Title: A HITCHIKERS GUIDE TO SIX SIGMA
1A HITCHIKERS GUIDE TO SIX SIGMA
2THE CONTINUOUS IMPROVEMENT ENTERPRISE
Utilizes tools from each methodology to maximize
business success
DMAIC- REDUCE PROCESS VARIATION AND DEFECTS
LEAN- ELIMINATE WASTE, INCREASE PROCESS
SPEED DFSS- PREVENTION OF PROCESS VARIATION AND
DEFECTS THROUGH ROBUST DESIGN
Six Sigma DMAIC
DFSS
Lean
3- SIX SIGMA- WHAT IT IS
- A methodology for continuous improvement of
products and processes comprised of a set of
statistical and other quality tools arranged in
unique way - A measure of the capability of our process
relative to customer requirements - A business strategy and operating Philosophy
- SIX SIGMA- WHAT IT IS NOT
- A standard such as ISO or Malcolm Baldrige
- A certification
- Another metric like percentage
4SIX SIGMA- WHERE DID IT COME FROMAND WHERE IS IT
APPLIED NOW?
- TQ 9-STEP MODEL IS BASIC FOUNDATION FOR SIX SIGMA
- 1980S MOTOROLA DEVELOPS STRATEGIES TO REDUCE
PRODUCT DEFECTS- BECOMES EARLY RECIPIENT OF
MALCOLM BALDRIGE. - MOTOROLA HOLDS TRADEMARK FOR SIX SIGMA
METHODOLOGY - MID-80S SIX SIGMA RESEARCH INSTITUTE FOUNDED BY
ABB, ALLIEDSIGNAL, KODAK, IBM, TI, MOTOROLA - FROM MANUFACTURING (THEN) TO THE ENTIRE RANGE OF
BUSINESS PROCESSES AND ENTITIES (NOW)
5WHAT IS A PROCESS?
- A GIVEN PROCEDURE OR METHOD
-
- A SEQUENCE OF DEFINED STEPS
-
- AN OPERATION CHANGING INPUTS INTO OUTPUTS
OPERATION
OUTPUT Y
INPUTS (X1,X2,X3,Xn)
Y f (X1, X2, X3, XN)
NEXTCOLLECT AND PLOT DATA TO VISUALIZE OUTPUT
6 TWO MEANINGS OF SIGMA The mathematic term
sigma is used to designate the distribution or
spread about the mean (average) of any process or
procedure, i.e. the standard deviation. For a
process, the sigma capability is a metric that
indicates how well that process is performing
relative to customer requirements. The higher the
sigma capability, the better.
7The term sigma is used to designate the
distribution or spread about the mean (average)
of any process or procedure.
Standard Normal Distribution Has a µ 0, and s
1
- Estimations and predictions about a population
can be derived from - The Sample Average
- The Sample Standard Deviation
8THE PROCESS SIGMA LEVEL REFERS TO THE NUMBER OF
STANDARD DEVIATIONS LYING BETWEEN THE MEAN AND
THE NEAREST CUSTOMER SPECIFICATION LIMIT
9VOP VS. VOC GOOD
USL
OUTPUT
UCL
LCL
LSL
TIME
10VOC VS. VOP NOT SO GOOD
OUTPUT
UCL
USL
LSL
LCL
TIME
11PROCESS CAPABILITY
(MAXIMUM ALLOWABLE RANGE OF
OUTPUT) (NORMAL VARIATION OF THE
PROCESS)
CP
CP (UPPER SPEC LIMIT (USL) LOWER SPEC LIMIT
(LSL)) 6 SIGMA
CP
THIS CALCULATION WORKS WHEN YOUR PROCESS MEAN IS
CENTERED BETWEEN YOUR CUSTOMER UPPER AND LOWER
SPECIFICATION LIMITS. OFF-CENTERED PROCESSES
COULD USE THE FOLLOWING FORMULA.
CPK MINIMUM ( X-LSL , USL-X )
3 s 3 s
3 CP, CPK APPROXIMATION OF SIGMA LEVEL
12RELATIVE PROCESS CAPABILITIES
SIGMA DPMO YIELD COPQ 6 3.4 99.9997 lt
10 Best in Class 5 233 99.976 10-15
4 6,210 99.4 15-20 Ind. Average
3 66,807 93 20-30 2 308,537 65 30-40
Uncompetitive 1 500,000 50 gt40 PROCESS DEFE
CTS/ ROLLED COST OF POOR CAPABILITY 106
OPPTS THROUGHPUT QUALITY
13PRACTICAL PROCESS CAPABILITIES
- 99.9997 GOOD (6 SIGMA)
- 7 LOST MAIL HOURLY
- UNSAFE WATER 1 MINUTE EVERY 7 MONTHS
- 1.7 INCORRECT SURGERIES/ WEEK
- 1 SHORT/LONG LANDING EVERY 5 YEARS
- 68 WRONG PRESCRIPTIONS/ YEAR
- 1 HOUR W/O ELECTRICITY EVERY 34 YEARS
- 99 GOOD (3.8 SIGMA)
- 20,000 LOST MAIL HOURLY
- UNSAFE DRINKING WATER 15 MINUTES/DAY
- 5000 INCORRECT SURGERIES/WEEK
- 2 LONG/SHORT LANDINGS MOST AIRPORTS/DAY
- 200,000 WRONG PRESCRIPTIONS/YEAR
- 7 HOURS/MONTH WITH NO ELECTRICITY
14DMAIC METHODOLOGY
D Define
DEFINE PURPOSE, SCOPE, VOC, PROCESS INFO
M Measure
MEASURE THE CURRENT SITUATION
A Analyze
ANALYZE TO IDENTIFY, CONFIRM ROOT CAUSES
I Improve
DEVELOP, TEST, EVALUATE, IMPLEMENT
C Control
MAINTAIN GAINS STANDARDIZE WORK, TRAINING AND
DOCUMENTATION,MONITORING
15D Define
M Measure
DEVELOP THE CHARTER
A Analyze
MAP THE PROCESS
I Improve
OBTAIN VOICE OF THE CUSTOMER (VOC)
C Control
16CHARTER COMPONENTS
- OBTAINS AGREEMENT BETWEEN MANAGEMENT AND TEAM
ABOUT WHAT THE TEAM WILL ACCOMPLISH - CLARIFIES EXPECTATIONS, MAINTAINS FOCUS AND
ALIGNMENT WITH ORGANIZATIONAL PRIORITIES - TRANSFERS PROJECT OWNERSHIP TO THE TEAM
- DEVELOP OVERVIEW OF PROJECT PURPOSE
- DEFINE WHY IT IS IMPORTANT TO WORK ON THIS
PROJECT - IDENTIFY THE FOCUS OR SCOPE OF PROJECT
- DETERMINE SPECIFIC DELIVERABLES
- DEFINE MEASURES OF SUCCESS
- DETERMINE RESOURCES
17SIPOC
SUPPLIERS
INPUTS
PROCESS
OUTPUTS
CUSTOMERS
- IDENTIFY START AND ENDPOINTS OF PROCESS
- STATE THE PURPOSE OF THE PROCESS
- IDENTIFY 5-7 TOP LEVEL PROCESS STEPS
- IDENTIFY PROCESS OUTPUTS
- IDENTIFY CUSTOMERS FOR EACH OUTPUT
- IDENTIFY KEY PROCESS INPUTS
- IDENTIFY KEY SUPPLIERS
18D Define
COLLECT BASELINE PROCESS DEFECT DATA AND THEIR
POSSIBLE CAUSES
M Measure
PLOT DEFECT DATA OVER TIME AND ANALYZE FOR
SPECIAL CAUSES
A Analyze
CREATE FREQUENCY PLOTS, PARETO
I Improve
CALCULATE PROCESS SIGMA
C Control
CREATE DETAILED PROCESS MAPS
19PARETO ANALYSIS
- CHOOSE ISSUES TO BE MONITORED, COMPARED, RANKED
- CHOOSE UNIT OF MEASUREMENT, TIME PERIOD
- COLLECT DATA, COMPARE CATEGORY FREQUENCIES
- GRAPH AND INTERPRET
20TIME SERIES RUN CHART
CREATE GRAPH, GATHER AND PLOT DATA, IDENTIFY
ARITHMATIC MEAN, EVALUATE FOR TRENDS
21D Define
DEVELOP A FOCUSED PROBLEM STATEMENT
M Measure
EXPLORE, ORGANIZE POTENTIAL CAUSES
A Analyze
I Improve
COLLECT DATA
C Control
STATISTICALLY QUANTIFY CAUSE AND EFFECT
22 CAUSE AND EFFECT DIAGRAM
Effect
- The horizontal line points to an effect
- The main branches represent main categories of
potential cause - Tertiary causes can be listed off the category
branches
23DOTPLOT
- A SIMPLE, EFFECTIVE WAY TO VIEW SMALL SAMPLES
- SHOWS LOCATION AND SPREAD OF DATA, OUTLIERS
24D Define
CREATE/SELECT POSSIBLE SOLUTIONS FOR ROOT CAUSES
M Measure
A Analyze
DEVELOP/PILOT/IMPLEMENT SOLUTION PLANS
I Improve
C Control
MEASURE RESULTS/ EVALUATE BENEFITS
25 COMPONENTS OF A PROCESS FMEA
26FMEA APPLICATIONS
- Design DFMEA Focuses on Product Function. We
conduct design FMEA early in the design phase to
analyze product failure modes before they are
transitioning to production. - System FMEA Focus on components and subsystems.
This is carried out on a product or service
product at the early concept/design level. - Strategic FMEA Focus on understanding and
quantifying market risks, commercial risks and
technical risks. A key consideration in making
portfolio decisions. - Equipment FMEA Used to understand equipment
related failures. - Process PFMEA A critical part of the quality
planning phase to analyze operations and
transactional processes that may escape to the
customer.
27D Define
DEVELOP AND DOCUMENT STANDARD PRACTICES
M Measure
TRAIN TEAMS, MONITOR PERFORMANCE
A Analyze
I Improve
CREATE PROCESS FOR UPDATING PROCEDURES
C Control
SUMMARIZE AND COMMUNICATE LEARNINGS, RECOMMEND
FUTURE PLANS
28SAMPLE SPC CHART
29THE CONTINUOUS IMPROVEMENT ENTERPRISE
Utilizes tools from each methodology to maximize
business success
DMAIC- REDUCE PROCESS VARIATION AND DEFECTS
LEAN- ELIMINATE WASTE, INCREASE PROCESS
SPEED DFSS- PREVENTION OF PROCESS VARIATION AND
DEFECTS THROUGH ROBUST DESIGN
Six Sigma DMAIC
DFSS
Lean
30DESIGN FOR SIX SIGMA (DFSS)
- DFSS TOOLS AND TECHNIQUES APPLIED EARLY IN
PRODUCT DESIGN REDUCES LIFECYCLE COPQ
TYPICAL ORG
PRODUCT LAUNCH
EFFORT, DESIGN CHANGES
DFSS ORG.
PRODUCT TIMELINE
31DFSS HELPS TO UNDERSTAND EXPLOIT RELATIONSHIPS
BETWEEN CONTROL VARIABLES AND PRODUCT
REQUIREMENTS
RESPONSE
Y F (X)
MORE ROBUST
LESS ROBUST
-
- CONTROL FACTOR(S) X1,X2,X3
32LEAN SIX SIGMA
- LEAN IS A SET OF PRINCIPLES TO ACCELERATE PROCESS
SPEED BY ANALYZING PROCESS FLOW AND DELAYS, WITH
A FOCUS ON CUSTOMER VALUE ADDED ACTIVITIES - SIX SIGMA IS A MEHODOLOGY TO MINIMIZE DEFECTS AND
PROCESS VARIATION AND REQUIRES DATA DRIVEN
DECISIONS - LEAN SIX SIGMA IS THE APPLICATION OF LEAN
TECHNIQUES TO INCREASE ORGANIZATIONAL SPEED
COMBINED WITH THE TOOLS AND CULTURE OF SIX SIGMA
TO IMPROVE EFFICIENCIES AND FOCUS ON CUSTOMER
ISSUES - FOCUS ON CAUSES OF CUSTOMER CTQ ISSUES AND THOSE
THAT CREATE THE LONGEST LEAD TIME DELAYS - GREATEST OPPORTUNITY FOR IMPROVEMENTS COST,
QUALITY, CAPITAL AND LEAD TIME
33LEAN FUNDAMENTAL THINKING
- PROVIDE VALUE TO THE CUSTOMER THROUGHOUT THE
VALUE CHAIN, WITH ZERO WASTE - DESIGN
- BUILD
- SERVICE
- FOCUS ON EACH PRODUCT AND ITS VALUE STREAM
- DIFFERENTIATE VALUE-ADDED ACTIVITIES FROM WASTE
- OPTIMIZE BY ELIMINATING WASTE AND ENHANCING VALUE
- MAKE THE PRODUCT FLOW (CONTINUOUS MOVEMENT
CYCLE TIME REDUCTION) THROUGH THE PROCESS WITH NO
INVENTORY OR WAIT TIME - SO THE CUSTOMER CAN PULL (CASCADING INSTRUCTIONS
IN WHICH NOTHING IS DONE BY SUPPLIER UNTIL
CUSTOMER SIGNALS NEED)
34SIX SIGMA TRAINING REQUIREMENTS
Trained in advanced statistical tools Six
Sigma Methodology. Training can last up to 6
months duration 240 hours of training.
LEAN MASTERS
LEAN EXPERTS
Receives 160 hours training in statistics and Six
Sigma methodology
Black Belts
Receives 40 hours of training in basic Statistics
and Six Sigma methodology.
Green Belts
Varying professionals who are subject matter
experts. May or may not be Six Sigma trained
Team Members
35A HITCHIKERS GUIDE TO SIX SIGMATHANK YOU
DMAIC 6s
MBB
BB
DFSS
GB
LEAN
TEAM
Cause and Effect Diagram
Cause and Effect Diagram
People
Machine
Method
People
Machine
Method
The Y
The Xs
The Xs
(Causes)
(Causes)
l
l
Material
Measurement
Environment
Material
Measurement
Environment