Six Sigma :By Lee Olson
Presentation to INFORMS Six Sigma Six Sigma: DMAIC; Y=f(x)
Is it a Goal, a Measure, a Process, a Tool or an expletive deleted?
Objectives :Operational Excellence Training Objectives Understand the Basics of the Six Sigma Program
Understand How Six Sigma Relates to Lean, TOC, TQM
(Theory Of Constraints; Total Quality Management)
Ability to Define a Strategy and Roadmap for Success
Define :Operational Excellence Training Define Is it a Goal, a Measure, a Process, a Tool or an expletive deleted? Yes
Define :Operational Excellence Training Define Six Sigma
Is a management methodology
Customer focused
Data driven decisions
Breakthrough performance gains
Validated bottom line results
Customer Focused :Operational Excellence Training Customer Focused Our Performance Compared to Competitors Importance to Customers We’re Better They’re Better High Moderate-
to-’Low’ Price Complaints OTD Quality Training Complete Shared Goals
Data Driven Decisions :Operational Excellence Training Data Driven Decisions Why should we test or inspect Y, if we know this relationship? Y
Dependent
Output
Effect
Symptom
Monitor
Response X1 . . . XN
Independent
Input-Process
Cause
Problem
Control
Factor To get results, should we focus our behavior on the Y or X ?
Breakthrough performance gains :Operational Excellence Training Breakthrough performance gains Sigma is a statistical unit of measure which reflects process capability. The sigma scale of measure is perfectly correlated to such characteristics as defects-per-unit, parts-per million defective, and the probability of a failure/error. (Distribution Shifted ± 1.5?) Process
Capability Defects per Million Opportunities
Validated bottom line results :Operational Excellence Training Validated bottom line results Impact on Bottom Line Assuming a 10% change in the factor Factors
Define :Operational Excellence Training Define Methodology
Define
Measure
Analyze
Improve
Control
Roadmap Example :Operational Excellence Training Roadmap Example Next Project Celebrate Project $
Slide 11:PERFECTION
DefineKey Items :Operational Excellence Training DefineKey Items Customers, Value, Problem Statement
Scope, Timeline, Team
Primary/Secondary & OpEx Metrics
Current Value Stream Map
Voice Of Customer (QFD)
(Quality Function Deployment)
Project SelectionImpact :Operational Excellence Training Project SelectionImpact Business Impact
Revenue Growth
Cost Reduction
Capital Reduction
Key Business Objectives
On Time Delivery
Lead Time
Quality
Customer Satisfaction
Impact on Operational Excellence Metrics
Evaluate and Rank SuggestionsEffort and Risk :Operational Excellence Training Evaluate and Rank SuggestionsEffort and Risk Effort required
People Resources
Capital Resources
Duration of Project
Probability of success
Technical Risk
Data available
Knowledge of process
Management Risk
Aligned with objectives
Support by value stream manager
Impact vs. Risk vs. Effort
Assess ROI (Return On Investment)
Assign priorities to projects
Evaluate and Rank Suggestions :Operational Excellence Training Evaluate and Rank Suggestions Example tool to rank projects
0106-01 Project Rating.xls
Slide 16:Example chart to rank projects 0106-01 Project Rating.xls
Measure :Operational Excellence Training Measure Establish measurement capability
Validate the database (transactional)
Gage R&R (Repeatability & Reproducibility)
Calibration is not enough
Many (or most) measurement systems are not capable
How good is the data you are using to make decisions?
Fix the measurement system
Enables calculation of process capability
Enables calculation of alpha & beta risks
This step is often skipped
Analyze(and fix the obvious) :Operational Excellence Training Analyze(and fix the obvious) Find all KPOVs & KPIVs
(Key Process Output Variables; Key Process Input Variables)
FMEA, DOE, critical Xs, VA/NVA
(Failure Modes Effects Analysis; Design Of Experiment)
Graphical Analysis, ANOVA
(Analysis Of Variance)
Future Value Stream Map
Improve :Operational Excellence Training Improve Optimize KPOVs & test the KPIVs
(Key Process Output Variables; Key Process Input Variables)
Redesign process, set pacemaker
5S, Cell design, MRS
(Material Replenishment System)
Visual controls
Value Stream Plan
Control :Operational Excellence Training Control Management of Change
Owned by project champion and value stream manager
Critical to long term success of project
Physical and cultural changes
Measurement controls
On-going metrics
Visual Controls
Enable workers to self-manage the process
Basic ImplementationRoadmap :Operational Excellence Training Basic ImplementationRoadmap Understand and Define
Entire Value Streams Deploy Key Business Objectives
- Measure and target (metrics)
- Align and involve all employees
- Develop and motivate Define, Measure, Analyze, Improve
Identify root causes, prioritize, eliminate waste,
make things flow and pulled by customers Control
-Sustain Improvement
-Drive Towards Perfection Identify Customer Requirements Vision (Strategic Business Plan) Continuous Improvement (DMAIC) Identify Customer Requirements
Hoshin :Operational Excellence Training Hoshin
Does it work?. :Operational Excellence Training Does it work?. Source: American Customer Satisfaction Index, U Michigan, HBR, 2001 1999
73 companies
Ralston Purina
Quaker Oats
Hilton Hotels
Coca-Cola
Unilever
etc. The top companies in Customer Satisfaction grow MVA at
nearly twice the rate of their poor-performing counterparts. In Billions $
What about Lean, TOC, TQM :Operational Excellence Training What about Lean, TOC, TQM Six Sigma
Remove defects, minimize variance
Lean
Remove waste, shorten the flow
TOC
Remove and manage constraints
TQM
Continuous Improvement
Value Stream Map - Current State :Value Stream Map - Current State
Customer DataOn-Time Delivery :Competitive LT = 3 days Takt Time = 18.2 min Customer DataOn-Time Delivery Demand = 45/day
Inventory :Raw = 5 days WIP = 12.1 days FG = 6.5 days Inventory
Flow of ValueLead Time :Touch Time = 89 min Flow of ValueLead Time Lead Time = 23.6 days
ConstraintsOTD, Lead Time :CT (67) > Takt Time (18) ConstraintsOTD, Lead Time Max Wip = 7.6 days
Setup TimesOP Margin, Lead Time :CO = 23 min CO = Changeover Setup TimesOP Margin, Lead Time CO = 1 hour
MaintenanceOTD, Lead Time :MaintenanceOTD, Lead Time Uptime = 70%
Quality :Quality FTY = 67%
Flow of ValueOTD, Lead Time :What is the pitch time? Flow of ValueOTD, Lead Time Who is setting the pace?
Making it happen :Operational Excellence Training Making it happen Three major roles
Implementer
Learns the tools
Works the process
Solves day to day problems
Manager
Learns the methodology
Manages a value stream
Reviews project teams
Leader
Establishes the vision for the future
Sets priorities
Encourages Where do you need to focus?
What Is a Sigma? :Operational Excellence Training What Is a Sigma? A metric that indicates how well a process is performing.
Higher is better
Measures the capability of the process to perform defect-free work
Also known as “z”, it is based on standard deviation for continuous data
For discrete data it is calculated from DPMO
Slide 37:Operational Excellence Training The Normal Curve and Capability Low Sigma High Sigma