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This Six Sigma Project submitted by Advance Innovation Group student intended for the reduction in average cycle time. The objective to increase overall productivity by reducing average cycle time without compromising on quality. In measure, while conducting Gage R&R it is found that measurement system is acceptable as it met all conditions. Sigma level of the process is 1.40. Data of project Y is Non-normal and non-random. Identified contributing factors which might impact Y and conducted hypothesis testing based on data type. Additionally, it is advisable that you also visit and subscribe Advance Innovation Group Blog (http://advanceinnovationgroup.com/blog) for more Lean Six Sigma Projects, Case Studies on Lean Six Sigma, Lean Six Sigma Videos, Lean Six Sigma Discussions, Lean Six Sigma Jobs etc.
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04/14/231 04/14/231
Project Name : Cycle time reduction.Project Owner : s.n. parmar,ajay kumar
choudhari
DMAIC
04/14/232
Project Progress Overview
D1. Map Project
D2. Approve Project
M1. CTQ Characteristics& Standards
M2. Measurement System Analysis
M3. Data Collection
A1. Baseline Process
A2. Performance Objective
A3. Identify Drivers of Variation
I1. Screen for Vital Xs
I2. Screen for vital Xs
I3. Define Improved Process
C1. MSA on Xs
C2. Improved Process Capability
C3. Establish Control Plan
Key Deliverables: • List of Customer(s) and
Project CTQs• Team Charter• High Level Process Map
(COPIS)• CAP Plan (Optional)• Preliminary CBA, if
applicable
• QFD / CTQ Tree• Operational definition,
Specification limits, target, defect definition for Project Y(s)
• Data Collection Plan• Measurement System
Analysis
• Baseline of Current
Process Performance• Normality Test • Statistical Goal
Statement for Project• List of Statistically
Significant Xs
• List of Vital Few Xs• Transfer Function(s)• Optimal Settings for
Xs• Confirmation
Runs/Results• Tolerances on Vital
Few Xs
• MSA Results on Xs• Post Improvement
Capability• Statistical Confirmation
of Improvements • Process Control Plan• Process Owner Signoff• Final CBA, if applicable
Tollgates:Planned
Completed
03/may/2013 18may/2013 18/d05/2013 27/05/2013 05/06/2013
XXXXXX 15/March/2010 mm/dd/yyyy mm/dd/yyyy mm/dd/yyyy
Steps:
Tools: Survey Focus Groups Interviews ARMI, Stakeholder
Analysis In/Out of Frame Threat vs. Opportunity
Matrix Other ______________
Data Collection Plan Continuous Gage R&R Attribute Gage R&R Sample Size Calculator Other ______________
Basic Statistics Histogram Dot Plots Box and Whisker Plots Run Charts Normality Testing Continuous/Discrete Zst, Zlt Benchmarking Detailed Process Mapping Moments of Truth Nature of Work Flow of Work Fishbone Hypothesis Testing Regression Analysis Other ______________
DOE Pugh Matrix New Process Mapping FMEA on new process Process Modeling /
Simulation Other ______________
Continuous Gauge R&R Discrete Gauge R&R Control Charts Hypothesis Testing CAP Plan Control Plan Other ______________
Define Measure Measure Analyze Analyze Improve Improve Control Control
Overview
04/14/233
Define
1. Blank2. Project Charter3. Terms and Acronyms Used4. ARMI & Communication Plan/Why not RASIC5. SIPOC6. Process Map
04/14/234
Customer Sample CommentsKey Output Characteristics
Important to Customer (CTQ's)
Maheh kumar
(CEO)
ABC Ltd.
we are facing our CD manufacturing cycle time
is very high 405 second Instead of 300 second
so we are not achieving Production on time.
Reduce cycle time .
Ajay Kumar choudhari
General manager
ABC Ltd.
Customer not received product on time . Reduce cycle time.
Customer
Define
04/14/235
In Scope:Quality control.
Out of Scope:All the other process of this organization..
Business Case:ABC Ltd. is the largest optical media manufacturer in the world. We are also manufacturer photo voltaic cell. We make CD /DVD at automation line from raw material (polycarbonate) to final disc in which use of polycarbonate, dye, ml, bonding glue ,silver etc.
First time raw material (polycarbonate ) feeding in moulding m/c after we receive blank substrate disc than disc going for dye coating than coated disc go to dryer for 30 minutes at 90 degree farnhite temp. after than silver coating on the disc for reflectivity . And take one blank substrate disc bonding on dye coated disc.
Problem Statement: Last two months data show that average cycle time 405 second instead of 300 second which is 53% productivity loss from our target and its effect on our customer and profit. .
Goal Statement: I will be reduc the cycle time 405 to 300 second on dated 15 th june 2013.
Project Charter
Milestone
Target Date Actual Date
Start Date
Xxxx
D 03/05/2013
M 10/05/2013
A 18/05/2013
I 27/05/2013
C 05/06/2013
High Level Project Plan
Define
04/14/236
Definitions:
Indicators Definition
Terms and Acronyms Used Define
04/14/237
Key Stakeholders Define Measure Analyze Improve Control
Stakeholders-CEO I I I I I
Sponsor-VP A A I A A
Hod of production I i I I I
Quality head I R I I I
BB I A M/A M M
Team Members I R R I I
Message Audience Media Who When
Project Status Leadership E Mail BB Weekily
Tollgate Review VP,BB,HOD PROD.,HOD QUALITY,
E mail conference calls meetings
BB As per project plan
Project Deliverables or Activities MEMBERS
E mail conference calls meetings BB/MEMBER WEEKILY
When Populating the Stakeholder, consider the ARMI:• A= Approver of team decisions• R= Resource or subject matter expert (ad
hoc)• M= Member of team• I= Interested Party who will need to be kept
informed
CommunicationCommunication PlanPlan
Define
ARMIARMI WorksheetWorksheetARMI & Communication Plan
04/14/238
SIPOC Define
SUPPLIER INPUT PROCESS OUTPUT CUSTOMER
ABC Ltd. Werehouse Raw material (PC) production production
ABC Ltd. Moulding machine Moulding (make blank substract)
production production
ABC Ltd. Dye lab Dye coating on blank substract
production production
ABC Ltd. Disc dryer Dry the disc in the dryer
production production
ABC Ltd. sputter Silver coating on the disc
production production
ABC Ltd. Store/bonding material
One substract disc bond on the dye coated disc.
production production
ABC Ltd. scanner Final scanning. At scanner
production production
ABC Ltd. production Finished disc production Quality
04/14/239
Measure
1. Data Collection Plan2. Measurement System Analysis3. Process Capability
04/14/2310
Y OperationalDefinition
DefectDefinition
PerformanceStandard
Specification Limit
Opportunity
To reduce cycle time.
Disc cycle time should not be more than 300
seconds.
More then 300 c/s per disc.
300 sec. Usl (300 sec.) weekly
Mode of collecting Data
Y Data Type Unit Decimal to be Used
Data Base Container
Existing or new data
base
If New when data base would be
ready.
Plan start date for DCP
To reduce cycle time
continuous seconds 2 Excel Two month old data
yes 03/05/13
Data Collection Plan
Formula to be used
Data items needed
Equipment Used for
measurement
Equipment Calibration Information
Responsibility
Any Training need
Operator Information
Total production /total time.
Cycle time Timer clockweekly
BB yesMr. mahant
Measure
04/14/2311
Measurement System Analysis
Rule Rule Description Acceptable Result
A R&R % of Tolerance 0.25% ok
B% Contribution (R&R Std deviation)
0 ok
C Number of distinct categories 554 ok
Overall Gage result Ok
Minitab Descriptive Stats
Gage R&R
%ContributionSource VarComp (of VarComp)
Total Gage R&R 0.2 0.00 Repeatability 0.2 0.00 Reproducibility 0.0 0.00
oper 0.0 0.00Part-To-Part 25932.1 100.00Total Variation 25932.3 100.00
Process tolerance = 1
Study Var %Study Var %Tolerance
Source StdDev (SD) (6 * SD) (%SV) (SV/Toler)
Total Gage R&R 0.410 2.458 0.25 245.79
Repeatability 0.410 2.458 0.25 245.79
Reproducibility 0.000 0.000 0.00 0.00
oper 0.000 0.000 0.00 0.00Part-To-Part 161.035 966.208 100.00
96620.76Total Variation 161.035 966.211 100.00
96621.07
Measure
04/14/2312
MeasureMeasurement System Analysis
04/14/2313
Process Capability Measure
since P value <0.05 hence it significant
effect on population.
Data is not normal so that the process Capability is not require so DPMO calculate.
04/14/2314
Measure
DPMO Dpmo = defect per oportunity * 1000000 =0.5349264*1000000 = 5349264
Dpo = total no of defect /total opportunity = 291/544 = 0.5349264
Sigma level =1.40
04/14/2315
1. DCP for Potential Xs2. Identify Potential Xs3. DCP for Potential Xs4. Basic Analysis for Project Y5. Checking for Impact of ...... on Y6. Hypothesis Summary7. MSA results of Impacting Factors
Analyse
04/14/2316
Identify Potential Xs Analyse
Factors identified through brainstorming
04/14/2317
Basic Analysis of Project Y
Normality StudyNormality Study
Randomness & Shape Study
Analyse
Since p -value is less than 0.05, hence the data is not normal.
04/14/2318
Randomness Study Randomness Study Analyse
04/14/2319
AnalyseStability Study Stability Study
P value for Trend is less
than 0.05 so it is significant
impact on my Average cycle
time.
The RUN chart shows that Trends exists in the data while there are no mixture ,oscillation and Clustering . This evidently shows that the data is not stable.
04/14/2320
AnalyseBasic data distrubution Analysis of Project Y
Spread Study Spread Study Central Tendency StudyCentral Tendency Study
Any data on this side is consider as a defect
There is too much variation in the system.
04/14/2321
Basic Analysis of Project YStudy Spread and Central Tendency
Central Tendency StudyCentral Tendency Study
Analyse
Spread Study Spread Study
Range = 990Variance = 74756.70Std deviation = 273.42 IQR = 475.50
Mean = 405.65Median = 336.00
04/14/2322
AnalyseThe
frequency is
deviate
from the
target.so
mean
deviate
hihger side.
04/14/2323
Checking for Impact of ……on Y Analyse
The box plot shows that more then 75% population is below the target of 95%.
04/14/2324
Analyse
Leven test
04/14/2325
Hypothesis Summary
Sl. No. Factor P Value Graphical Tool
Used Inference Next Steps
Age 0.703 Correlations & regration no
Process knowledge 0.847 Correlations & regration no
Age 0.762
levene
no
Team Leader 0.007 yes
trainer 0.121 no
shift 0.922 no
gender 0.762 no
location 0.042 yes
Education 0.429 no
Marital status 0.81 no
Mode of communication 0.547 no
Average cycle time 0.1029 Sign Test for Median No
Summary of Impacting Factors
Analyse
04/14/2326
AnalyseHypothesis SummarySummary of Impacting Factors
Sl. No. Factor P Value Graphical Tool
Used Inference Next Steps
Gender 0.8749
Mann-Whitney Test
No
Education 0.8394 No
Process Complexity 0.5179 No
Location 0.6688 No
Marital Status 0.9813 No
Communication 0.8065 No
Associate Name 0.936 Mood Median Test No
Team Leader 0.508 Mood Median Test No
Process Complexity 0.521 Mood Median Test No
Trainer 0.000 Mood Median Test yes
Shift 0.033 Mood Median Test Yes
04/14/2327
AnalyseVital X’s that are impacting the AvERAGE CYCLE TIME
04/14/2328
MSA Results of Impacting FactorsChecking the Validity of the data of the impacting factors
Sl. No. Factor
MSA Method
UsedResult RCA for
Problems Next Steps
Analyse
04/14/2329
Improve
1. Screening of the Impacting Factors
2. Action Plan for Improving the Factors
3. Basic Analysis of Improved Y
4. Pre–Post Analysis of Project Y
5. Pre-Post Analysis of Factor
6. Improve Summary – Take Aways
04/14/2330
Screening of the Impacting FactorsPrioritize the Impacting Factors
Improve
04/14/2331
Action Plan for Improving the Factors
# Pain Area Root Cause Improvement IdeaImplementatio
n Owner
Implementation Status
Improve
04/14/2332
Basic Analysis of Improved Y
Randomness Study Randomness Study Normality StudyNormality Study
Randomness, Shape , Spread & Centering Study
Spread Study Spread Study Central Tendency StudyCentral Tendency Study
Improve
04/14/2333
Pre-Post Analysis of Project YStatistical Validation of Impact
Graphical DepictionGraphical Depiction Hypothesis ResultHypothesis Result
Inference :Inference :
Improve
04/14/2334
Pre-Post Analysis of Project YStatistical Validation of Impact
Graphical DepictionGraphical Depiction Hypothesis ResultHypothesis Result
Inference :Inference :
Improve
04/14/2335
Pre-Post Analysis of FactorStatistical Validation of Impact
Graphical DepictionGraphical Depiction Hypothesis ResultHypothesis Result
Inference :Inference :
Improve
04/14/2336
Pre-Post Analysis of FactorStatistical Validation of Impact
Graphical DepictionGraphical Depiction Hypothesis ResultHypothesis Result
Inference :Inference :
Improve
04/14/2337
Pre-Post Analysis of FactorStatistical Validation of Impact
Graphical DepictionGraphical Depiction Hypothesis ResultHypothesis Result
Inference :Inference :
Improve
04/14/2338
Pre-Post Analysis of FactorStatistical Validation of Impact
Graphical DepictionGraphical Depiction Hypothesis ResultHypothesis Result
Inference :Inference :
Improve
04/14/2339
Improve Summary – Take Aways Improve
04/14/2340
1. Control Plan & FMEA on Control Plan2. Time Series Study of Y – Pre & Post3. Control Charts & Inference for Y – Pre & Post4. Basic Analysis of Improved Y5. Establish Process Capability6. Control Charts & Inference (for X1)7. Control Charts & Inference (for X2)8. Cost Benefit Analysis and Sign Off
Control
04/14/2341
Control Plan & FMEA on Control Plan
What’s Controlled Goal/Spec Limits Control Method Who/What Measures Where Recorded
Decision Rule /
Corrective Action
SOP
Control
04/14/2342
Time Series Study of Y – Pre & Post Control
04/14/2343
Control Charts & Inference For Y – Pre & Post Control
04/14/2344
Basic Analysis of Improved Y
Randomness Study Randomness Study Normality StudyNormality Study
Randomness, Shape , Spread & Centering Study
Spread Study Spread Study Central Tendency StudyCentral Tendency Study
Control
04/14/2345
Z Bench (Long Term Sigma)
Short Term Sigma(Long Term Sigma +1.5)
Process Capability – Post Implementation
Establish Process Capability Control
04/14/2346
Control Charts & Inference (For X1) Control
04/14/2347
Control Charts & Inference (For X2) Control
04/14/2348
Cost Benefit Analysis & Sign Off
Benefit Source Unit Benefit Units Impacted Total Benefit Cost Reduction
Enhanced Revenues
Labor Reduction
Decreased Overhead
COPQ Cost Reduction
Control
04/14/2349
04/14/2350
Indicators Definition
Terms & Definitions Used