2019 Kaam Ki Six Sigma
7/137
Transforming Life
The MNYL Quality JourneyThe MNYL Quality Journey
2002 2003 - 2004 2005 - 2006
Basic Awareness &Culture
Basic Processes &
Procedure ASAT/ CSAT
Small Improvements &Process Orientation
ISO Certification
My Kontribution (Kaizen)
Improvement Projects
(Polivartan)
Project Management(C4G,
Munich Re etc) Mystery Shopping
2007 - 2008
QUALITY
And
BUSINESS
EXCELLENCE
Consolidation
Six Sigma Launch
Service Delivery Forum
Improvement Projects
(Servottam,PPP,PLS)
Cost Mgmt Program
Service Scorecard
Zonal Quality
ISO Recertification
Six Sigma Excellence
Award (Sakaal)
-
8/9/2019 Kaam Ki Six Sigma
8/137
Transforming Life
CULTURE BUILDING
People Engagement & Empowerment MyKontribution, Training, ISO, Six Sigma
Recognition & Rewards, Communication
INTEGRATION / PERFORMANCE / RESULTS
Measurements / Balance Scorecard
CONTINUOUS IMPROVEMENT
Six Sigma / Project Management
CUSTOMER PERSPECTIVEListening Posts (CSAT / ASAT)
PROCESS EXCELLENCE
BPMS ISO Audits/ Process and dashboard orientation
Quality & Business Excellence Model
-
8/9/2019 Kaam Ki Six Sigma
9/137
Transforming Life
The MNYL Quality StructureThe MNYL Quality Structure
Functional QualityCouncils (HO/Zonal)
Members
Black Belt/Green Belt (Team Leader)Yellow Belts
Master Black Belt
Quality Leader
Business QualityCouncil
Champion
Improvement Team
Gary Bennett - CEO
Sunil Sharma COO
Rajesh Sud Distribution
Sanjeev Mago Ops & S
Rajit Mehta HR Sunil Kakar Finance
Amit Kumar IT
Vineet Sharma BusinessExcellence & Quality
-
8/9/2019 Kaam Ki Six Sigma
10/137
Transforming Life
Higher level of learning in Basic Quality Tools.
Yellow belt projects create applicable benefits for MNYL.
Certification methodology ensures focussed Learning.
Nursery for creating Future Quality Project leaders.
Get taste of Quality and learn usable tools in a simple
way.
Direct Nomination to the Green Belt program on
certification
WIFM
-
8/9/2019 Kaam Ki Six Sigma
11/137
Transforming Life
The Yellow belt certification program is a simple 5- Step process:
STEP 1 : Send nominations to the Quality team for participation in the YBprogram.
STEP 2 : Participate in the Two day Yellow Belt program post invitationfrom Q-Team.
STEP 3 : Successfully pass the Yellow Belt Post Trainingassessment.LESTONE I : YELLOW BELT TRAINED CERTIFICATE
STEP 4 : Register your yellow belt project .
STEP 5: Report successful completion of the Yellow Belt project.
On project completion fill project details in format provided. Sign off from Supervisor and Quality SPOC (BB). Last date to submit is before 28th of every month. Every Ist week of the Month YB certification will happen
Certification Process
-
8/9/2019 Kaam Ki Six Sigma
12/137
Transforming Life
Let`s know little
bit more about
Six Sigma
-
8/9/2019 Kaam Ki Six Sigma
13/137
Transforming Life
Evolution of SS What is 6
-
8/9/2019 Kaam Ki Six Sigma
14/137
Transforming Life
Measurable & data based
Customer Focused
Removes defects from products & services
Encompasses Manufacturing, Software and Transactional
processes
Sustainable competitive edge
Global acceptance
Project based, with milestones
Integrates well with other Quality initiatives like ISO, Phil Cross by
etc.
Why we chose Six Sigma
-
8/9/2019 Kaam Ki Six Sigma
15/137
Transforming Life
What is 6
What is different about
Six Sigma
-
8/9/2019 Kaam Ki Six Sigma
16/137
Transforming Life
Let us Start with . What is 6
What`s Not New
The vast majority of the tools were developed more than 50 years
ago
Many Six Sigma projects (especially in transactional areas) will not
require sophisticated / esoteric analytical tools.
Improvement comes on a project by project basis.
Management care and feeding is required.
-
8/9/2019 Kaam Ki Six Sigma
17/137
Transforming Life
What is New Strategically ? What is 6
Alignment of Six Sigma Initiative with Business Objectives
Accountability
Metrics
Activity based
Outcome based.
Executive Selection Of :
Champions to manage Projects
Projects formation
Belts to execute projects
Green
Black
Master Black
-
8/9/2019 Kaam Ki Six Sigma
18/137
Transforming Life
What is New Tactically? What is 6
Dedicated Resources.
Improvements Instutionalized and Cross-pollinated
Structure and Organization of Tools Define
Measure
Analyze
Improve
Control
Personal Computer Technology Facilitates :
Statistics
Extracting information from data
-
8/9/2019 Kaam Ki Six Sigma
19/137
Transforming Life
Advantages of This Type of Approach
Have a common language Sensitize the organization in the use of statistical tools
Develop the internal supplier/customer relationship
Benchmarking Work on the most significant objectives
Promote working in teams
-
8/9/2019 Kaam Ki Six Sigma
20/137
Transforming Life
Common Language Z Value
A Universal Measurement Scale ...
3 45
67
668106210
2333.4
Sigma
DPMOOn one condition :
Calculate the defects and
estimate the opportunitiesin the same way...
-
8/9/2019 Kaam Ki Six Sigma
21/137
Transforming Life
Need for Z Value Z Value
Process Performance
Purchase Order Generation
Accounts Receivables
Customer Service
Supplier Delivery
98% Accuracy
33 days average aging
82% rated 4 or 5 on responsiveness
95 % on-time delivery
Which process is performing best ?
-
8/9/2019 Kaam Ki Six Sigma
22/137
Transforming Life
Character of 6 Why 6
OutputVariables
Manage the outputs.
A Traditional View
Sales Growth
Market Share
Profitability
OutputVariables
InputVariables
Manage the inputs; respondto the outputs.
The Six Sigma View
Sales Growth
Market Share
Profitability
Customer Satisfaction
Product Quality
On-Time DeliveryCOQ
Credit TermsRelationships
Service
CustomerTraining
-
8/9/2019 Kaam Ki Six Sigma
23/137
Transforming Life
Motorola
Allied Signals
ABB
GE
Texas Instruments
Citibank Sony
Honda
Polaroid Sun Microsystems
Toshiba
Canon
Hitachi
J P Morgan Chase
Seagate
Tata Steel ISPAT
WIPRO
AT & TWhirlpool
Six Sigma Co-travelers
-
8/9/2019 Kaam Ki Six Sigma
24/137
Transforming Life
What is 6
6
LAYMANS DEFINITION
6 SIGMA MEANS ONE PIN HEAD UNCLEANED
AREA OF 1500 SQ FOOT CARPET AREA
STATISTICAL DEFINITION
3.4 DEFECTS / MILLION ( 1.5 SIGMA SHIFT)OR 2 DEFECTS / BILLION ( 0 SHIFT)
IT MEANS OPERATING IN1 / 2 THE
ALLOWABLE SPECIFICATION LIMIT
6 SIGMA DEFINITION
-
8/9/2019 Kaam Ki Six Sigma
25/137
Transforming Life
What are the Statistics What is 6
Two Meanings of Sigma
- Greek alphabet
The term Sigma is used to designate the distribution or spreadabout the mean ( average ) of any process or procedure.
For a business processes , the sigma capability ( z value )
Is a metric that indicates how well that process is performing defect freework. A defect is anything that results in customer dissatisfaction.
As defects
Go down
The Sigma Capability
Goes up ..D
-
8/9/2019 Kaam Ki Six Sigma
26/137
Transforming Life
3.4
233
6210
66807
308537
697672
SweetestFruit
AverageProcesses
LowHanging
SixSigma
Five Sigma
FourSigma
Three Sigma
Two Sigma
OneSigma
GroundFruit
World Class
Focus on defects
Logic & Intuition
Seven Basic tools
BulkfruitProcess Characterization &
Optimization (DMAIC)
Design for Six Sigma (DFSS)
-
8/9/2019 Kaam Ki Six Sigma
27/137
Transforming Life
What are the Statistics What is 6
6 3.43.4 99.9996699.99966
5 233 99.97670
4 6,210 99.37900
3 66,807 93.33190
2 308,537 69.12300
PPM %age 1 misspelled word in all of the bookscontained in a small library
$340 indebtedness per $100 millionsassets
1.8 minutes per year
1.5 misspelled words per page in abook
$6.7 millions indebtedness per $100millions assets
24 days per year
-
8/9/2019 Kaam Ki Six Sigma
28/137
Transforming Life
Paradigm Shift Why 6
Are you satisfied
with 99 % OKin your life ???
Are you satisfied
with 99 % OKin your life ???
-
8/9/2019 Kaam Ki Six Sigma
29/137
Transforming Life
We demand High Quality in our daily lives. . .
99.99966% Good (6 Sigma)
20,000 lost letters per hour
Unsafe drinking water foralmost 15 minutes each day
5,000 incorrect surgicaloperations per week
Two short or long landings atmost major airports each day
200,000 wrong drugprescriptions each year
No electricity for seven hourseach month
Seven articles of mail lost per hour
One unsafe minute every sevenmonths
1.7 incorrect operations per week
One short or long landing every fiveyears at each airport
68 wrong prescriptions per year
One hour without electricity every34 years
99% Good (3.8 Sigma)
. . .so why not in our businesses?. . .so why not in our businesses?
-
8/9/2019 Kaam Ki Six Sigma
30/137
Transforming Life
Paradigm Shift Why 6
Six Sigma: An Ambitious Objective?
Accurate to 99.99966 % ( less than 3.4 defects for each millionopportunities ) could appear excessive....!
99.9% is already VERY GOOD !But what could happen at a quality level of 99.9% (i.e., 1000 ppm),
in our everyday lives (about 4.6s)?
4000 wrong medical prescriptions each year More than 3000 newborns accidentally falling
from the hands of nurses or doctors each year
Two long or short landings at American airports each day
400 letters per hour which never arrive at their destination
-
8/9/2019 Kaam Ki Six Sigma
31/137
Transforming Life
Paradigm Shift Why 6Comparing 6 with 3
The 3 Company The 6 Company Spends 15~25%of sales dollars on cost
of failure
Produces 66,807 ppm opportunities
Relies on inspection to find defects
Believes high quality is expensive
Does not have a disciplined approachto gather and analyze data
Benchmarks themselves against theircompetition
Believes 99% is good enough
Define CTQs internally
Spends 5%of sales dollars on cost of failure
Produces 3.4 ppm opportunities
Relies on capable processes that dontproduce defects
Knows that the high quality producer isthe low cost producer
Use Measure, Analyze, Improve, Controland Measure, Analyze, Design
Benchmarks themselves against the bestin the world
Believes 99% is unacceptable
Define CTQs externally
-
8/9/2019 Kaam Ki Six Sigma
32/137
Transforming Life
1. It is a statistical measurement. It tells us how good our products, services, and processes really are.
6 helps us to establish our course and gauge our pace in the race for total
customer satisfaction.
2. It is a improvement tool.
Its a full packaged tool applying to design, manufacturing, sales & SVC.
3. It is a business strategy It can greatly help us gain a competitive edge
As you improve the rating of a process, the product quality improves and costs go
down. Naturally, the customer becomes more satisfied as a result.
4. It is a philosophy. This is one of working smarter, not harder.
Also it makes fewer and fewer mistakes in everything we do.
6 as the Biz Strategy What is 6
-
8/9/2019 Kaam Ki Six Sigma
33/137
Transforming Life
What is New Strategically ? What is 6
Alignment of Six Sigma Initiative with Business Objectives
Accountability
Metrics
Activity based
Outcome based.
Executive Selection Of :
Champions to manage Projects Projects formation
Belts to execute projects
Green
Black Master Black
-
8/9/2019 Kaam Ki Six Sigma
34/137
Transforming Life
What is New Tactically? What is 6
Dedicated Resources.
Improvements Instutionalized and Cross-pollinated
Structure and Organization of Tools Define
Measure
Analyze
Improve
Control
Personal Computer Technology Facilitates :
Statistics
Extracting information from data
-
8/9/2019 Kaam Ki Six Sigma
35/137
Transforming Life
AIM of 6 the Activity What is 6
Object
of 6
is
Shift toTarget
Reducingvariation
Objectof 6 is
Shift toTarget
Reducingvariation
USLUSL
T
Precise but not Accurate
USLUSL
T
Shifting to Target &Reducing Variation
Shift toTarget
Reducing
Variation
USLUSL
T
Accurate but not Precise
V i ti N d ?
-
8/9/2019 Kaam Ki Six Sigma
36/137
Transforming Life
Variation Need ?
Why isn`t the average alone, good enough ?
Target = 67.954.056.95
5.05
6.00
6.105.906.05
5.956.00
We need a way to quantify the spreadin the data
Wh t i V i ti Wh t i 6
-
8/9/2019 Kaam Ki Six Sigma
37/137
Transforming Life
What is Variation What is 6
Why did this happen ?Why did this happen ?
Wh t i V i ti What is 6
-
8/9/2019 Kaam Ki Six Sigma
38/137
Transforming Life
So, we need additional information on variation. Data which expressesvariation we call Standard Deviation., Using Greek Alphabet, (Sigma)
represent the standard deviation.
We may make a big mistakeonly because we makedecision based on just
average.
Why did this happen ?Why did this happen ?
What is Variation What is 6
Variation Exercise
-
8/9/2019 Kaam Ki Six Sigma
39/137
Transforming Life
(Count the Letter(Count the Letter ee in the following text)in the following text)
The Necessity of Training Farm Hands for First Class Farms in the
Fatherly Handling of Farm Live Stock is Foremost in the Eyes of
Farm Owners. Since the Forefathers of the Farm Owners Trained the
Farm Hands for First Class Farms in the Fatherly Handling of Farm
Live Stock, the Farm Owners Feel they should carry on with the
Family Tradition of Training Farm Hands of First Class Farmers in
the Fatherly Handling of Farm Live Stock Because they Believe it is
the Basis of Good Fundamental Farm Management
Variation Exercise
Six Sigma Methodologies
-
8/9/2019 Kaam Ki Six Sigma
40/137
Transforming Life
Six Sigm a
DMAIC DFSS
Six Sigma Methodologies
Existingproduct/Service/Process
Process performance needsimprovement.
Not meeting customerspecification
New product /Service/Process
Existingproduct/Service/Processoptimized using DMAIC and
still doesn't meet the level ofcustomer specification or sixsigma level
Six Sigma Team Roles &Responsibilities
-
8/9/2019 Kaam Ki Six Sigma
41/137
Transforming Life
Six Sigma Team Roles &Responsibilities
Sponsor Champion
Define Big Ys of Project Define ProjectDefine Strategic Business Objectives Select Team Members
Select MBB & BBs Clear Project Roadblocks
Select & Sponsor BB & GB Projects Orient Team
Review Progress Review Progress
Approve Project Definition & closure Project Speaker
Black Belt (BB) Green Belt (GB)
Full time Resource to Six Sigma Projects Part time Resource to Six Sigma Projects
Help Champion to select team members Use Quality tools to improve Process
Make Breakthrough Improvement in Process Execute & Deliver Project Results (Min 2 per year)
Execute & Deliver Project Results (5-10 per year) Communicate Project Statusts
Mentor & Guide Green Belts Sustain improved Process after Improvement
Training on Six Sigma tools & techniquesLead Process Improvement teams
Communicate Project Status
Master Black Belt (MBB) Six Sigma Team
Depth Understanding -Philosophy,Goal & Application Functional Experts
Six Sigma Expert Part time Assignment
Train & Coach BBs,GBs & Team members Participate in the meetingDrive/Direct/Steer Projects to success Help with administrative tasks
Approve Project Definit ion & Project Closure Meet with Champion for review
Business focus & dedication to Quality Make Recommendation or Change
Project Implementation & Closure
How to do 6
-
8/9/2019 Kaam Ki Six Sigma
42/137
Transforming Life
How to do 6 ?
DMAIC Approach
CONTENTS
The DMAIC Approach How to do 6
-
8/9/2019 Kaam Ki Six Sigma
43/137
Transforming Life
PracticalProblem
StatisticalProblem
Statisticalsolution
Practicalsolution
Disciplined Problem-Solving thru DMAIC
The DMAIC Approach How to do 6
Why DMAIC Approach How to do 6
-
8/9/2019 Kaam Ki Six Sigma
44/137
Transforming Life
PracticalPracticalProblemProblem MeasureMeasurePhasePhase
AnalyzeAnalyze
PhasePhase
StatisticalStatistical
ProblemProblem
ImproveImprove
PhasePhaseStatisticalStatistical
SolutionSolution
ControlControl
PhasePhasePracticalPractical
SolutionSolution
W
e
Love
toJump
tothisPart
We tendtostartfromanInternalPerspective StartfromOutside-In!
We Judge by Averages Start looking
at Variance!!
Why DMAIC Approach How to do 6
The DMAIC Approach How to do 6
-
8/9/2019 Kaam Ki Six Sigma
45/137
Transforming Life
CONTROLCONTROL
Contro l Improvements
to keep the Process onthe New Course(Susta ining on the ga ins)
IMPROVEIMPROVE
Design Creat ive Solutionto fix & prevent problemusing technology (mistakeproo fing) and d isc ip line
Study & Ana lyse MicroLevel Activities which arec rea ting Varia tion
ANALYZEANALYZE
Determine Root Cause ofDefects & Opportunities of
Improvement Identify Sources of Variat ion
Identify Resource Required& Cases what could causec hange to fa il (Fa ilureModes)
MEASUREMEASURE
Deve lop Da ta Collec tionPlan for each Metricsdefined
Collec t Da ta fro m m any
sources to determine typeof defec ts
Compare this w ith Vo ice o fCusto mer-Survey Result
Develop how Progress willbe measured
DEFINEDEFINE
Define Custom ers & their
expectations
Define Scope (Sta rt & End
of Proc ess)
Define Present and
Futuristic Proc ess Map Define Deliverab les &
Time Frames
The DMAIC Approach How to do 6
The Focus of Six Sigma
-
8/9/2019 Kaam Ki Six Sigma
46/137
Transforming Life
Y = f( X)
To get results ,should we focus our behavior on the Y or X?
Xi.Xn
Independent
Input- Process
Cause
Problem
Control
Y
Dependent
Output
Effect
Symptom
Monitor
Historically the Y,.with Six Sigma the Xs
The Focus of Six Sigma
D-M-A-I-C
-
8/9/2019 Kaam Ki Six Sigma
47/137
Transforming Life
MEASURE
Identify Project CTQDevelop Project CharterDefine Process Map
Develop MeasuresEstablish Performance StandardEstablish Process Capability
Define Performance ObjectivesIdentify Source of Variations Monitor Improved PerformancesStandardization & Documentation
Generate & SelectSolutionsImplement Solutions
CONTROLIMPROVEANALYZEMEASUREDEFINE
Road Map : Define
-
8/9/2019 Kaam Ki Six Sigma
48/137
Transforming Life
p
MEASURE CONTROLIMPROVEANALYZEMEASUREDEFINE
Identify Project CTQ Develop Project Charter Define Process MAP
DMAIC DMAIC
6 Common termCase Study
-
8/9/2019 Kaam Ki Six Sigma
49/137
Transforming Life
y
ABCL Ltd. has been in the business of providing life insurancecovers. For the last 25 years the company was enjoying a state ofmonopoly. Due to revision in the government policy in the year 2002the company saw series of private players entering into the market.Data provided by the marketing department in the last managementcommittee meeting showed that the company's market share hasfurther dipped from 89% in Quarter 4 of 2002 to 82% at the end ofQtr 1 in 2003. Concerned by this, management advised the qualityhead to conduct a customer satisfaction survey and find out the
reasons for low share. The quality department conducted acustomer satisfaction survey of 50 customers who had bought thepolicy from ABCL Ltd. in the period of January to April 2003. Thesurvey results showed customer dissatisfaction due to high policyissuance TAT. The average TAT for policy issuance as perceived bythe customers was 30 days. Based on the results it was estimatedthat the company is losing business to the tune of Rs.20 lakhs permonth.
DMAIC
6 Common termCase Study
-
8/9/2019 Kaam Ki Six Sigma
50/137
Transforming Life
y
Prepare a Project Charter using the case study
Participants to use Yellow Belt Worksheet
DMAIC
6 Common termCase Study
-
8/9/2019 Kaam Ki Six Sigma
51/137
Transforming Life
Problem Statement: Policy Issuance TAT (What) of 30 days (extent)for the period of January April 2003 (when) is leading to a loss of2.4 crores per annum (impact).
DMAIC
Goal Statement: Reduce (verb) the TAT from 30 days (From) to 15 days(goal) by August 30 2003 (deadline).
CTQ Examples 6 Common term
-
8/9/2019 Kaam Ki Six Sigma
52/137
Transforming Life
Area : Call CenterCustomer Quote 'I consistently wait too long to speak to a
representative.'
CTQ Name :
CTQ Measure
CTQSpecification
Representative Responsiveness
Time on hold (seconds)
Less than 60 seconds from call connection to the automated
response system
DMAIC
6 Common termExamples
-
8/9/2019 Kaam Ki Six Sigma
53/137
Transforming Life
CTQ Name :
CTQ Measure :
CTQ Specification :
Typographic Quality
Number of typographical mistakes
Zero typographical mistakes
Area: Book Publisher
Customer Quote: 'I can't stand typos in books I purchase.
DMAIC
Define: Identify Project CTQs
-
8/9/2019 Kaam Ki Six Sigma
54/137
Transforming Life
Who is the Customer?
ProcessInput Output
CustomerSupplier
What is critical to the Quality of the Process?
according to your Customer !
PROCESS:
DMAIC
Example of SIPOC
-
8/9/2019 Kaam Ki Six Sigma
55/137
Transforming Life
Example of a Photocopying Process
DMAIC
SIPOC High Level Process Mapping
-
8/9/2019 Kaam Ki Six Sigma
56/137
Transforming Life
Objective :Developing High level Process mapping
Work in a team ,Develop a SIPOC format Process MAP
Define & name the process
Establish Start & End Points
Identify Major Customers and Output Requirement of the Process
Identify Key Suppliers and Inputs to the Process Determine & MAP the 4-7 steps of the Process
Time : 10 Minutes
DMAIC
Scoping
-
8/9/2019 Kaam Ki Six Sigma
57/137
Transforming Life
Scoping
Longitudinal
Lateral
Longitudinal
Starts after receipt of Proposal
Form from the customer
Ends at the despatch from HOLateral
Despatches for a Particular Zone
All despatches during shift A
Despatch through transporter X
DMAIC
Road Map : Measure
-
8/9/2019 Kaam Ki Six Sigma
58/137
Transforming Life
MEASURE CONTROLIMPROVEANALYZEMEASUREDEFINE
Develop MeasuresEstablish Performance
StandardEstablish Process
Capability
D AIC
What is 6Data Types
-
8/9/2019 Kaam Ki Six Sigma
59/137
Transforming Life
Discrete
D AIC
Summarize Data
-
8/9/2019 Kaam Ki Six Sigma
60/137
Transforming Life
Express Centre of data
Average (Mean)
Median
Mode
Express Centre of data
Range
SPAN
Standard Deviation
Variance
(Centre)
(Variation)
D AIC
Power of Measure What is 6
-
8/9/2019 Kaam Ki Six Sigma
61/137
Transforming Life
We dont know what we dont know.
If we cant express what we know in the formof numbers, we really dont know much about
it.
If we dont know much about it,we cant control it.
If we cant control it, we are at the mercy of
chance.
D AIC
Power of Measure What is 6
-
8/9/2019 Kaam Ki Six Sigma
62/137
Transforming Life
Our survival is dependent upon growing the business.
Our business growth is largely determined by customer satisfaction.Customer satisfaction is governed by quality, price, and delivery.
Quality, price, and delivery are controlled by process capability.
Our Process capability is greatly limited by variation.
Process variation leads to an increase in defects, cost, and cycle time.
To eliminate variation, we must apply the right knowledge.
In order to apply the right knowledge, we must first measure it.
Measure the problem, well get the right knowledge.
D AIC
What is 6The Origin of Sampling
-
8/9/2019 Kaam Ki Six Sigma
63/137
Transforming Life
1. Shake it well
2. Take one spoon
3. Make Decision
4. Action
No bias
Sampling
Based on
Statistics
How to Collect Data ?
D AIC
Operational Definition One illustration
-
8/9/2019 Kaam Ki Six Sigma
64/137
Transforming Life
How much liquid has been consumed?Half Glass...is the Quantity same?
D AIC
Some Tools
-
8/9/2019 Kaam Ki Six Sigma
65/137
Transforming Life
Histogram
Scatter Plot
Pie Chart
Pareto
CONTENTS
D AIC
Histogram
-
8/9/2019 Kaam Ki Six Sigma
66/137
Transforming Life
Purpose : Use to examine the shape and spread of sample data
HISTOGRAM divides sample values into many intervals called bins.Bars represent the number of observations falling within each bin (itsfrequency). Observations that fall exactly on an interval boundary areincluded in the interval
D AI
P S tt l t l f l f l tti i bl ti
Scatter Plot
-
8/9/2019 Kaam Ki Six Sigma
67/137
Transforming Life
Purpose : Scatterplots are also useful for plotting a variable over time.
This is especially useful for data that are not entered in chronologicalorder or were collected at irregular intervals.
D AIC
Pie Chart
-
8/9/2019 Kaam Ki Six Sigma
68/137
Transforming Life
Purpose : Used to display the proportion of each data categoryrelative to the whole data set.
D AI
Pareto Chart
-
8/9/2019 Kaam Ki Six Sigma
69/137
Transforming Life
Purpose : A Pareto chart can be used to prioritize defects accordingto type or source of defect. Basically, a Pareto chart is a type of bargraph.
It can help weed out the vital few types or sources of defects from the
trivialmany. It works on principle 80-20. It is a prioritization chartwhich helps to decide the improvement goals
D AI
Pareto Chart
-
8/9/2019 Kaam Ki Six Sigma
70/137
Transforming Life
Othe
rsD7D6D5D4D3D2D1
915172045506080
3.05.15.76.815.216.920.327.0
100.097.091.986.179.464.247.327.0
300
200
100
0
100
80
60
40
20
0
Defect
Count
Percent
Cum %
Percent
Count
Pareto Chart
Approx 80% of Defects from Defect D1+D2+D3+D4
D AI
Exercise
-
8/9/2019 Kaam Ki Six Sigma
71/137
Transforming Life
All Team members to note down the following about themselvesAll Team members to note down the following about themselves
1.1. Height and WeightHeight and Weight2.2. Distance you drive to WorkDistance you drive to Work
3.3. Mode of Vehicle usedMode of Vehicle used
4.4. Colour of Cab usedColour of Cab used
5.5. Time taken in the morningTime taken in the morning6.6. Time taken in the eveningTime taken in the evening
7.7. Number of Co TravellersNumber of Co Travellers
8.8. Number of Males and Females in CabNumber of Males and Females in Cab
D AIC
D t C ll ti t l t t b d i d d d t t b fillData Collection template to be designed and own data to be filledd
Exercise
-
8/9/2019 Kaam Ki Six Sigma
72/137
Transforming Life
Data Collection template to be designed and own data to be filleData Collection template to be designed and own data to be filledd
Team Leader to Collect Data from all the other membersTeam Leader to Collect Data from all the other members
Transfer to Flip chartTransfer to Flip chart
Leader of each group to move around from table to tableLeader of each group to move around from table to table
and collect consolidated dataand collect consolidated data
1.1. Create Histogram with Class Intervals on HeightCreate Histogram with Class Intervals on Height2.2. Create Scatter Plot on Height Vs. WeightCreate Scatter Plot on Height Vs. Weight
3.3. Create Pie Chart on Number of Males/ FemalesCreate Pie Chart on Number of Males/ Females
4.4. Create Pareto on Mode of VehicleCreate Pareto on Mode of Vehicle
D AIC
Need for Z Value Z Value
-
8/9/2019 Kaam Ki Six Sigma
73/137
Transforming Life
Process Performance
Purchase Order Generation
Accounts Receivables
Customer Service
Supplier Delivery
98% Accuracy
33 days average aging
82% rated 4 or 5 on responsiveness
95 % on-time delivery
Which process is performing best ?None as there is no Common Benchmark
D AI
Need for Z Value Z Value
A Universal Measurement Scale
-
8/9/2019 Kaam Ki Six Sigma
74/137
Transforming Life
A Universal Measurement Scale ...
34
56
7
668106210
2333.4
Sigma
DPMOOn one condition :
Calculate the defects andestimate the opportunities
in the same way...
D AIC
Need for Z Value Z Value
-
8/9/2019 Kaam Ki Six Sigma
75/137
Transforming Life
Process Performance Z Value
Purchase order booking
Accounts Receivables
Customer Service
Supplier Delivery
98% Accuracy
33 days average aging
82% rated 4 or 5 on
responsiveness
95 % on-time delivery
Now we can say which is performing the best ?
There is a Common Benchmark without any Dimensions
3.54
1.54
2.91
3.29
D AIC
6 Common termDefect
-
8/9/2019 Kaam Ki Six Sigma
76/137
Transforming Life
Defect :- Anything that results in customer dissatisfaction. Anything that
results in a Nonconformance
6 Common termDPU/DPO/DPMO
-
8/9/2019 Kaam Ki Six Sigma
77/137
Transforming Life
Defects Per Unit : Number of defects per unitJudging the process as No good, we could not know if it had a defect.
So 6 handling it.
Ex) A Proposal form has 10 blanks, 2 blanks are wrong
DPU= Defect / Unit = 2 / 1 = 2
Defects Per Opportunity : Number of defects related opportunities per unit
Expanding concept of DPU by opportunities
Ex) A Proposal form has 10 blanks, 2 blanks are wrong
2 Defect / (1Unit x 10 Opportunity) = 0.2, DPO=0.2
Defect Per Million Opportunities : Value of DPO x 1,000,000,
Changing DPO to million unit because 6 uses PPM(Part Per Million)
Ex) DPMO = 0.2 DPO x 1,000,000 = 200,000
DPU
DPO
DPMO
6 Common termCTQ
-
8/9/2019 Kaam Ki Six Sigma
78/137
Transforming Life
Definition of CTQ
Customer states as critical to qualityof product, service or process.
Main purpose of CTQ control is selectingthe factors to the most important to customer.
It is not hard to do, but right to do!
Ex.) Spec. of anything part
Accuracy and reliability of billing
statements
Time to repair
Courteousness
Most CTQs are customer-driven,but
risk, economics, and regulation may
drive others.
Typical Tools
Customer surveys
Focus Groups Interview
Customer needs Mapping
Quality function
deployment(QFD)
Quick Market Intelligence Logic Tree
Pareto Diagram
D AIC
CTQ Examples 6 Common term
-
8/9/2019 Kaam Ki Six Sigma
79/137
Transforming Life
Area : Call CenterCustomer Quote 'I consistently wait too long to speak to a representative.'
CTQ Name :
CTQ Measure
CTQSpecification
Defect
Unit
Opportunity
Defects
Representative Responsiveness
Time on hold (seconds)
Less than 60 seconds from call connection to the automated
response system
Calls with hold time equal and greater than 60 seconds
Call
1 call
Sigma: 3.75263 calls21,501 calls
D AIC
6 Common termExamplesArea: Book Publisher
-
8/9/2019 Kaam Ki Six Sigma
80/137
Transforming Life
CTQ Name :
CTQ Measure :
CTQ Specification :
Defect :
Unit :
Opportunity :
Defects :
Units :
Opportunities:
Typographic Quality
Number of typographical mistakes
Zero typographical mistakes
Any typographical mistakes
A word
Words per book
2 typographical mistakes
100,000 (500 words/page x 200 pages/book)
1 per word
Sigma: 5.61
Customer Quote: 'I can't stand typos in books I purchase.
D AIC
Road Map : Analyze
-
8/9/2019 Kaam Ki Six Sigma
81/137
Transforming Life
MEASURE CONTROLIMPROVEANALYZEMEASUREDEFINE
Define PerformanceObjective
Identify Sourceof Variations
D AI
-
8/9/2019 Kaam Ki Six Sigma
82/137
Transforming Life
OUTIN PROCESSPROCESS
. . . in theory. . . in theory
Every process looks like this. . .Every process looks like this. . .
DMAIC
What do you see here . . . Any clarity?
-
8/9/2019 Kaam Ki Six Sigma
83/137
Transforming Life
Phone
Wire
Pad
Ring
ShadowTable
Pencil stand
Pens
Paper
DMAIC
See the Difference Now . . . .
-
8/9/2019 Kaam Ki Six Sigma
84/137
Transforming Life
Process Mapping is a graphic display of steps & activities thatconstitute a process
Recall..Onepicture is
better than1000 words
DMAIC
Definition of a Process
-
8/9/2019 Kaam Ki Six Sigma
85/137
Transforming Life
A Process Is A Collection Of Sequential ActivitiesThat Takes One Or More Kinds Of Input AndCreates An Output That Is Of Value To The
Customer
DMAIC
All Processes have variations
-
8/9/2019 Kaam Ki Six Sigma
86/137
Transforming Life
All Repetitive Activities of a process have a certain amount offluctuations.
Input , Process & Output measures will fluctuates.
This fluctuation is called Variation.
Variation is the Voice of the Process.
Time
M
easurement
DMAIC
Variation is Evil ...Variation is Evil ...Process
-
8/9/2019 Kaam Ki Six Sigma
87/137
Transforming Life
Target
X XXX X XX XXXX
XX
XXXXX
XX
XX
X
X
X
XX
XX
XXX XXX
XXX
X X
X
X
X
Every Human Activity Has Variability...
CustomerSpecification
defectsdefects
Understanding Variability & Customer SpecificationIs The Essence of Continuous Process ImprovementUnderstanding Variability & Customer SpecificationIs The Essence of Continuous Process Improvement
DMAIC
Process Flow Charting Symbols
-
8/9/2019 Kaam Ki Six Sigma
88/137
Transforming Life
A process orTask
Start, End
Decision, Check
Storage point
Predefined
Activity
Delay
DMAIC
V l Add d W kNon Value-Added
W k
Nature of Work Value Analysis
-
8/9/2019 Kaam Ki Six Sigma
89/137
Transforming Life
Process steps that areEssential to Produce & Deliver
the Product or Service to
meet the CustomersNeed & requirements.
Customer is willing to payFor the step.
Process steps that arenon-essential
To produce & deliver the
Product or Service to meet theCustomers Need & requirements.
Customer is not willing to payfor the step.
Process steps thatAre not essential
But that allowValue adding
Tasks to be doneBetter/faster
Value-Added Work Work
Value Enabling- Work
DMAIC
Type of Non-Value : Added Work
-
8/9/2019 Kaam Ki Six Sigma
90/137
Transforming Life
Look for
Re-evaluate, Remake, Redo, Recall, Recheck, Rework,Repeat, Redesign, Revise, Reject, Retest, Reship, Return,Reissue, Re-measure, Retype
Internal failure
Preparation/Set-up Control/InspectionMove
External failureDelay
DMAIC
Team Exercise
Process Mapping
-
8/9/2019 Kaam Ki Six Sigma
91/137
Transforming Life
Purpose : To get graphical illustration of the process whichcreates an output
List General Process steps & Major customer key Output variables(CTQ)
Identify Value added (VA) & non-value added (NVA) steps inprocess
Show CTQ at each process step.
CARES (Combine, Add, Re-arrange ,Eliminate, Simplify)
DMAIC
In any caseIn any case
Process
-
8/9/2019 Kaam Ki Six Sigma
92/137
Transforming Life
YX functionfunction
In any case. . .In any case. . .
DMAIC
MAN METHOD
Process
-
8/9/2019 Kaam Ki Six Sigma
93/137
Transforming Life
functionfunctionother TimeThisTime
NextTime
MachineServiceProduct
Material
ENVIRONMENT
MATERIAL
MEASUREMENT
Y = f( lots of xs)
MACHINE
DMAIC
MAN
Source & Type of Variations
-
8/9/2019 Kaam Ki Six Sigma
94/137
Transforming Life
PRO
CESS
MAN
MACHINE
MATERIAL
METHOD
MOTHER NATURE
MEASUREMENT
Source of Variations-6Ms
Unexpected,Abnormal, Non-Random
Undue influence of the one ofthe 6Ms
SpecialCause
Expected, Normal,Random
No undue influence by one ofthe 6Ms
CommonCause
NamesDefinitionType
DMAIC
Preparing for the Analyze step
-
8/9/2019 Kaam Ki Six Sigma
95/137
Transforming Life
Y = f ( X1,X2,X3,Xn)
Y = Relates to the Outputs
X = Relates to the Process & Inputs
Identify Xs that might Explain Variation in the Outputmeasures
Collect Data Efficiently Both the Ys & suspected Xs
Start thinking in Scientific Terms
DMAIC
Cause & Effect Diagram (Fishbone)
MACHINEMANMEASUREMENT
-
8/9/2019 Kaam Ki Six Sigma
96/137
Transforming Life
DMAIC
MOTHER NATUREMETHODMATERIAL
Root Causes Grouped in Six Categorie
Man ,Machine, Material, Method,
Measurement & Mother Nature
5 Why Analysis
The 5 Whys is a technique used in the Analyze phase of the Six
-
8/9/2019 Kaam Ki Six Sigma
97/137
Transforming Life
DMAIC
The 5 Whys is a technique used in the Analyze phase of the SixSigma DMAIC methodology. It's a great Six Sigma tool that doesn'tinvolve data segmentation, hypothesis testing, regression or otheradvanced statistical tools, and in many cases can be completed
without a data collection plan.
By repeatedly asking the question "Why" (five is a good rule ofthumb), you can peel away the layers of symptoms which can leadto the root cause of a problem. Very often the ostensible reason fora problem will lead you to another question. Although this techniqueis called "5 Whys," you may find that you will need to ask thequestion fewer or more times than five before you find the issue
related to a problem.
5 Why Analysis (Examples)
Problem Statement: Customers are unhappy because they are being shipped products thatdon't meet their specifications.
-
8/9/2019 Kaam Ki Six Sigma
98/137
Transforming Life
1. Why are customers being shipped bad products?- Because manufacturing built the products to a specification that is different from what the customerand the sales person agreed to.
2. Why did manufacturing build the products to a different specification than that of sales?
- Because the sales person expedites work on the shop floor by calling the head of manufacturingdirectly to begin work. An error happened when the specifications were being communicated or writtendown.
3. Why does the sales person call the head of manufacturing directly to start work instead of followingthe procedure established in the company?
- Because the "start work" form requires the sales director's approval before work can begin andslows the manufacturing process (or stops it when the director is out of the office).
4. Why does the form contain an approval for the sales director?- Because the sales director needs to be continually updated on sales for discussions with the CEO.
A non-value added signature authorityis helping to cause a process breakdown
5 Why Analysis (Examples)
Problem Statement: You are on your way home from work and your
car stops in the middle of the road.
-
8/9/2019 Kaam Ki Six Sigma
99/137
Transforming Life
teach a person to "bluff" a handthan it is to try to directly solve the stated problems
1. Why did your car stop?- Because it ran out of gas.
2. Why did it run out of gas?
- Because I didn't buy any gas on my way to work.
3. Why didn't you buy any gas this morning?- Because I didn't have any money.
4. Why didn't you have any money?- Because I lost it all last night in a poker game.
5. Why did you lose your money in last night's poker game?- Because I'm not very good at "bluffing" when I don't have a good
hand
Road Map : Improve
-
8/9/2019 Kaam Ki Six Sigma
100/137
Transforming Life
MEASURE CONTROLIMPROVEANALYZEMEASUREDEFINE
Generate &Select Solutions
Implement Solutions
Deliverables :
Statistically ProposeSolution which willmeet or exceed thequality improvement
goals.
Deliverables :
Proposed Solutionmeets or exceeds theQuality improvementGoal.
DMAIC
To develop a proposed Solution
Improve Phase Objectives
-
8/9/2019 Kaam Ki Six Sigma
101/137
Transforming Life
p p p Identify an Improvement Strategy
Experiment to determine a Solution
Quantify financial opportunities
Confirm that Proposed Solution will meet or Exceed PerformanceObjective
A Pilot include one or more small scale of Tests of the Solution in areal world business environment.
To Statistically confirm that an Improvement Exists (HypothesisTest).
To Identify resources required for a successful Full-ScaleImplementation of the Solution.
To Plan & Execute full Scale Implementation including training,support, technology rollout, Process and documentation changes.
DMAIC
Focus And Select VitalF C
Generate And Select Solutions
-
8/9/2019 Kaam Ki Six Sigma
102/137
Transforming Life
Develop
SolutionProposal
Refine, Evaluate & Select
BRAINSTORM
ANALYZE
IMPROVE
Few Causes
Generate Ideas
(Raw Material forSolutions)
Synthesize Ideas
(Build potentialSolutions)
Pilot
(Select Best Solutions)
F I L T E R
DMAIC
Counter Measures
-
8/9/2019 Kaam Ki Six Sigma
103/137
Transforming Life
Sl.# Root Cause(Xs)
Counter Measure(Solution)
Practical /Logical
Feasible Effect(Impact )
1
2
3
4
5
DMAIC
Why PILOT
-
8/9/2019 Kaam Ki Six Sigma
104/137
Transforming Life
Improved Solution
Improved Implementation
Lower Risk of failure
Confirm Expected Result & Relationship
Ability to better predict financial saving from proposed
Solution Increased Opportunity for Feedback
Increased Buy-In.
Get early version of a Solution out quickly to a particular
segment.
DMAIC
FMEA is a simple tool to prioritize the failure modes & actionsT l
Failure Mode & Effect Analysis(FMEA)
-
8/9/2019 Kaam Ki Six Sigma
105/137
Transforming Life
By understanding why and how we fail, we can plan for success
It works on the belief that proactiveness saves time
Typically, FMEA is applied on the output of root-cause analysis,& is a better tool for focus / prioritization as compared to multi-
voting
We shall focus on Process FMEA (Design FMEA is used indesigning products)
FMEA
Tool
DMAIC
EffectSeverity
FMEA Concepts & Output
-
8/9/2019 Kaam Ki Six Sigma
106/137
Transforming Life
Risk Priority Number (RPN) = S * O * D Severity, Occurrence & Detectability are measured on a scale of 1-10
FailureMode Cause
Control
Process / ProductCharacteristics
Severity
Occurrence
Detectability
Risk
PriorityNumber
ActionPlan
DMAIC
Process / Product characteristics - Purpose of the product or
P
FMEA Concepts & Output
-
8/9/2019 Kaam Ki Six Sigma
107/137
Transforming Life
Process
Failure Mode - How can the product /process fail to function?
Effects - Which effects are mostsevere to customer?
Causes - Which causes are most
likely to occur?
Controls - Ability for current controls
to detect causes?
RPN - Which high risk cause wework on first?
Action Plan - Recommended actions &
responsibilities
DMAIC
-
8/9/2019 Kaam Ki Six Sigma
108/137
Transforming Life
Occurrence is the probability that a specific cause will result in theparticular failure mode
Scales of SOD - Occurrence
-
8/9/2019 Kaam Ki Six Sigma
109/137
Transforming Life
particular failure mode
Rating Scale:
DMAIC
Scales of SOD - Delectability
Detectability is the probability that a particular cause will
be detected
-
8/9/2019 Kaam Ki Six Sigma
110/137
Transforming Life
Rating Scale:
DMAIC
FMEA Table
-
8/9/2019 Kaam Ki Six Sigma
111/137
Transforming Life
FMEA Table
DMAIC
Usually, FMEA is used to prioritize root-causes for discrete defect
FMEA Summary
-
8/9/2019 Kaam Ki Six Sigma
112/137
Transforming Life
y, pdefinitions on Y where Regression / ANOVA are not possible
Typically, final part of the FMEA table in terms of recommended
actions & improved SOD rating gets filled during IMPROVE&CONTROL phases.
Recommended action is nothing but a counter-measure toeliminate/ transition a root-cause that will be studied in step 9 ofDMAIC.
New SOD ratings shall be given only at the time of project closurewhen counter-measures would have been implemented & effectseen on failure mode
Project teams must review the RPNs periodically
DMAIC
MEASURE CONTROL
IMPROVEANALYZEMEASUREDEFINE
Road Map : Control
-
8/9/2019 Kaam Ki Six Sigma
113/137
Transforming Life
Monitor ImprovedPerformance
Standardization &Documentation
Deliverables : Monitor Process Stability,Process capability & Processcontrol after implementingsolution on a ongoing basis.
Deliverables : Implement Processcontrol system &Project Closure
DMAIC
Make sure Process stays in control after the implementation of theSolution.
Control Main Objective
-
8/9/2019 Kaam Ki Six Sigma
114/137
Transforming Life
Quickly Detect the out of control state and determine the associatedspecial cause so that action can be taken to correct the problem.
Keep Xs with in tolerance by using appropriate controls (RiskManagement, Mistake Proofing)
Apply Control Charts to Xs to monitor & control variation.
Understand Implication on existing quality plans due tomodifications of current control systems.
Establish transition plan for maintaining control of improved
process.
DMAIC
A process Control System Strategy for maintaining the improved process performance over time.
Identify specific tools required for sustaining the processimprovement or gains
Process Control System
-
8/9/2019 Kaam Ki Six Sigma
115/137
Transforming Life
improvement or gains
A Control System may incorporate Risk Management
Mistake proofing device Statistical Process Control (SPC)
Data Collection Plans
Ongoing Measurement
Audit Plan
Response Plans
Product drawing
Standardization
Process documentation
Process Ownership Process Certification
DMAIC
Technical Definition of dashboards Dash Board
What is a DashBoards?
-
8/9/2019 Kaam Ki Six Sigma
116/137
Transforming Life
A dash boards is numeric indicator of all the critical parametersneeded to drive Process Engine.Two measures are on the dashboards
Effectiveness Measures: Input/OutputEfficiency Measures : Process
DMAIC
What measurements do you use ?How do you use these measures ?
Technical Definition of dashboards Dash Board
-
8/9/2019 Kaam Ki Six Sigma
117/137
Transforming Life
How do you use these measures ?What measures get the most attention in your areas ?
Do these measure assure a customer focus?Do these measure have an input/output focus ?
Switching to a sigma-based system :
Provide uniform measure of: Process performance Variation
Quality
DMAIC
Output Measures
Defining YDefining YOutput Measures ::Output Measures ::Wing-to-Wing Measure
Dash Board
-
8/9/2019 Kaam Ki Six Sigma
118/137
Transforming Life
This Measure is from Customer Point of View
Includes whole process not just touch time
End to End Measure - Input to Output
DMAIC
A Visual Display Of current performance of Key Measures like Input ,Process& Output indicates status as In-Control or Out-Control
Monitoring - Dashboard
-
8/9/2019 Kaam Ki Six Sigma
119/137
Transforming Life
InputInput
InputInput
OutputOutput
ProcessProcess InputInput
DMAIC
-
8/9/2019 Kaam Ki Six Sigma
120/137
Customer Focus
icle
Rob
Transformation due to Six Sigma
-
8/9/2019 Kaam Ki Six Sigma
121/137
Transforming Life
Data
Cult
ure
Chan
ge
Vehic bu
stP
r
ocesses
Teaming
Financial Gains
-
8/9/2019 Kaam Ki Six Sigma
122/137
Transforming Life
.
THANK YOU
FOR YOUR TIME
6 Common termZ ValueDefinition of Z Value
It is standard normalized value for various
normal distributions to make easy*
**
Concept of Z Value
-
8/9/2019 Kaam Ki Six Sigma
123/137
Transforming Life
normal distributions to make easy
statistical analysis.
* Normal distribution : As bell shaped distribution, left side is same as right side by axis mean()** Standard normal distribution : mean is 0, standard deviation is 1 normal distribution
T=
1
USLLSL
X -T
Z =
In a Process, if six standard deviations are
between spec.(USL, LSL), then we call 6level .
It is good process that has 3.4ppm, that is 3or 4 defects per million.
Z is ratio value that difference between
X(USL or LSL) and target is divided
standard deviation (s).
That is numeric part of Level.When Z is 6, it is 6 level.
***
*** USL : Upper Spec Limit / LSL : Lower Spec Limit
Visualizing the Answer Sigma & Cp
2025 30
-
8/9/2019 Kaam Ki Six Sigma
124/137
Transforming Life
Since this is a one sided specification (upper limit only) we are onlyconcerned with the right side of this diagram. There are 3 units of
standard deviation between the process average and the closestspecification limit. Therefore, this is a 3 sigma process.
Design width(30 seconds)
Process Average(15 seconds)
Calculating the Answer Sigma
Z Value or Sigma Value
-
8/9/2019 Kaam Ki Six Sigma
125/137
Transforming Life
Z = 30 - 15 = 35
Z = USL - X
-
8/9/2019 Kaam Ki Six Sigma
126/137
Always listen to the market
-
8/9/2019 Kaam Ki Six Sigma
127/137
Transforming Life
Use check-lists for testing
-
8/9/2019 Kaam Ki Six Sigma
128/137
Transforming Life
earsneckfeet
Which oneIs mine?
Select significant attributes for your forecaster
-
8/9/2019 Kaam Ki Six Sigma
129/137
Transforming Life
Support! different situations by specific tools
-
8/9/2019 Kaam Ki Six Sigma
130/137
Transforming Life
Look for efficient solutions
-
8/9/2019 Kaam Ki Six Sigma
131/137
Transforming Life
What suits one customer might not suit the next
-
8/9/2019 Kaam Ki Six Sigma
132/137
Transforming Life
Forecasting and optimization are complex
-
8/9/2019 Kaam Ki Six Sigma
133/137
Transforming Life
Come on! It cant go
wrong every time...
Not every presentation is successful
-
8/9/2019 Kaam Ki Six Sigma
134/137
Transforming Life
Simulation expertice helps
-
8/9/2019 Kaam Ki Six Sigma
135/137
Transforming Life
Get Better or Get Beaten....
-
8/9/2019 Kaam Ki Six Sigma
136/137
Transforming Life
Deadline is deadline !
Maths is not everything
-
8/9/2019 Kaam Ki Six Sigma
137/137
Transforming Life