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SIX SIGMA YELLOW
  BELT TRAINING



                   HS18
Content
2
       Origin & meaning of Six Sigma

       Need of Six Sigma

       DMAIC Methodology

       Some vital tools used during Six Sigma

       Overview of:
           Green Belt project
           Lean Six Sigma  
           Quality Management System
           TQM
Before We Start…
4

    Quality is a state in which value entitlement is realized for the customer
    and provider in every aspect of the business relationship.

    Business Quality is highest when the costs are at the absolute lowest for
    both the producer & consumer.

    Six Sigma provides maximum value to companies in the forms of
    increased profits and maximum value to consumers with high-quality
    products and services at the lowest possible cost.

    Defect is any process output that does not meet customer
    specifications, or that could lead to creating an output that does not meet
    customer specifications.

    Cost of Poor Quality (COPQ) is the cost that would disappear if
    systems, processes, and products were perfect.
Process & Process Capability
5
     Process is a unique combination of tools, materials, methods, and people
      engaged in producing a measurable output; for example a manufacturing line
      for machine parts. All processes have inherent stastical variability which can
      be evaluated by statistical methods.

     The Process Capability is a measurable property of a process to the
      specification, expressed as a process capability index (e.g., Cpk or Cpm) or
      as a process performance index (e.g., Ppk or Ppm). The output of this
      measurement is usually illustrated by a histogram and calculations that
      predict how many parts will be produced out of specification (OOS).

        Process capability is also defined as the capability of a process to meet
         its purpose as managed by an organization's management and process
         definition structures ISO 15504.

        Two parts of process capability are: 1) Measure the variability of the
         output of a process, and 2) Compare that variability with a proposed
         specification or product tolerance.
Six Sigma
 Six Sigma is a disciplined, data-driven approach and methodology for eliminating
    defects in any process -- from manufacturing to transactional and from product to
    service.
 To achieve Six Sigma, a process must not produce more than 3.4 defects per million
    opportunities (DPMO).
 A Six Sigma opportunity is then the total quantity of chances for a defect.
  Customer focused business improvement process.
  Defect reduction in a process or product.
  Common measurement scale called the Sigma capability or Z.
  Six Sigma capability corresponds to an efficiency of 99.9996%.
  Six Sigma seeks to improve the quality of process outputs by identifying and
   removing the causes of defects (errors) and minimizing variability in
   manufacturing and business processes.
  It uses a set of quality management methods, including statistical methods, and
   creates a special infrastructure of people within the organization ("Black Belts",
   "Green Belts", etc.) who are experts in these methods.

              Six Sigma is a Business Philosophy
              Six Sigma is a Business Philosophy
Six Sigma Table
7

     Sigma    DPMO      Percent     Percentage   Cpk
      level             defective      yield
       1      691,462     69%          31%       0.33
       2      308,538     31%          69%       0.67
       3      66,807     6.7%         93.3%      1.00
       4       6,210     0.62%       99.38%      1.33
       5       233      0.023%       99.977%     1.67
       6        3.4     0.00034%    99.99966%    2.00
History
   Six Sigma was developed by Bill Smith, QM at Motorola
   It’s implementation began at Motorola in 1987
   It allowed Motorola to win the first Baldrige Award in 1988
   Several major companies in the world have adopted Six Sigma since then .
    …and applied to Manufacturing processes to improve product quality

    Texas Instruments, Asea Brown Boveri, AlliedSignal, General
    Electric, Bombardier, Nokia Mobile Phones, Lockheed Martin, Sony,
    Polaroid, Dupont, American Express, Ford Motor,…….

 GE applied the Six Sigma methodology to improve all business processes
  and it became a way of running the business.



                  Six Sigma is a Competitive Tool
                  Six Sigma is a Competitive Tool
What is Sigma
9


       Sigma (upper case Σ, lower case σ ) is the eighteenth letter of the
        Greek alphabet.

       In the system of Greek numerals it has a value of 200.

       Sigma is used to show standard variation.
           In probability theory and statistics, the standard deviation of a statistical
            population, a data set, or a probability distribution is the square root of its
            variance.
           It shows how much variation there is from the "average" (mean).
           A low standard deviation indicates that the data points tend to be very
            close to the mean, whereas high standard deviation indicates that the
            data are spread out over a large range of values.
The Standard Deviation



                                             µ                   Σ (X – X)2
           1 Sigma - 68%                               σ=           n-1
           2 Sigma - 95%
           3 Sigma - 99.73 %

Upper Specification Limit (USL)
Target Specification (T)
Lower Specification Limit (LSL)
Mean of the distribution (µ)
Standard Deviation of the distribution (σ)


                                                  1σ


                                             T                    USL

                                                            3σ
What Is Six Sigma

          A 3σ process because 3 standard deviations
                  fit between target and spec

Before          Target              Customer
                                   Specification
3σ
                    1σ
                                               0.27% Defects up-to 6.6 %
                         2σ

                              3σ


                                                                               Customer
                                                       Target                 Specification


                                                                                      After
                                                         1σ
                                                           2σ                         6σ !
                                                             3σ                   No Defects!
                                                               4σ
                                                                    5σ
                                                                         6σ



         Reducing Variability Is The Key To Six Sigma
Six Sigma -Tools
12
        5 Whys
        Analysis of variance
        ANOVA Gauge R&R
        Business Process Mapping
        Cause & effects diagram (also known as fishbone or Ishikawa diagram)
        Chi-square test of independence and fits
        Control chart
        Correlation
        Cost-benefit analysis
        CTQ tree
        Quantitative marketing research through use of Enterprise Feedback Management (EFM) systems
        Design of experiments
        Failure mode and effects analysis (FMEA)
        General linear model
        Histograms
        Quality Function Deployment (QFD)
        Pareto chart
        Process capability
        Regression analysis
        Root cause analysis
        Run charts
        SIPOC analysis (Suppliers, Inputs, Process, Outputs, Customers)
        Stratification
        Many More...
The Focus of Six Sigma




             Y                  f (X)
                                 X1 . . . XN
      • Dependent                • Independent
      • Output                   • Input-Process
      • Effect                   • Cause
      • Symptom                  • Problem
      • Monitor                  • Control
 Would you control target or the shooter to get the Gold Medal?
The Need for Six Sigma
How are we viewed by our customers?

             • Reactionary, not preventative
             • Adequately responsive to customer
               needs
             • Problems not permanently solved
             • Hard perennial problems not solved.
             • Inconsistent
             • Flawed Startups




        Customers look for our competitors
The Need for Six Sigma
How do we want to be viewed by our
customers?
             •   Proactive
             •   Quick, agile
             •   Having robust products
             •   System experts
             •   Flawless during startups
             •   Continuously improving through
                 an Enterprise-wide problem
                 prevention/problem solving culture



          Our Customers’ Best Supplier
Six Sigma -
     Methodologies
17

     There are two Six Sigma sub-methodologies:

      DMAIC and DMADV.

           The Six Sigma DMAIC process (define, measure, analyze,
            improve, control) is an improvement system for existing processes
            falling below specification and looking for incremental
            improvement.

           The Six Sigma DMADV process (define, measure, analyze,
            design, verify) is an improvement system used to develop new
            processes or products at Six Sigma quality levels.

           Both Six Sigma processes are executed by Six Sigma Green Belts
            and Six Sigma Black Belts, and are overseen by Six Sigma Master
            Black Belts.
Six Sigma - DMAIC Vs DMADV
18
     DMAIC                                         DMADV
         Define the project goals and customer         Define the project goals and customer
           (internal and external) deliverables          (internal and external) deliverables
         Measure the process to determine current      Measure and determine customer needs
                                                         and specifications
           performance
                                                        Analyze the process options to meet the
         Analyze and determine the root cause(s)        customer needs
           of the defects                               Design (detailed) the process to meet the
         Improve the process by eliminating             customer needs
           defects                                      Verify the design performance and ability to
         Control future process performance             meet customer needs



      W
                                                           When To Use DMADV
        hen To Use DMAIC
                                                              A product or process is not in existence at
        The DMAIC methodology should be used                  your company and one needs to be
          when a product or process is in existence            developed
          at your company but is not meeting                  The existing product or process exists and
          customer specification or is not performing          has been optimized (using either DMAIC or
          adequately.                                          not) and still doesn't meet the level of
                                                               customer specification or six sigma level
Six Sigma DMAIC Roadmap




      6σ DMAIC Process
 19
                                                                      Develop Charter and
       Institutionalize Improvement                                   Business Case
       Control Deployment                                             Map Existing Process
       Quantify Financial Results                                     Collect Voice of the
       Present Final Project Results                                  Customer
       and Lessons Learned                                            Specify CTQs /
       Close Project                                                  Requirements
                                           Control     Define

                                                                        Measure CTQs /
       Select Solution (Including       Improve             Measure     Requirements
       Trade Studies,                                                   Determine Process Stability
       Cost/Benefit Analysis)                     Analyze
                                                                        Determine Process
       Design Solution                                                  Capability
       Pilot Solution                                                   Calculate Baseline Sigma
       Implement Solution                                               Refine Problem Statement
                                           Identify Root Causes
                                           Quantify Root
                                           Causes
                                           Verify Root Causes
                          DMAIC = Define, Measure, Analyze, Improve and Control
The DMAIC Methodology
           INPUT                    STEP          OUTPUT


                                               You have a problem
     Identify Project, People and   Define       definition and a
               Process                         thorough execution
                                                       plan
       Ensure you have output                    You ensure reliable
     measures for process and       Measure    analyses and decisions
    reliable ways of measuring it

  Find the gaps between current                  You understand the
          and final states
                                    Analyze         problem now


                                                 You have the solution
   Find root causes and develop     Improve         to the problem
              solution

    Communicate, standardize and              You have ensured sustained
     document the improvement       Control         improvement
Six Sigma COPIS Model
21




                   Outputs      Process         Inputs

       Customers                                         Suppliers

                                 Steps    How does Six Sigma Work?
   The Voice of the Customer (VOC) is aggressively sought and rigorously
   evaluated and used to determine needed outputs and hence the optimal
process configuration needed to yield those outputs and their necessary inputs
           for which the best suppliers are identified and allied with.

       From Concept to Market: The Voice of the Customer
22


                Voice of the Customer

          Measure       Analyze     Improve


     Define                                   Control




                    Institutionalization



              The DMAIC Model
Exercise




EXERCISE # 1

CREATE A COPIS DIAGRAM
FOR HS18 (SALE)
Where to apply…..

               Marketing          Engineering



HR                                              Purchasing
                       6 Sigma
                      Methods

     Finance                               Manufacturing


                           Software
Example - Pizza Delivery Service


 XYZ a fast food company, owned by Mr. ABC, runs a pizza
delivery service in and around Delhi.
 XYZ which was doing very well over the last four years,
notices a drop in sales over the past five months. Customer
complaints about deliveries have been gradually on the rise.
 Several complaints from customers regarding irregular
deliveries were bothering ABC.
 He had increased the number of delivery personnel to
improve delivery performance. But his customers were still
leaving him.
 Pizza Hut, a multinational fast food chain, had set up shop
in downtown and was becoming more popular with the
customers.
 XYZ neither had the financial muscle to match Pizza Hut’s
The Define Phase

                          Grow
Divisional directive    revenues
                                   1. How does the customer
                                   view XYZ Quality?
Improve
 Sales         Plant objectives
                                   2. Who are the stakeholders
                                   - Customer and Process
                        Get more   Improvement Team?
  Functional goals       orders


                                   3. Which of his processes
 So what’s
                 Employees         should he try to improve in
    new
                                   order to improve Sales?
The Define Phase - Step A


A. IDENTIFY PROJECT CTQs:



A requirement of the customer is that the Pizza should be
delivered on time. Thus for the customer, Delivery is Critical to the
Quality of XYZ service (CTQ).


                 Voice of Customer (VOC)
                 Affinity Diagram
                 CTQ Tree.
The Define Phase - CTQ
The Define Phase - Exercise




EXERCISE # 2

CREATE A CTQ TREE FOR
HIGH CUSTOMER
SATISFACTION @ ANY
RESTAURANT
The Define Phase - Step B


B. DEVELOP PROJECT CHARTER:

           The Business Case
           Why should the project be done

           Problem and Goal Statement
           Description of the problem/opportunity

           Roles and Responsibilities
           The team, expectations and responsibilities

           Milestones
           The team, expectations and responsibilities


           Stakeholder Analysis, TMAP, Gantt Chart
The Define Phase – Cheat Codes
The Define Phase - Exercise




EXERCISE # 3

CREATE A PROJECT CHARTER
FOR HIGH ATTRITION RATE
The Define Phase - Step C


C. DEFINE PROJECT SCOPE:

Identify the high level process to be improved
Define boundaries of project


                        SIPOC
                        Stratification Analysis
                        Contract Sheet
The 7 Basic Tools - 1


 STRATIFICATION ANALYSIS:
 Stratification analysis (Is / Is Not Matrix) is helpful in defining the
 conditions surrounding the problem - bounding or scoping

                     Is                Is Not          Distinctions
                                                    West and North
          South, East and        West and North
Geography                                           Delhi are sub-
          Central Delhi          Delhi
                                                    contracted
                                 Mixups, Hygiene,
Output      Delivery time
                                 Temperature
                                                    Premium service
            Lower and Middle
Customer                         Higher Income      for higher
            Income
                                                    income group
                                                    Increased
Time        After Aug 09         Before Aug 09      employees in
                                                    Aug 09
The Define Phase - Summary

The Define phase is                                    Grow
owned by the Project         Divisional directive    revenues
Sponsor. The three steps
of the Define phase are:      Widen
                             Customer
                               Base
                                              Plant objectives
1. Identify Project CTQ
2. Develop Project Charter                            Improve
3. Define Project Scope                               Delivery
                               Functional goals       process


VOC, Affinity Diagram,           Reduce
CTQ Tree, Gantt Chart,         variation in     Employees
SIPOC, Stakeholder            delivery time
Analysis, TMAP,
Stratification Analysis
The Measure Phase - Step A


A. IDENTIFY CTQ CHARACTERISTICS

Translate the CTQ to a measurable output of the delivery
process

Delivery time can be measured in many ways:

1. No. of times the delivery person delivered during the
shipping window (Discrete measure)
2. Time taken to travel from XYZ location to customer
location (Continuous measure)
3. Actual delivery time as seen by customer (Continuous
measure)

Delivery time is the Project Y.
The Measure Phase - Step B


B. DEFINE PERFORMANCE STANDARDS:

What are the customer’s requirements on Delivery time?
What is the definition of a defect?
1. Capture the Target (mean) delivery time - On time
2. Get the allowable variation on Y - +/- 30 minutes


                                       Loss α (Deviation)2


                                Loss
VOC
Competitive Benchmarking

                                             Target          Y
The Measure Phase - Step B


                          The
               LSL                                 USL
                       customer
                       tolerance
                      window is
                      30 minutes
                       on either
 Customer                 side                           Customer
 does not                                                does not
                               This is the
want earlier                                             want later
                                  target
 than this                                               than this
                              delivery time




       45       30       15        0          15    30    45
     EARLY DELIVERY           (MINUTES)       LATE DELIVERY

            Visualize customer requirements
            Visualize customer requirements
The Measure Phase - Step B


Preparation for data collection:

1. The Y or the Delivery Process Output
2. The Xs or the Inputs to the Delivery Process

Generate a list of Xs
                         Brainstorming
                         Process Map (PMAP)
                         Failure Modes Effects Analysis (FMEA)
                         Cause & Effect Diagram or Fishbone
                         Quality Function Deployment (QFD)
                         Prioritization Matrix
                         Check-sheet
The 7 Basic Tools - 2


CHECK-SHEET (DATA COLLECTION FORM)

Check-sheet is a data collection sheet used to record occurrences
of an event to look for patterns in the data in order to quantify the
problem and to facilitate understanding.
                                  NO. OF LATE DELIVERIES
  Categories              Jan 6               Jan 7            Jan 8          Jan 9   Total
  Misinterpreted   llll   llll llll    llll    llll l   llll    llll   llll     lll    47
  Label                                                 llll
  Traffic          llll   lll          llll    llll     llll           ll              24
  Parking          lll                 llll      ll     ll             llll l          18

  Large Order      llll                lll              llll           ll              15
  Locating home    ll                  l                l              lll             7

  Others           l                                    ll             l               4




            Prepare to collect data on the Xs also !!
            Prepare to collect data on the Xs also
The Measure Phase - Step C


C. EVALUATE MEASUREMENT SYSTEM:
 Measurement system may
 introduce variation into data

 Actual process variation +
 measurement variation =
 data

 Identify and remove
 contribution to variation from
                                  CAUTION: Objects in mirror
 measurement system               are closer than they appear

 Ensure reliable data
 AAA, Gage R&R, Test – Re-
 test, Kappa Method, Intra-
 Class Correlation
The Measure Phase - Summary


A data collection plan is done in the Measure phase. It sets the
expectations for the project. This phase is owned by the Project
Leader. The three steps of the Measure phase are:

1. Identify CTQ characteristic
2. Define Performance Standards
3. Evaluate Measurement System

The list of tools available for the Measure phase are:

                Brainstorming, PMAP, FMEA, MSE, GR&R, C&E
                Diagram or Fishbone, Quality Function
                Deployment or QFD, Prioritization Matrix,

Learn more about the PMAP, FMEA and MSE in the Six Sigma
Green Belt Training.
The Analyze Phase - Step A


A. ESTABLISH PROCESS CAPABILITY

•What are the chances of your process creating defects?
•Baseline the current process:
   •Measure variation in current process output
   •Evaluate against Performance Standards

•Understand variation in your data with the help of:
                         Histogram
                         Dot box
                         Standard Deviation
                         Variance
The 7 Basic Tools - 3


    HISTOGRAM

    The Histogram is a graphical data summary tool which groups
    observed data into pre-defined bins in order to analyze the data
    values and distribution.
Target time Delivery time   Target time Delivery time   Target time Delivery time
    hrs          hrs            hrs          hrs            hrs          hrs
   12:30        12:18          13:00        12:38          13:30        13:45
   12:30        12:26          13:00        13:09          13:30        13:21
   13:30        13:34          13:00        12:49          12:00        12:17
   13:30        13:42          13:00        13:05          12:00        11:58
   13:00        13:07          13:30        13:31          12:00        12:17
   13:00        13:06          12:00        12:04          12:00        11:46
   13:30        13:23          12:00        12:08          12:00        11:53
   13:30        13:41          12:00        12:10          12:30        12:33
   12:30        12:26          13:00        13:18          12:30        12:30
   12:30        12:37          13:00        13:01          13:30        13:28
The 7 Basic Tools - 3


CREATING A HISTOGRAM:
Using the concept of the late and early deliveries, take the target
time as the reference, and find the number of minutes by which
each delivery is late or early.

1. Subtract Target time for each
data point from the Delivery time
2. Define 5 predetermined bins
(class intervals) of size equal to
10 minutes, from -25 to 25 on a
horizontal line
3. Place each data point vertically
in a bin according to its value
4. Draw a bar equal to the height
                                      -25   -15   -5    5     15      25
of stacked up points
The Analyze Phase - Step A
                         µ

                                        XYZ has an average
                                         delivery time (µ) 2
                                         minutes late and a
                            σ         standard deviation (σ) of
                                            10 minutes




45    30       15       0        15        30        45
 EARLY DELIVERY     (MINUTES)   LATE DELIVERY

           Measure the process output
           Measure the process output
The Analyze Phase - Step A
          Customer tolerance
Z=    Process standard deviation
                                             µ
                       LSL                                  USL


          30 minutes
     Z=   10 minutes
                                                σ                   Z=3




           45          30          15       0        15     30      45
              EARLY DELIVERY            (MINUTES)   LATE DELIVERY
                          Measure the Process Output
                          Measure the Process Output
The Analyze Phase - Step A


                     Defects per     It is cost
        Process
                       Million      effective to
       Capability
                    Opportunities

           2        308,537
                                     Inspect in
                                       Quality
           3          66,807

           4           6,210        Manufacture in
                                       Quality

           5              233
                                      Design in
                                       Quality
           6               3.4

Higher Z implies lower defects
Higher Z implies lower defects
Industry Benchmarks


Do you know the Sigma capabilities of the following processes?
                                                  Sigma capability, Z

   U.S. Manufacturing industry average                  4.0

   Japanese manufacturing industry average              5.5

   Flight fatality in airline industry                  6.4

   Airline Baggage handling                             3.2

   Doctor prescription writing                          2.8

   Tax advice by Internal Revenue Service in U.S.       2.5
                       Six Sigma is a Metric
                       Six Sigma is a Metric
The Analyze Phase - Step B


  B. DEFINE PERFORMANCE OBJECTIVES
         Process Off Target        Excessive Variation in Process
                   Target                          Target




             LSL            USL              LSL              USL
Center                                                          Reduce
                                  Target
Process                                                         Spread



                                                            Hypothesis testing
                      LSL                  USL


                   Understand your Problem
                   Understand your Problem
Quiz - Characterize


Six Sigma is a                                What is the Y?
A. Statistical Quality Tool                   A. Measurable Process Output
B. Business Philosophy                        B. Voice of the Customer
C. U.S. Management style                      C. Process Input

The goal of Six Sigma is to                   Who gives the USL and LSL?
A. Reduce defects to 3.4 per million          A. Management
B. Improve products                           B. Customer
C. Reduce variation                           C. Derived from the process data

In the Pizza Delivery Service example,        In the example, the Voice of the
what is the CTQ?                              Customer is characterized by
A. Lunch                                      A. Delivery time
B. Time                                       B. No. of deliveries made
C. Delivery                                   C. Tolerance around the Target

If a process is Six Sigma (Z=6), it implies   In the example, the delivery service is
A. Process is 99.99% good                     characterized by
B. Products are 99.99% defect free            A. Mean delivery time
C. There are only 3.4 defects in a million    B. Tolerance around the Target
opportunities                                 C. Mean & variation of the delivery time
The Analyze Phase - Step C


C. IDENTIFY SOURCES OF VARIATION
To find root causes or Xs

                Fishbone or C&E Diagram (Ishikawa)
                FMEA
                QFD
                PMAP


Fishbone (Ishikawa) is another of the 7 basic tools. It is also known
as the Cause & Effect Diagram. It is a hierarchy of causes that starts
with the primary cause and then steps several layers in detail to drive
towards possible root causes.
The 7 Basic Tools - 4


       MACHINE               MOTHER NATURE                          MATERIALS
                   Too much traffic                              Sacks
                                                                                Run out of storage
                                                                                                         FISHBONE
                                                                too small
  Unreliable bikes             Weather                                          space on vehicles
                                  Bus service                Large items
                                  unreliable in            difficult to carry                         Too few delivery
    No money for
                                  peak hours                in bus /bikes                                 persons
       repairs
                                        Parking space                       Too many             Too many orders
      Delivery persons own junk                                                                    per person
                                          problem                             sacks
                                                                                                                Delivery
        Delivery person              Don’t know
                                        routes
                                                                       Cant locate                               Time
        does not show up                                             employees homes
                                     High turnover                                          Poor handling of large orders
                                                          Not on std routes
No training                                                                                                Too few
                        Delivery person gets lost
                                                                                                           delivery
                                Did not              Poor                                                  persons
    No                        understand          dispatching                   Uneven distribution
 teamwork                       labels                                           of delivery loads
                Get wrong
               information                          Did not
                                                  understand    METHODS
       MAN            MEASUREMENT                   labels



                Develop a list of Xs that possibly affect Y
                Develop a list of Xs that possibly affect Y
The Improve Phase - Step A


A. SCREEN POTENTIAL CAUSES

To find the Vital Few Xs and separate it from the Trivial Many
                         Pareto
                         ANOVA (Analysis of Variance)
                         Regression
                         Chi-Square tests


Systematic data generation (if historical data is not sufficient)
                       Design of Experiments (DOE)




      Statistical Analysis to identify Vital Few Xs
      Statistical Analysis to identify Vital Few Xs
The 7 Basic Tools -5


PARETO
This is also called the Pareto Principle or the 80/20 rule and is used
to identify the Vital Few Xs.

                   Others

                   Location
                   Order Size
                      Parking

                            Traffic

                              Label




Cut-off level to be decided by team consensus based on
Process knowledge
Resource availability
The Improve Phase - Step B


8. DISCOVER CAUSAL RELATIONSHIPS

To find out effect of Xs on the Y


                                    Y




   Regression
   Scatter Diagram                      X2
                                             X1
The 7 Basic Tools - 6


SCATTER DIAGRAM
A Scatter Diagram is a graph that
shows the relationship between




                                    DELIVERY TIME SPAN
two numerical variables, X and Y


It is used to look for a cause
and effect relationship
between the two Numerical
variables.
                                                         NO. OF PIZZAS / DELIVERY PERSON

In this example, the Scatter Diagram shows that the Delivery time is
less if the number of lunches per delivery person is less.
The Improve Phase - Step C


           C. ESTABLISH OPERATING TOLERANCES
                      y

                                                  y = f ( x)
                USL
DELIVERY TIME




                LSL


                                                          x
                              xL        xT        xU
                      NO. OF PIZZAS PER DELIVERY PERSON
The Control Phase - Step A


A. VALIDATE MEASUREMENT SYSTEM ON X


Ensure noise from         LSL                            US
measurement system                                       L
on X is small                        σ process
compared to process
variation


                                                     σ Measure
MSE, G R&R                           σ measurement
Test - Retest,
Kappa Method,
Intra Class Correlation
                                Tolerance
The Control Phase - Step B


B. ESTABLISH NEW PROCESS CAPABILITY


         LSL                             USL


                                                 Z = 4.5




  45     30     15       0        15     30      45
    EARLY DELIVERY   (MINUTES)   LATE DELIVERY
The Control Phase - Step C

C. IMPLEMENT PROCESS CONTROL

A good Control Plan should be put in place to ensure sustained
improvement. This may include:

1. Use of Control Charts to monitor Xs
2. Documentation of Control Plan
3. Update of process documents such as PFMEA
4. Error Proofing
5. Standardization
The 7 Basic Tools - 7


RUN CHART

A Run Chart is a time series plot of data that allows a team to study
observed data for trends or patterns over a specific period of time. It
captures instances when the process is changing more than
statistically expected


                                 30
            No. lunches/person




                                 20


                                 10


                                  0
The DMAIC Steps and Deliverables
STEP                                        DELIVERABLES
A. Identify project CTQs                    Identify customers, customer CTQs and Business Case
B. Develop Team Charter                     Problem statement, Project Scope,Team, Milestones
C. Define Project Scope                     High Level Process Map connecting customers to process

1. Select CTQ characteristic                Identify measurable characteristic of CTQ (Y)
2. Define performance standards             Confirm specification limits (requirements) for Y
3. Evaluate Measurement System              Ensure measurement system is capable

4. Establish process capability             Baseline the current process
5. Define performance objectives            Understand statistical objective - reduce variation or shift
means?
6. Identify sources of variation            List significant causes (Xs) or factors
7. Screen potential causes                  Determine vital few Xs, which will be controlled
8.Discover variable relationship            Find causal relationship and optimal solution
9. Establish operating tolerances           Validate the relation and determine specs on Xs

10. Measurement System Evaluation on Xs     Ensure X measurement is capable
11. Establish process capability            Establish improved capability
12. Implement process control               Document control plan


                                   It’s a common sense approach
                                    It’s a common sense approach
Attributes of a Six Sigma GB project


1. Customer Focused: A Six Sigma GB project should address a
customer CTQ

2. Data Driven: In a Six Sigma GB project, decisions should be
made using data analysis and not on gut feelings or intuitions

3. Variation reduction: Six Sigma GB projects address the issue
of variation in process outputs and is aimed at reducing variation
SECTION B



       SIX SIGMA
ROLES & RESPONSIBILITIES
Roles and Responsibilities

Executive Champion
Responsible for providing resources to BB/GBs
Help in team selection
Track progress of project
Generally is supervisor of BB/GB. May help in selection of the project
Sponsor
Call for need of project (Project identification)
Beneficiary of the project
Validate current status and status after completion of project
Allocates resources for the project
Ensure compliance to controls established as a result of the project
Project Leader (Black Belt / Green Belt)
Lead the project
Ask for resources required
Call meeting of stakeholders and seek help from EC when stakeholders are not responding
Ensure team involvement and sponsor’s buy in for solution
Publish weekly progress report & call for help when required
Roles and Responsibilities


Deployment Champion
Mentor and guide BBs/GBs
Provide technical help when BBs/GBs reach a roadblock
Publish Summary report of all projects
Raise alarm when things are not moving

MBB
Train BB/GB
Assess the skills of BB/GB
Certification of GBs and BBs after completion of projects
Deployment of Global policies and procedures

CFO/Finance
Assess the saving potential at start of project
Validate savings against the targets achieved at completion of project
Roles and Responsibilities


Yellow Belt (YB): Should understand the DMAIC process and
use the Six Sigma philosophy (Stakeholder involvement).

Green Belt (GB): Should be able to use DMAIC process with
basic Six Sigma tools for project execution. Lead Six Sigma
projects in their functions.

Black Belt (BB): Should be able to use advanced tools in
projects and teach Green Belt level techniques / tools.
Identifies Six Sigma projects and leads project teams.
Mentors Green Belts. Process experts in their functions.

Master Black Belt (MBB): Should be able to train Black
Belts and Green Belts. Mentors Black Belt projects. Drivers
of cultural change. Process experts in any function. Can
develop new tools.
Yellow belt training program

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Yellow belt training program

  • 1. SIX SIGMA YELLOW BELT TRAINING HS18
  • 2. Content 2  Origin & meaning of Six Sigma  Need of Six Sigma  DMAIC Methodology  Some vital tools used during Six Sigma  Overview of:  Green Belt project  Lean Six Sigma    Quality Management System  TQM
  • 3. Before We Start… 4 Quality is a state in which value entitlement is realized for the customer and provider in every aspect of the business relationship. Business Quality is highest when the costs are at the absolute lowest for both the producer & consumer. Six Sigma provides maximum value to companies in the forms of increased profits and maximum value to consumers with high-quality products and services at the lowest possible cost. Defect is any process output that does not meet customer specifications, or that could lead to creating an output that does not meet customer specifications. Cost of Poor Quality (COPQ) is the cost that would disappear if systems, processes, and products were perfect.
  • 4. Process & Process Capability 5  Process is a unique combination of tools, materials, methods, and people engaged in producing a measurable output; for example a manufacturing line for machine parts. All processes have inherent stastical variability which can be evaluated by statistical methods.  The Process Capability is a measurable property of a process to the specification, expressed as a process capability index (e.g., Cpk or Cpm) or as a process performance index (e.g., Ppk or Ppm). The output of this measurement is usually illustrated by a histogram and calculations that predict how many parts will be produced out of specification (OOS).  Process capability is also defined as the capability of a process to meet its purpose as managed by an organization's management and process definition structures ISO 15504.  Two parts of process capability are: 1) Measure the variability of the output of a process, and 2) Compare that variability with a proposed specification or product tolerance.
  • 5. Six Sigma Six Sigma is a disciplined, data-driven approach and methodology for eliminating defects in any process -- from manufacturing to transactional and from product to service. To achieve Six Sigma, a process must not produce more than 3.4 defects per million opportunities (DPMO). A Six Sigma opportunity is then the total quantity of chances for a defect.  Customer focused business improvement process.  Defect reduction in a process or product.  Common measurement scale called the Sigma capability or Z.  Six Sigma capability corresponds to an efficiency of 99.9996%.  Six Sigma seeks to improve the quality of process outputs by identifying and removing the causes of defects (errors) and minimizing variability in manufacturing and business processes.  It uses a set of quality management methods, including statistical methods, and creates a special infrastructure of people within the organization ("Black Belts", "Green Belts", etc.) who are experts in these methods. Six Sigma is a Business Philosophy Six Sigma is a Business Philosophy
  • 6. Six Sigma Table 7 Sigma DPMO Percent Percentage Cpk level defective yield 1 691,462 69% 31% 0.33 2 308,538 31% 69% 0.67 3 66,807 6.7% 93.3% 1.00 4 6,210 0.62% 99.38% 1.33 5 233 0.023% 99.977% 1.67 6 3.4 0.00034% 99.99966% 2.00
  • 7. History  Six Sigma was developed by Bill Smith, QM at Motorola  It’s implementation began at Motorola in 1987  It allowed Motorola to win the first Baldrige Award in 1988  Several major companies in the world have adopted Six Sigma since then . …and applied to Manufacturing processes to improve product quality Texas Instruments, Asea Brown Boveri, AlliedSignal, General Electric, Bombardier, Nokia Mobile Phones, Lockheed Martin, Sony, Polaroid, Dupont, American Express, Ford Motor,…….  GE applied the Six Sigma methodology to improve all business processes and it became a way of running the business. Six Sigma is a Competitive Tool Six Sigma is a Competitive Tool
  • 8. What is Sigma 9  Sigma (upper case Σ, lower case σ ) is the eighteenth letter of the Greek alphabet.  In the system of Greek numerals it has a value of 200.  Sigma is used to show standard variation.  In probability theory and statistics, the standard deviation of a statistical population, a data set, or a probability distribution is the square root of its variance.  It shows how much variation there is from the "average" (mean).  A low standard deviation indicates that the data points tend to be very close to the mean, whereas high standard deviation indicates that the data are spread out over a large range of values.
  • 9. The Standard Deviation µ Σ (X – X)2 1 Sigma - 68% σ= n-1 2 Sigma - 95% 3 Sigma - 99.73 % Upper Specification Limit (USL) Target Specification (T) Lower Specification Limit (LSL) Mean of the distribution (µ) Standard Deviation of the distribution (σ) 1σ T USL 3σ
  • 10. What Is Six Sigma A 3σ process because 3 standard deviations fit between target and spec Before Target Customer Specification 3σ 1σ 0.27% Defects up-to 6.6 % 2σ 3σ Customer Target Specification After 1σ 2σ 6σ ! 3σ No Defects! 4σ 5σ 6σ Reducing Variability Is The Key To Six Sigma
  • 11. Six Sigma -Tools 12  5 Whys  Analysis of variance  ANOVA Gauge R&R  Business Process Mapping  Cause & effects diagram (also known as fishbone or Ishikawa diagram)  Chi-square test of independence and fits  Control chart  Correlation  Cost-benefit analysis  CTQ tree  Quantitative marketing research through use of Enterprise Feedback Management (EFM) systems  Design of experiments  Failure mode and effects analysis (FMEA)  General linear model  Histograms  Quality Function Deployment (QFD)  Pareto chart  Process capability  Regression analysis  Root cause analysis  Run charts  SIPOC analysis (Suppliers, Inputs, Process, Outputs, Customers)  Stratification  Many More...
  • 12. The Focus of Six Sigma Y f (X) X1 . . . XN • Dependent • Independent • Output • Input-Process • Effect • Cause • Symptom • Problem • Monitor • Control Would you control target or the shooter to get the Gold Medal?
  • 13. The Need for Six Sigma How are we viewed by our customers? • Reactionary, not preventative • Adequately responsive to customer needs • Problems not permanently solved • Hard perennial problems not solved. • Inconsistent • Flawed Startups Customers look for our competitors
  • 14. The Need for Six Sigma How do we want to be viewed by our customers? • Proactive • Quick, agile • Having robust products • System experts • Flawless during startups • Continuously improving through an Enterprise-wide problem prevention/problem solving culture Our Customers’ Best Supplier
  • 15. Six Sigma - Methodologies 17 There are two Six Sigma sub-methodologies:  DMAIC and DMADV.  The Six Sigma DMAIC process (define, measure, analyze, improve, control) is an improvement system for existing processes falling below specification and looking for incremental improvement.  The Six Sigma DMADV process (define, measure, analyze, design, verify) is an improvement system used to develop new processes or products at Six Sigma quality levels.  Both Six Sigma processes are executed by Six Sigma Green Belts and Six Sigma Black Belts, and are overseen by Six Sigma Master Black Belts.
  • 16. Six Sigma - DMAIC Vs DMADV 18 DMAIC DMADV  Define the project goals and customer  Define the project goals and customer (internal and external) deliverables (internal and external) deliverables  Measure the process to determine current  Measure and determine customer needs and specifications performance  Analyze the process options to meet the  Analyze and determine the root cause(s) customer needs of the defects  Design (detailed) the process to meet the  Improve the process by eliminating customer needs defects  Verify the design performance and ability to  Control future process performance meet customer needs  W  When To Use DMADV hen To Use DMAIC  A product or process is not in existence at  The DMAIC methodology should be used your company and one needs to be when a product or process is in existence developed at your company but is not meeting  The existing product or process exists and customer specification or is not performing has been optimized (using either DMAIC or adequately. not) and still doesn't meet the level of customer specification or six sigma level
  • 17. Six Sigma DMAIC Roadmap 6σ DMAIC Process 19 Develop Charter and Institutionalize Improvement Business Case Control Deployment Map Existing Process Quantify Financial Results Collect Voice of the Present Final Project Results Customer and Lessons Learned Specify CTQs / Close Project Requirements Control Define Measure CTQs / Select Solution (Including Improve Measure Requirements Trade Studies, Determine Process Stability Cost/Benefit Analysis) Analyze Determine Process Design Solution Capability Pilot Solution Calculate Baseline Sigma Implement Solution Refine Problem Statement Identify Root Causes Quantify Root Causes Verify Root Causes DMAIC = Define, Measure, Analyze, Improve and Control
  • 18. The DMAIC Methodology INPUT STEP OUTPUT You have a problem Identify Project, People and Define definition and a Process thorough execution plan Ensure you have output You ensure reliable measures for process and Measure analyses and decisions reliable ways of measuring it Find the gaps between current You understand the and final states Analyze problem now You have the solution Find root causes and develop Improve to the problem solution Communicate, standardize and You have ensured sustained document the improvement Control improvement
  • 19. Six Sigma COPIS Model 21 Outputs Process Inputs Customers Suppliers Steps How does Six Sigma Work? The Voice of the Customer (VOC) is aggressively sought and rigorously evaluated and used to determine needed outputs and hence the optimal process configuration needed to yield those outputs and their necessary inputs for which the best suppliers are identified and allied with. From Concept to Market: The Voice of the Customer
  • 20. 22 Voice of the Customer Measure Analyze Improve Define Control Institutionalization The DMAIC Model
  • 21. Exercise EXERCISE # 1 CREATE A COPIS DIAGRAM FOR HS18 (SALE)
  • 22. Where to apply….. Marketing Engineering HR Purchasing 6 Sigma Methods Finance Manufacturing Software
  • 23. Example - Pizza Delivery Service  XYZ a fast food company, owned by Mr. ABC, runs a pizza delivery service in and around Delhi.  XYZ which was doing very well over the last four years, notices a drop in sales over the past five months. Customer complaints about deliveries have been gradually on the rise.  Several complaints from customers regarding irregular deliveries were bothering ABC.  He had increased the number of delivery personnel to improve delivery performance. But his customers were still leaving him.  Pizza Hut, a multinational fast food chain, had set up shop in downtown and was becoming more popular with the customers.  XYZ neither had the financial muscle to match Pizza Hut’s
  • 24. The Define Phase Grow Divisional directive revenues 1. How does the customer view XYZ Quality? Improve Sales Plant objectives 2. Who are the stakeholders - Customer and Process Get more Improvement Team? Functional goals orders 3. Which of his processes So what’s Employees should he try to improve in new order to improve Sales?
  • 25. The Define Phase - Step A A. IDENTIFY PROJECT CTQs: A requirement of the customer is that the Pizza should be delivered on time. Thus for the customer, Delivery is Critical to the Quality of XYZ service (CTQ). Voice of Customer (VOC) Affinity Diagram CTQ Tree.
  • 27. The Define Phase - Exercise EXERCISE # 2 CREATE A CTQ TREE FOR HIGH CUSTOMER SATISFACTION @ ANY RESTAURANT
  • 28. The Define Phase - Step B B. DEVELOP PROJECT CHARTER: The Business Case Why should the project be done Problem and Goal Statement Description of the problem/opportunity Roles and Responsibilities The team, expectations and responsibilities Milestones The team, expectations and responsibilities Stakeholder Analysis, TMAP, Gantt Chart
  • 29.
  • 30. The Define Phase – Cheat Codes
  • 31. The Define Phase - Exercise EXERCISE # 3 CREATE A PROJECT CHARTER FOR HIGH ATTRITION RATE
  • 32. The Define Phase - Step C C. DEFINE PROJECT SCOPE: Identify the high level process to be improved Define boundaries of project SIPOC Stratification Analysis Contract Sheet
  • 33. The 7 Basic Tools - 1 STRATIFICATION ANALYSIS: Stratification analysis (Is / Is Not Matrix) is helpful in defining the conditions surrounding the problem - bounding or scoping Is Is Not Distinctions West and North South, East and West and North Geography Delhi are sub- Central Delhi Delhi contracted Mixups, Hygiene, Output Delivery time Temperature Premium service Lower and Middle Customer Higher Income for higher Income income group Increased Time After Aug 09 Before Aug 09 employees in Aug 09
  • 34. The Define Phase - Summary The Define phase is Grow owned by the Project Divisional directive revenues Sponsor. The three steps of the Define phase are: Widen Customer Base Plant objectives 1. Identify Project CTQ 2. Develop Project Charter Improve 3. Define Project Scope Delivery Functional goals process VOC, Affinity Diagram, Reduce CTQ Tree, Gantt Chart, variation in Employees SIPOC, Stakeholder delivery time Analysis, TMAP, Stratification Analysis
  • 35. The Measure Phase - Step A A. IDENTIFY CTQ CHARACTERISTICS Translate the CTQ to a measurable output of the delivery process Delivery time can be measured in many ways: 1. No. of times the delivery person delivered during the shipping window (Discrete measure) 2. Time taken to travel from XYZ location to customer location (Continuous measure) 3. Actual delivery time as seen by customer (Continuous measure) Delivery time is the Project Y.
  • 36. The Measure Phase - Step B B. DEFINE PERFORMANCE STANDARDS: What are the customer’s requirements on Delivery time? What is the definition of a defect? 1. Capture the Target (mean) delivery time - On time 2. Get the allowable variation on Y - +/- 30 minutes Loss α (Deviation)2 Loss VOC Competitive Benchmarking Target Y
  • 37. The Measure Phase - Step B The LSL USL customer tolerance window is 30 minutes on either Customer side Customer does not does not This is the want earlier want later target than this than this delivery time 45 30 15 0 15 30 45 EARLY DELIVERY (MINUTES) LATE DELIVERY Visualize customer requirements Visualize customer requirements
  • 38. The Measure Phase - Step B Preparation for data collection: 1. The Y or the Delivery Process Output 2. The Xs or the Inputs to the Delivery Process Generate a list of Xs Brainstorming Process Map (PMAP) Failure Modes Effects Analysis (FMEA) Cause & Effect Diagram or Fishbone Quality Function Deployment (QFD) Prioritization Matrix Check-sheet
  • 39. The 7 Basic Tools - 2 CHECK-SHEET (DATA COLLECTION FORM) Check-sheet is a data collection sheet used to record occurrences of an event to look for patterns in the data in order to quantify the problem and to facilitate understanding. NO. OF LATE DELIVERIES Categories Jan 6 Jan 7 Jan 8 Jan 9 Total Misinterpreted llll llll llll llll llll l llll llll llll lll 47 Label llll Traffic llll lll llll llll llll ll 24 Parking lll llll ll ll llll l 18 Large Order llll lll llll ll 15 Locating home ll l l lll 7 Others l ll l 4 Prepare to collect data on the Xs also !! Prepare to collect data on the Xs also
  • 40. The Measure Phase - Step C C. EVALUATE MEASUREMENT SYSTEM: Measurement system may introduce variation into data Actual process variation + measurement variation = data Identify and remove contribution to variation from CAUTION: Objects in mirror measurement system are closer than they appear Ensure reliable data AAA, Gage R&R, Test – Re- test, Kappa Method, Intra- Class Correlation
  • 41. The Measure Phase - Summary A data collection plan is done in the Measure phase. It sets the expectations for the project. This phase is owned by the Project Leader. The three steps of the Measure phase are: 1. Identify CTQ characteristic 2. Define Performance Standards 3. Evaluate Measurement System The list of tools available for the Measure phase are: Brainstorming, PMAP, FMEA, MSE, GR&R, C&E Diagram or Fishbone, Quality Function Deployment or QFD, Prioritization Matrix, Learn more about the PMAP, FMEA and MSE in the Six Sigma Green Belt Training.
  • 42. The Analyze Phase - Step A A. ESTABLISH PROCESS CAPABILITY •What are the chances of your process creating defects? •Baseline the current process: •Measure variation in current process output •Evaluate against Performance Standards •Understand variation in your data with the help of: Histogram Dot box Standard Deviation Variance
  • 43. The 7 Basic Tools - 3 HISTOGRAM The Histogram is a graphical data summary tool which groups observed data into pre-defined bins in order to analyze the data values and distribution. Target time Delivery time Target time Delivery time Target time Delivery time hrs hrs hrs hrs hrs hrs 12:30 12:18 13:00 12:38 13:30 13:45 12:30 12:26 13:00 13:09 13:30 13:21 13:30 13:34 13:00 12:49 12:00 12:17 13:30 13:42 13:00 13:05 12:00 11:58 13:00 13:07 13:30 13:31 12:00 12:17 13:00 13:06 12:00 12:04 12:00 11:46 13:30 13:23 12:00 12:08 12:00 11:53 13:30 13:41 12:00 12:10 12:30 12:33 12:30 12:26 13:00 13:18 12:30 12:30 12:30 12:37 13:00 13:01 13:30 13:28
  • 44. The 7 Basic Tools - 3 CREATING A HISTOGRAM: Using the concept of the late and early deliveries, take the target time as the reference, and find the number of minutes by which each delivery is late or early. 1. Subtract Target time for each data point from the Delivery time 2. Define 5 predetermined bins (class intervals) of size equal to 10 minutes, from -25 to 25 on a horizontal line 3. Place each data point vertically in a bin according to its value 4. Draw a bar equal to the height -25 -15 -5 5 15 25 of stacked up points
  • 45. The Analyze Phase - Step A µ XYZ has an average delivery time (µ) 2 minutes late and a σ standard deviation (σ) of 10 minutes 45 30 15 0 15 30 45 EARLY DELIVERY (MINUTES) LATE DELIVERY Measure the process output Measure the process output
  • 46. The Analyze Phase - Step A Customer tolerance Z= Process standard deviation µ LSL USL 30 minutes Z= 10 minutes σ Z=3 45 30 15 0 15 30 45 EARLY DELIVERY (MINUTES) LATE DELIVERY Measure the Process Output Measure the Process Output
  • 47. The Analyze Phase - Step A Defects per It is cost Process Million effective to Capability Opportunities 2 308,537 Inspect in Quality 3 66,807 4 6,210 Manufacture in Quality 5 233 Design in Quality 6 3.4 Higher Z implies lower defects Higher Z implies lower defects
  • 48. Industry Benchmarks Do you know the Sigma capabilities of the following processes? Sigma capability, Z U.S. Manufacturing industry average 4.0 Japanese manufacturing industry average 5.5 Flight fatality in airline industry 6.4 Airline Baggage handling 3.2 Doctor prescription writing 2.8 Tax advice by Internal Revenue Service in U.S. 2.5 Six Sigma is a Metric Six Sigma is a Metric
  • 49. The Analyze Phase - Step B B. DEFINE PERFORMANCE OBJECTIVES Process Off Target Excessive Variation in Process Target Target LSL USL LSL USL Center Reduce Target Process Spread Hypothesis testing LSL USL Understand your Problem Understand your Problem
  • 50. Quiz - Characterize Six Sigma is a What is the Y? A. Statistical Quality Tool A. Measurable Process Output B. Business Philosophy B. Voice of the Customer C. U.S. Management style C. Process Input The goal of Six Sigma is to Who gives the USL and LSL? A. Reduce defects to 3.4 per million A. Management B. Improve products B. Customer C. Reduce variation C. Derived from the process data In the Pizza Delivery Service example, In the example, the Voice of the what is the CTQ? Customer is characterized by A. Lunch A. Delivery time B. Time B. No. of deliveries made C. Delivery C. Tolerance around the Target If a process is Six Sigma (Z=6), it implies In the example, the delivery service is A. Process is 99.99% good characterized by B. Products are 99.99% defect free A. Mean delivery time C. There are only 3.4 defects in a million B. Tolerance around the Target opportunities C. Mean & variation of the delivery time
  • 51. The Analyze Phase - Step C C. IDENTIFY SOURCES OF VARIATION To find root causes or Xs Fishbone or C&E Diagram (Ishikawa) FMEA QFD PMAP Fishbone (Ishikawa) is another of the 7 basic tools. It is also known as the Cause & Effect Diagram. It is a hierarchy of causes that starts with the primary cause and then steps several layers in detail to drive towards possible root causes.
  • 52. The 7 Basic Tools - 4 MACHINE MOTHER NATURE MATERIALS Too much traffic Sacks Run out of storage FISHBONE too small Unreliable bikes Weather space on vehicles Bus service Large items unreliable in difficult to carry Too few delivery No money for peak hours in bus /bikes persons repairs Parking space Too many Too many orders Delivery persons own junk per person problem sacks Delivery Delivery person Don’t know routes Cant locate Time does not show up employees homes High turnover Poor handling of large orders Not on std routes No training Too few Delivery person gets lost delivery Did not Poor persons No understand dispatching Uneven distribution teamwork labels of delivery loads Get wrong information Did not understand METHODS MAN MEASUREMENT labels Develop a list of Xs that possibly affect Y Develop a list of Xs that possibly affect Y
  • 53. The Improve Phase - Step A A. SCREEN POTENTIAL CAUSES To find the Vital Few Xs and separate it from the Trivial Many Pareto ANOVA (Analysis of Variance) Regression Chi-Square tests Systematic data generation (if historical data is not sufficient) Design of Experiments (DOE) Statistical Analysis to identify Vital Few Xs Statistical Analysis to identify Vital Few Xs
  • 54. The 7 Basic Tools -5 PARETO This is also called the Pareto Principle or the 80/20 rule and is used to identify the Vital Few Xs. Others Location Order Size Parking Traffic Label Cut-off level to be decided by team consensus based on Process knowledge Resource availability
  • 55. The Improve Phase - Step B 8. DISCOVER CAUSAL RELATIONSHIPS To find out effect of Xs on the Y Y Regression Scatter Diagram X2 X1
  • 56. The 7 Basic Tools - 6 SCATTER DIAGRAM A Scatter Diagram is a graph that shows the relationship between DELIVERY TIME SPAN two numerical variables, X and Y It is used to look for a cause and effect relationship between the two Numerical variables. NO. OF PIZZAS / DELIVERY PERSON In this example, the Scatter Diagram shows that the Delivery time is less if the number of lunches per delivery person is less.
  • 57. The Improve Phase - Step C C. ESTABLISH OPERATING TOLERANCES y y = f ( x) USL DELIVERY TIME LSL x xL xT xU NO. OF PIZZAS PER DELIVERY PERSON
  • 58. The Control Phase - Step A A. VALIDATE MEASUREMENT SYSTEM ON X Ensure noise from LSL US measurement system L on X is small σ process compared to process variation σ Measure MSE, G R&R σ measurement Test - Retest, Kappa Method, Intra Class Correlation Tolerance
  • 59. The Control Phase - Step B B. ESTABLISH NEW PROCESS CAPABILITY LSL USL Z = 4.5 45 30 15 0 15 30 45 EARLY DELIVERY (MINUTES) LATE DELIVERY
  • 60. The Control Phase - Step C C. IMPLEMENT PROCESS CONTROL A good Control Plan should be put in place to ensure sustained improvement. This may include: 1. Use of Control Charts to monitor Xs 2. Documentation of Control Plan 3. Update of process documents such as PFMEA 4. Error Proofing 5. Standardization
  • 61. The 7 Basic Tools - 7 RUN CHART A Run Chart is a time series plot of data that allows a team to study observed data for trends or patterns over a specific period of time. It captures instances when the process is changing more than statistically expected 30 No. lunches/person 20 10 0
  • 62. The DMAIC Steps and Deliverables STEP DELIVERABLES A. Identify project CTQs Identify customers, customer CTQs and Business Case B. Develop Team Charter Problem statement, Project Scope,Team, Milestones C. Define Project Scope High Level Process Map connecting customers to process 1. Select CTQ characteristic Identify measurable characteristic of CTQ (Y) 2. Define performance standards Confirm specification limits (requirements) for Y 3. Evaluate Measurement System Ensure measurement system is capable 4. Establish process capability Baseline the current process 5. Define performance objectives Understand statistical objective - reduce variation or shift means? 6. Identify sources of variation List significant causes (Xs) or factors 7. Screen potential causes Determine vital few Xs, which will be controlled 8.Discover variable relationship Find causal relationship and optimal solution 9. Establish operating tolerances Validate the relation and determine specs on Xs 10. Measurement System Evaluation on Xs Ensure X measurement is capable 11. Establish process capability Establish improved capability 12. Implement process control Document control plan It’s a common sense approach It’s a common sense approach
  • 63. Attributes of a Six Sigma GB project 1. Customer Focused: A Six Sigma GB project should address a customer CTQ 2. Data Driven: In a Six Sigma GB project, decisions should be made using data analysis and not on gut feelings or intuitions 3. Variation reduction: Six Sigma GB projects address the issue of variation in process outputs and is aimed at reducing variation
  • 64. SECTION B SIX SIGMA ROLES & RESPONSIBILITIES
  • 65. Roles and Responsibilities Executive Champion Responsible for providing resources to BB/GBs Help in team selection Track progress of project Generally is supervisor of BB/GB. May help in selection of the project Sponsor Call for need of project (Project identification) Beneficiary of the project Validate current status and status after completion of project Allocates resources for the project Ensure compliance to controls established as a result of the project Project Leader (Black Belt / Green Belt) Lead the project Ask for resources required Call meeting of stakeholders and seek help from EC when stakeholders are not responding Ensure team involvement and sponsor’s buy in for solution Publish weekly progress report & call for help when required
  • 66. Roles and Responsibilities Deployment Champion Mentor and guide BBs/GBs Provide technical help when BBs/GBs reach a roadblock Publish Summary report of all projects Raise alarm when things are not moving MBB Train BB/GB Assess the skills of BB/GB Certification of GBs and BBs after completion of projects Deployment of Global policies and procedures CFO/Finance Assess the saving potential at start of project Validate savings against the targets achieved at completion of project
  • 67. Roles and Responsibilities Yellow Belt (YB): Should understand the DMAIC process and use the Six Sigma philosophy (Stakeholder involvement). Green Belt (GB): Should be able to use DMAIC process with basic Six Sigma tools for project execution. Lead Six Sigma projects in their functions. Black Belt (BB): Should be able to use advanced tools in projects and teach Green Belt level techniques / tools. Identifies Six Sigma projects and leads project teams. Mentors Green Belts. Process experts in their functions. Master Black Belt (MBB): Should be able to train Black Belts and Green Belts. Mentors Black Belt projects. Drivers of cultural change. Process experts in any function. Can develop new tools.

Hinweis der Redaktion

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  4. Instructor Note:
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  7. The Measure phase is also when the project team leader prepares for data collection.
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  11. Instructor note: Remind the class of the qualifier in the beginning - that it is difficult to explain all the tools. The problem resolution is more statistical and we will only mention the tools that will be taught later. Also, tell about when the DOE is useful - When all data on Xs and corresponding Ys are not available or when data generation is prohibitive.
  12. Instructor note: Although the Pareto is shown here, it can be useful in earlier or later part of the project also.
  13. Instructor note: Talk about how this deliverable means identifying “quantitatively” the sources of variation. It could be a Y=F(X) relationship or just the results of the ANOVA which says 80% of the Y variation is caused by X1, X2 and their interaction etc.
  14. Instructor: Encourage participants to come up with their own interpretations of each of the deliverable in their projects
  15. There are three levels of competencies of Six Sigma. The Green Belt or GB should be able to use DMAIC process with basic Six Sigma tools for project execution. This person Leads Six Sigma projects in their functions. The Black Belt or BB should be able to use advanced tools in projects and mentor GBs on Six Sigma techniques and tools. This person should Define Six Sigma projects and lead project teams and are process experts in their functions. Master Black Belt or MBB should be able to train Black Belts as well as Green Belts and Mentor Black Belt projects. They are the drivers of cultural change and should be able to mentor BBs across functions. They should be able to develop new tools. Champions are Business leaders who provide resources and champion the Six Sigma implementation in a business unit