apply six sigma with ease @ 3rd annual lean conference, 2015
TRANSCRIPT
Presentation
Title: Apply Six Sigma with ease
Presented
on 2nd Feb 2015
@ 3rd Annual Lean Conference,
AMA, Ahmedabad avci-lean.com
APPLY SIX SIGMA (6σ) WITH EASE
History of Six Sigma (6σ)
• In 1986 Bill smith, Seniors Engineer and scientist introduces concept of Six Sigma
• Bill smith Known as “ Father of Six Sigma”
• In 1995, Jack Welch introduced Six Sigma at GE
μ
σ
What’s in a name? • Sigma is the Greek letter representing the standard
deviation of a population of data
• Sigma is a measure of variation
(the data spread)
What is Six Sigma ?
A
Methodology? What is
Six Sigma?
A
philosophy?
A
metric?
A
Management
System?
What is Lean Six Sigma?
• Goal – Eliminate waste and increase process speed
• Method
– Genchi Genbutsu– Go and See the workplace (Gemba)
– Kaizen (Change for better) workshops
What is Lean ?
What is Lean Six Sigma?
• Goal – Reduce variation to improve performance on CTQs
(Variation means system does not produce same result each time)
• Method – DMAIC, DMADV,DFSS approach
7
What is Six Sigma ?
Normal Distribution Curve
µ + -
- 1σ + 1σ
- 2σ + 2σ
68.26%
- 3σ + 3σ
+ 4σ
- 5σ
95.44%
99.73% 99.9937%
99.99943%
+ 5σ
- 6σ + 6σ 99.999998%
- 4σ
Lower Spec
Upper Spec
Sigma % Good % Bad DPMO
1 30.9% 69.1% 691,462
2 69.1% 30.9% 308,538
3 93.3% 6.7% 66,807
4 99.38% 0.62% 6,210
5 99.977% 0.023% 233
6 99.9997% 0.00034% 3.4
Defect Per Million Opportunity (DPMO)
-6σ -5σ -4σ -3σ -2σ -1σ μ +1σ +2σ +3σ +4σ +5σ +6σ
? times σ
LSL
Mean
1σ
USL
Question - How many times of standard
deviation (σ) is specification limit to
mean?
Answer – Same as sigma level for the
process (Z value)
What is Six Sigma performance?
Your process is performing at sigma level of six if
the difference between mean and specification
limit is six times the standard deviation
Is it feasible to eliminate the inspection of Y, if X’s are controlled well?
•
•
•
•
•
•
•
Y
Dependent
Output
Effect
Symptom
Monitor
Response
•
•
•
•
•
•
•
X1 . . . XN
Independent
Input
Cause
Problem
Control
Factor
To get results, should we focus our behavior on the Y or X ?
f (X) Y=
Data Driven Approach
How Six Sigma Process Follows?
• Identify customer issues which generally follows timely delay, high cost, defect etc…
• Internalized as performance measures such as e.g. Cycle time, defect rate etc.
• Target performance levels are established and then
company seek to perform around this targets with minimal variation
THE DMAIC METHOD
IMPROVE
CONTROL
MEASURE
ANALYZE
5
2
3
4
DEFINE
1
Projects Identification Method
VOC ANALYSIS (Problem identification based on customer’s voice)
VOB ANALYSIS (Problem identification based on Business problems)
COPQ (Problem identification based on cost of poor quality i.e. Process Defects )
Identification of CTQs
List of problems/projects of organization on the basis of Criticality, Out come , Time line
Phase 1: Define
Phase 2: Measure
• Goal
– Focus the improvement effort by gathering information on the current situation
• Output
– Data that pinpoints problem location or occurrence
– Baseline data on current process sigma
– A more focused problem statement
IMPROVE
CONTROL
ANALYZE
5
3
4
DEFINE
1
MEASURE
2
DATA COLLECTION
• The system to collect information is already established.
• Find the data which supports the defined problem
• Find out the data stream wise/ product wise etc..
Data type:
• Attribute data or Discreet : Value of countable quality characteristics Example - Number of Defects, Number of Defectives.
• Continuous data or Variable data : Value of measurable quality
characteristics
Examples - Strength (kg/cm2), weight (kg) , length (cm), temperature (° C), time (sec)
Phase 3: Analyze
IMPROVE
CONTROL
MEASURE
ANALYZE
5
2
3
4
DEFINE
1
• Goal
– Identify deep root causes and confirm them with data
• Output
– A theory that has been tested and confirmed
Phase 4: Improve
• Goal – Develop, pilot, and
implement solutions that address root causes
• Output – Identification of
planned, tested actions that should eliminate or reduce the impact of the identified root causes
CONTROL
MEASURE
ANALYZE
5
2
3
DEFINE
1
FMEA IMPROVE
4
Solutions
• Improvement team created with members of Quality, Production, Engineering and R&D areas to propose and evaluate ideas
• Brainstorming tool was used to gather ideas on how to solve the problems identified
• Ideas were evaluated per following criteria: feasible, high impact, easy, low cost, and quick
• Following tables summarizes solutions agreed by consensus of the improvement team
Phase 5: Control • Goal
– Use data to evaluate both the
solutions and the plans
– Validate that all changes adhere to all
operating company change control, and compliance requirements
– Maintain the gains by standardizing processes
– Outline next steps for on-going improvement
• Output
– Before-and-After analysis
– Monitoring system
– Completed documentation of results,
learning, and recommendations
IMPROVE
CONTROL
MEASURE
ANALYZE
5
2
3
4
DEFINE
1
Standardization
– All new tooling, processes, clarifications, and visual aids documented
– Creation of MOPXXX with all the quality criteria for Variable Lasso Deflection and Contraction performance.
Monitoring
Work Orders Built
Yield Goal
Scrap Produced
Yield Actual
I-MR Charts of Burst Tester
Burst Values
Ind
ivid
ua
l Va
lue
302928272625242322212019181716151413121110987654321
115
110
105
100
_X=105.88
UCL=113.76
LCL=97.99
Observation
Mo
vin
g R
an
ge
302928272625242322212019181716151413121110987654321
10
5
0
__MR=2.97
UCL=9.69
LCL=0
Universal Tray Packaging (CA Sealer)
In-H20
Burst Values
Ind
ivid
ua
l Va
lue
302928272625242322212019181716151413121110987654321
110
105
100
95
_X=100.72
UCL=109.68
LCL=91.76
Observation
Mo
vin
g R
an
ge
302928272625242322212019181716151413121110987654321
12
8
4
0
__MR=3.37
UCL=11.01
LCL=0
Universal Tray Packaging (Juarez Sealer)In-H20
Thank You