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crisis
problem —> solution
non-crisis
problem —> root cause—> solution
To solve a problem is ______ to _____ a problem is better
good ; prevent
SIPOC
Suppliers, input, process, output, and customer
5 Why’s
Why, why, why, why, why *helps get to the bottom of the cause of issue
Ishikawa/Fishbone/ C&E Diagram
defective → output→ man , method, material, machine, mother nature, measure
Six sigma
problem-solving methodology
six sigma performance
statistical term for a process that produces less than 3.4 defects per million defect opportunities
six sigma improvement
key outcomes/work process of a business improves dramactically ( 70% = breakthrough)
six sigma deployment
perspective rollout of six sigma methods across an organization( roles and responsibilities)
six sigma toolset
collection of methods & tools of six sigma practitioners to achieve improvement
change process to _______ → ______ quality output
reduce variation; consistent
define
Set the context, key metrics, and objectives for the project
measure
Capture the current baseline performance and capability of the process or system
being improved. Identify all possible contributing factors.
Analyze
Narrow the pool of possible factors down to the critical few. Use data and tools to
understand the cause-and-effect relationships in the process or system.
Improve
Develop and validate the modifications that lead to an improvement in the process or
system.
control
Establish plans and procedures to ensure the improvements are adopted and sustained.
six sigma occurs 2 levels
managerial( long-term)
tactical( short-term)
managerial
Six Sigma is used to achieve predictability & control of performance in a business or business process by applying the methods of science to the domain of leadership
six sigma is war on variation
clear value proposition & ROI( VOB)
direct, measurable financial focus and impact
top management commitment & accountability
top-down initiative
customer focus
what are my customer’s requirements
connected business metrics
performance measures that are accessible and visible to everyone whose actions or decisions impact performance
dashboard
a metaphor for critical performance metrics
key drivers
customer satisfaction(voc), revenue & cost ( VOB)
knowledge
provide knowledge about process performance
alignment
must align with key drivers
lead metrics( KPI) ( predictable, influenceable)
supplier
input
process
Lag metrics( after the fact)
output
customer
Good Metrics
1. Get leaders involved
2. Limit the number of metrics
3. Visually represent your metrics
(dashboard)
4. Metrics must be simple (scoreboard)
5. Metrics must respond quickly
6. Metrics should drive only important
activities
7. Take corrective action
8. Show Lead and Lag Metrics
Bad Metrics
1. Cannot collect accurate or complete data
2. Complex and difficult to explain
3. Complicated operations with excessive
overhead
4. Cause employees to act not in the best
interest of customers or the company
process orientation
1, 2, …n +=
project focus
DMAIC framework
Infrastructure for Change
• Leadership System
Customer Satisfaction (VOC)
Business Goal (VOB)
• Criteria for Selecting Projects
governance
• Methodology
5 phases (DMAIC)
• IT Systems, SOP, Dashboard
SOP = Standard Operating Procedure
• Competency & Compensation
Roles & Responsibilities
Belts: Yellow, Green, Black, Master Black
• Enterprise Communication
Project Management
• Project Savings Criteria
ROI
• Review Process
Gated process
complete ___ change
culture ; The ultimate goal is for everyone in the organization to have the ability to understand customers’ requirements, map processes, collect data, measure
performance, identify risks and opportunities, analyze inputs and outputs, and make
continuous improvements.
practices
visible
easier to change
Values
hidden
harder to change
Problem/ defect
VOC; do not meet customers’ standards
Root Causes
VOP; Do not have a process that meets our customer requirements
Specification
the value separating acceptable from unacceptable performance
Specification Limit (SL)
One-Sided Specification( at least 50 lbs)
Two-Sided Specification( 450 g ± 5 g)
Upper Specification Limit( USL) VOC
if above, out of specification
Lower Specification Limit( LSL) VOC
if below, out of specification
Target (T) VOC
goal( one value)
RUMBA
Reasonable- not too tight, not too loose ( External VOC)
Understandable - clear, unambiguous ( External VOC)
measurable( External VOC)
Believable - employees “ bought in”( Internal VOC)
Attainable - process can meet satisfaction( Internal VOC)
COPQ
cost of poor quailty
Quality Defined: Tradition
Quality = compliance with specifications
rework
scrap
Quality Defined: Six-Sigma
Quality = on-target performance with minimum variation
“Goal Post” Quality
Inconsistency across the range
Process adjusted to meet specifications
Once the specification is met, individuals’ responsibility ends
money and time are spent to react to out-of-specification product and service
Focus is on yield ( good), a lag measure disconnected from reality
Six Sigma- On-Target Quality
Consistency centered on the target
Process standardized to meet specifications
Individuals are continually responsible for reducing variation
Money and time are spent to proactively understand and eliminate variation
Focus is on capability, a lead measure connected to quality
Rolled-Through-Yield( RTY)
ipo x ipo x ipo x ipo
COPQ is typically 25-40% of revenue
scrap
rework
inspection
expedite
extra inventory
high working capital
warranty
lost customer loyalty
lost sales
engineering changes
late deliveries
Short term
calculated from approximately 20 to 30 subgroups
variability is often relatively small
Long-Term Capability
Samples come from different machines, operators, measuring equipment, and even environmental factor changes
Variability is often greater than short term capability due to( special cause variation and mean shift)
Brainstorming
verbal
Nominal Group Technique
non-verbal
x represents( independent)
input
f represents( change)
function
e represents
errors or uncertainty surrounding how accurately the Xs are transformed to create outcome
Y represents( dependent)
output or results you desire or need
Determinism
The principle that you can create a desired outcome by configuring and
controlling inputs in a specific manner
We analyze:
The inputs (Xs) and the process (f), and then implement
the best possible combination to achieve our objective
Reactionary
we exercise direct control over our environment instead of allowing our
environment to control us_____
True
Correlation does not imply causation
Causal connection likely exists if:
A reasonable explanation exists
• The connection happens under different environmental conditions
• You’ve ruled out confounding variables
Variation_____ from expectation
deviation
What is the central theme of Six Sigma
The characterization, measurement, analysis, and control of variation
Common Cause Variation
AKA natural variation
Embodied in the e in the transfer function
Special Cause Variation
AKA assignable variation
Special causes are specific things you can identify and do something about
Coping with variation
First, reduce special-cause variation
second reduce common cause variation
( Data Collection: VOP) Measuring translates knowledge into
numbers
Without measuring your ___ and ___, your ability to improve will be weak
x;y
Quantitative measures
continuous, length, weight, time
qualitative
discrete/ attribute: pass/ fail, dent/ no dent, yes/no
Leverage
The ability to apply effort toward the critical few Xs that have the greatest
impact on your desired Y
Pareto’s Law
roughly 80% of the effects come from 20% of the causes
When you look for leverage in business, you search for the _______________ of the variables to
provide the majority of the power.
minority
We find the critical ________ by following a structured process for defining, measuring, and
analyzing all the cause-and-effect relationships
few
Define
VOC + VOB
Measure
VOP
Analyze
VOC + VOB vs. VOP
Six Sigma gives you the tools needed to quantify risk and know whether you're making an appropriately accurate analysis or have succumbed to the ravages of the all-too-common disease of analysis
paralysis
A program is a group of related_____ managed in a coordinated way to obtain benefits and control not available from managing them individually.
projects
A project is a _______endeavor undertaken to create a unique product, service, or result
temporary
1.) Core Team( Steering Committe)
Six Sigma is a top-down initiative
Begin with a team of executives who ensure the efficient and effective rollout of the Six Sigma Program:
Make the initiative visible
Set stretch goals
The core team is cross-functional
• Executives & Business Unit Leaders
• Functional Leaders
• Finance( provide $, measure ROI)
• Training ( provide $, measure ROI)
• Information Technology
• Human Resources( belts + payment levels)
• Communications
• Six Sigma Deployment Leader-→ reporting up to the rest of the core time
2.)Six Sigma Deployment Leader
The deployment leader ensures the effective alignment of corporate
strategic goals with business unit deployment plans.
• Accountable for Six Sigma results
• Drives the mission and vision (mission: why? , vision: what it will like when done)
• Removes barriers
• Internally publicizes Six Sigma
• Creates and maintains passion and commitment
• Briefs the core team (steering committee) on progress
3.) Project Champion
Project champions are responsible for disseminating and successfully
applying Six Sigma technical know-how.
• Identifies, selects, scopes, prioritizes, and assigns __projects__________
• Selects Black Belts, Green Belts, and Yellow Belts
• _Support__ the project through removal of barriers, securing resources, coaching, and
reviewing status
• Establishes a backlog of projects
• Briefs the deployment leader on progress
• Promotes best-practices and reuse across organizational boundaries
4.) Belts
Master Black Belt( most knowledge/ skills)
• Full-time
• Teaches and mentors ( coach)
Black Belt
• Full-time Job
• Leads complex projects
Green Belt( Part- time job)
• Part-time
• Leads simple projects
Yellow Belt( least knowledge/skills)
• Part-time
• Identifies measurement scales, defines critical process factors, collects
some data, etc.
Roles of Six Sigma
Core → deployment leader → project champion → deployment leader → core team
Responsbilties
initialize stage, deploy stage, implement, expand stage -→ sustain stage
Initialize Stage
Establish goals and install infrastructure …
• Launch planning
• Human resource guidelines
• Communications plan
• Financial guidelines( ROI)
• Project selection guidelines( goverance)
• Project tracking and reporting
• Management dashboards→ lead & lag metrics
• IT (information technology) support
Communication plan
message: who, what, why, when
medium: where, how
5 C’s of a message: clear, concise, creative, compelling, continuous (not space)
Deploy stage
assign staff
project champions
black belts
green belts
yellow belts
train/eqip
deploy the infrastructure of initialize stage
Implement Stage
DMAIC
Implement projects and improve performance, yielding finance results
Expand Stage
Expand (Roll Out) Six Sigma to new locations, lines of business, and domains of activity
managing for breakthrough
thinking for breakthrough
designing for breakthrough
processing for breakthrough
Managing for breakthrough
Entails all the plans, systems, and processing for leading improvement within an organization.
thinking for breakthrough
a set of guiding principles that fuels cultural change and gets many people speaking the same language of performance.
designing for breakthrough
encompasses the activities that focus on optimizing the design process prior to (before) manufacturing products, delivering services, or conducting transactions for customers.
processing for breakthrough
The realm of activity focused on optimizing the performance of exiting businesses and operational processes.
sustain stage
• The focus changes from a project orientation to a process-management approach.
• The culture is self-healing
• The Six Sigma project becomes a tool for addressing flare-up issues