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Published byOscar Miles Modified over 6 years ago
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Six Sigma - Understanding basic concepts A learning from 6σ Black Belt training
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Business Relevance of 6σ (Old Products & Services)
Substitution Improvement (in Qly, Cost, Del & Serv.) Govt. Policies Competition Maintenance (Old Products & Services) Customer
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Gaps to be addressed continuously
Gap analysis – Do’s & Needs Quality Supplier Defect Free Needs Customer Delivery Do’s Cycle Time Price Cost Gaps to be addressed continuously
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Six sigma – Simple concept
6 σ is a level of performance that reduces the defects in products & services significantly A set of statistical tools that helps to measure, analyse, improve and control processes. A commitment to customers to achieve an acceptable level of performance Mind Set + Tool Set = Six σ
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6 Sigma Theme Customer focussed Processes are key drivers
Fact driven and Proactive for creativity Result oriented - demands financial analysis to verify gains
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6 Sigma Theme Voice of Customer (VOC): Specs decided by customers (Dependent variable, say Y) - Response time; TAT; Breakdowns; Product performance, waiting time at ATM/counter etc. Voice of Process (VOP): Variability of a process; Process variations cause defects (Independent variable, say x)
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Process should be with minimum variability
6 Sigma Quality Theme Six Sigma Quality Hitting the Target (Centralise the Process) Elimination of Process variability Process should be with minimum variability and on the target
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What does 6 Sigma do? Y y y = f(xi) Statistical problem
Statistical solution Real life problem Y y y = f(xi) Real life solution
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6 Sigma Steps - RDMAIC Step 1 Recognition Step 2 Define Step 3 Measure
Analyse Step 5 Improve Step 6 Control
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6 Sigma Steps - RDMAIC Y= f (xi) Step 1
Recognition To identify the major business issues To recognise key processes that need improvement Areas that need break throughs Identify critical to customer (CTC) Drill down to CTQ (translating expectations to parameters); Define specs, UL & LL, Targets Y= f (xi)
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6 Sigma Steps - RDMAIC Step 1 Tools generally used Recognition
QFD Matrix Importance gain matrix Project selection criteria high gain low hanging fruits Urgency Efforts required
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6 Sigma Steps - RDMAIC Step 1 Define the key requirements to customer
Recognition Define the key requirements to customer Customers know their language Listening to customers means understanding their needs. Drill down the CTC Step 2 Define Define step will deliver Project Chartering (Goal, Milestone, Roles) Process Mapping (SIPOC model) Customer say… Engineers say.. Long life ,000 Hrs life Reliable MTBF Comfort cooling ± 1 Deg C
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6 Sigma Steps - RDMAIC Input, Process and output measures are to be defined Measure process stability Measure repeatability and reproducability Measure current process capability Step 1 Recognition Step 2 Define Step 3 Measure Standard softwares are available to process the data
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3 Sigma process X 1 1 1 1 1 1 99.78% 95.44% 68.26% Total surface
Upper Control Limit Total surface area 100% Lower Control Limit 1 1 1 1 1 1 X
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Customer perceive and register the variance more than average
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6 Sigma process (statistical vision)
Upper Spec. Lower Spec. 6 6 X
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Defects vs Defectives Defects
Countable failures that are associated with a single unit. A single unit can be defective but may contain more than one defect. Defectives Completed units that are classified as bad or not meeting specs. Whole unit is said to be of defective.
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Terminologies used DPU DPU= Defects / unit DPMO DPU x 1,000,000 DPMO =
Opportunities per unit Defects = x 1,000,000 Opportunities = Defects per million opportunities
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6 Sigma process (measures)
Sigma Defects per Million (DPMO) 2 308,537 ,807 ,210 % non-defective 69.1% 93.32% 99.379% % % 24% 6% 0.6% 0.023%
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52 defects, 250 AMC proposals, 4 defects opportunities / proposal
Example 1 : 52 defects, 250 AMC proposals, 4 defects opportunities / proposal DPMO = [(52)/ (250*4)] X = 52,000 = 3.1 Sigma level Traditional approach 5 applications were rejected (contains 52 defects) 5/250 = 2% rejection Example 2 : 99 defects, 750 products, 150 defects opportunities /product DPMO = [(99)/ (750*150) ]X = 880 = 4.65 Sigma level Traditional approach 10 products were rejected (contains 99 defects) 10/750 = 1.33% rejection
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Software (Minitab) outputs – some screens…..
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Software (Minitab) outputs – some screens…..
Data follows normal distribution
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Software (Minitab) outputs – some screens…..
Short term Long term
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6 Sigma Steps - RDMAIC Step 1 Recognition
Identify cause & effect [ y = f (x) ] Use analytical tools to vital few Short list causes that are vital few which can be taken to improve phase Step 2 Define Step 3 Measure Step 4 Analyse
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6 Sigma Steps - RDMAIC Identify and Quantify and Identify
formulate causes Quantify and verify causes Identify Opportunities process mapping FMEA QFD Process Capability Stratification Seven QC tools Why-why analysis Brainstorming Hypothesis tests DOE Identify success factor List of opportunities in vital few Y = f(x1, x2, x3, x4, x5,……..xn) This s the function that models and quantifies the relationship between X & Y
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6 Sigma Steps - RDMAIC Step 1 Recognition To find out vital causes (x)
Optimal value of causes Verify optimal setting with set tolerances Step 2 Define Step 3 Measure Step 4 Analyse DOE is one of the tools used to establish relationship between inputs & outputs Step 5 Improve
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6 Sigma Steps - RDMAIC Step 1 Recognition
Measurement System validation for inputs Process capability Implementation of SPC Charts Step 2 Define Step 3 Measure Step 4 Analyse Step 5 Improve Step 6 Control
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FMEA FMEA is an analytical technique used by designers, engineers and analysts to ensure that all design or manufacturing or process failure modes have been considered and are assessed with a view of elimination. System FMEA Process FMEA Product/Design FMEA What is a failure? A component or system not meeting or not functioning as per design (Ex. Break failure) What is a failure mode? The manner in which a component or a system failure occurs (Ex. leakage of break oil ) What is an Effect? The impact or consequence of failure (vehicle meeting accident)
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(Risk Priority Number)
FMEA Degree of chances that it gets detected before it goes to customer Severity of effect? (Scale 1-10) Possibility of failure? (scale 1-10) Possibility of detecting? (scale 1-10) Severity of impact Prob. of occurrence RPN (Risk Priority Number) Detectability 2 4 64 (Max 1000, Min 1) 6 9 216 Work on high RPN Reduce severity, rarely changes Reduce prob of occurrence (Have parallel system, hand break) Improve detectability (process, tests, reliability)
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QFD Y Tool used priorities the areas to focus. Correlation between X’s
M L Y y1 y2 y3 y4 y5 Importance X1 X2 X3 X4 X5 5 3 2 6 2 4 3 4 Customer Requirements 4 3 2 2 3 7 1 3 1 1 5 1 57 32 56 Proj to focus
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DOE Structured proactive process for finding relationship between input and output factors. Multiple input factors are considered and controlled simultaneously to ensure that the effect on the output is significant. Why DOE? To find out vital few Xs that influence the quality of Y To identify the best combination of values of Xs to get the optimal value of process performance
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Sigma level - Customer focus
Sell & forget 1 Know what happens to sold products 2 Inspect before despatch (QC) 3 Inspect the process (Process monitoring)- QC 4 Control the process 5 Understand the process & control it (SPC) 6 Re-engineer the process in line with customers’ expectation (RDMAIC) 7 Right product meeting expectations (RDMAIC) 8 Understand customer requirements & design prod / service features defect free (Design for 6 σ)
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Sigma level of different sectors
Tax advice Prescription writing Restaurant bill Payroll processing 1000,000 Air Lines Baggage handling 100,000 10,000 Best in Class 1000 Air Lines safety Defects in PPM 100 10 1 1 2 3 4 5 6 7
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Some references : Six Sigma-Michael Harry Six Sigma way- Peter Pandey What Six Sigma – Peter Pandey Power of Six Sigma – Subir Choudhuri Lean Six Sigma- Michael George Lean Six Sigma Pocket book – Michael George Web site
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Thank you
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