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Quality Management, Process Capability and Six Sigma MGMT 311. Quality Control. Statistical Process Control or SQC Even if a process is in control, it may not be as capable as it could be For example, the defect rate could be high, and this may be acceptable, but it may cost too much
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Quality Management, Process Capability and Six SigmaMGMT 311
Quality Control • Statistical Process Control or SQC • Even if a process is in control, it may not be as capable as it could be • For example, the defect rate could be high, and this may be acceptable, but it may cost too much • Which leads us to… Gryna
Quality Management • Quality Planning • Quality Control • Quality Improvement Juran
Quality Improvement Types • Continuous • Incremental improvement – small steps • If done continually, major improvements occur over the long run • Breakthrough • Major improvement at one time • Can allow leap-frog of competitors
Quality Improvement • 1930’s and ‘40’s - Quality Control (QC) • Post-WW II - Total Quality (TQ) and Toyota Production system (TPS) • Total Quality Control (TQC) • Total Quality Management (TQM) – 1980’s and ’90’s • 6 Sigma – 1985 to present
W. Edwards Deming • Major source of poor quality is variation • Quality improvement is the responsibility of management • All employees should be trained in use of problem solving tools and statistical techniques.
W. Edwards Deming • Invited to Japan after WWII to assist in reconstruction of industry • Emphasized quality and variation reduction • The rest is history! • Deming Prize introduced in Japan in 1951
6 Sigma • Utilizes tools and techniques that span the range of all of quality management • Systematic improvement process • Project driven • Training • Certification – Green Belt, Black Belt, Master Black Belt
What is 6 Sigma? • A statistical measure – standard deviation • A measure of process capability • A method of quality improvement • Generation I – variation reduction – 1980’s • Generation II – cost reduction – 1990’s • Generation III – customer focus – now • A method to design quality in – recent • DFSS
Companies using 6 sigma • Motorola – inventor, mid 1980’s • GE • Texas Instruments • Bank of American • Citibank • Boeing • Home Depot • and many more
Six Sigma Defined • “…a comprehensive and flexible system for achieving, sustaining, and maximizing business success.” • “…driven by … understanding of customer needs, …use of facts, data, and statistical analysis, and … attention to managing, improving and reinventing business processes.” The Six Sigma Way – Pande, et al., p. xi
GE • 1997 – 6000 projects, $320 million in savings. • 1998 - $750 million in savings • 1999 – $1.5 billion in savings • 1996 to 1999 – claimed a total of $4.5 billion in savings ~ 1.2% of revenue
Citibank • Reduced credit processing time by 50% • Reduced cycle times of processing statements from 28 days to 15 days
Bank of America • Started using six sigma in 2001 • Claimed ~$2 billion in benefits by 2003 • Many key customer processes near or at the 6 sigma level. • Customer delight indicators up 25% • Deposit processing improved by 47%
Standard Deviation • Normal probability distribution • Measure of dispersion of the data • Calculations
Measure of Process Capability • Capability is the measure of how well the process performs • Upper and lower specification limits – USL and LSL • Product is good within USL and LSL • Product is defective if outside the USL or LSL • The sigma level will be calculated using defects outside the USL and LSL
6 Sigma Levels and Defects Assumes a 1.5 Z shift.
A Method of Quality Improvement • Customer focus • Data and fact driven • Process focus, management and improvement • Proactive • Boundary-less collaboration • Drive for perfection, tolerate failure
Key Concepts of Six Sigma • Critical to Quality: Attributes most important to customers. • Defect: Failing to deliver what the customer wants. • Process capability: What the process can deliver. • Variation: What the customer sees and feels. • Stable operations: Ensuring consistent, predictable processes to improve what the customer sees and feels. GE
5 Step Process - DMAIC • Define the process and what customers require • Measure the defects and the process • Analyze the data and discover causes of defects • Improve the process to remove causes of defects • Control the process to prevent loss of the improvements
Improving the Process • To reach desired sigma capability level, change the spec limits! Or… • Reduce variation • Calculate the USL and LSL • Calculate the std dev, sigma, to reach the desired sigma capability level.
Calculating Sigma Levels • Variables – any value • Discrete (Attributes) – good/bad, count of defects
Variable Measures • Normal Distribution • USL and LSL • Use Normal table to find % defects • Find the Defects Per Million Opportunities (DPMO) • Use Table to Find Sigma Capability Level
Discrete • TDU = total defects per unit • TDU = total number of defects divided by total number of units sampled • DPMO = defects per million opportunities • Opportunities per unit = number of different possible defects • DPMO = TDU x 1,000,000 divided by opportunities per unit • Use table to find Sigma capability level
Design for Six Sigma - DFSS • Designing a new process • Or a major redesign of an existing process • 5 step process – DMADV • Define • Measure • Analyze • Design • Verify