quality and cost management: methods and results
DESCRIPTION
Summary of methods and results for reducing cost, driving quality upstream, optimizing systems, managing suppliers, accelerating time to market, and improving performanceTRANSCRIPT
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+
Tim RodgersMethods and Results
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+Method: Design for Low Cost
Re-design, challenging the assumptions:• DFX: manufacturability, sourcing, reliability, support• Integration: one part or subsystem doing multiple jobs• Simplify, remove low-use / low-value features• Reduce size and weight for lower shipping cost per unit
Typical approach, design is the constraint• Lower cost materials• Lower cost suppliers• Lower cost factories
The design is what it is, we’re
stuck with it
There are other designs
that meet customer
requirements at lower cost
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+Method: DFM for Printed Circuits
Designer interviews
re: common tradeoffs
Production cost &
yield data
DFM Manual
Tools that enable circuit designers to choose options based on the
relative cost in materials and processing
More circuit layers(material cost)
Smaller conductors(yield loss)
Example
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+Method: Analyzing Cost of Quality
Field repair, customer support, and other warranty
costs
Internal yield loss, scrap, and
rework
Design failure:Design doesn’t meet requirements or isn’t robust under a range of operating conditions (often appears as a part failure)
Work instruction
s & training
Production process failure:Improperly assembled from good parts, or damaged prior to shipment
Part failure:Part did not meet the performance required by the design
Tolerance failure:Design fails to account for natural variation in part characteristics and assembly processes
System design
Production process
design
Supplier performance
Part design
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+Results: Lower Cost Production
Monthly J un-2010 J ul-2010 Aug-2010 Sep-2010 Oct-2010 Nov-2010 Dec-2010 J an-2011 Feb-2011
Net Yield 88.02% 91.80% 92.87% 93.18% 94.81% 95.49% 96.65% 97.01% 96.95%
Target 95.00% 95.00% 95.00% 95.00% 95.00% 95.00% 95.00% 95.00% 95.00%
88.02%
91.80%92.87% 93.18%
97.01% 96.95%
96.65%95.49%94.81%
80.00%
82.00%
84.00%
86.00%
88.00%
90.00%
92.00%
94.00%
96.00%
98.00%
Jun-2010 Jul-2010 Aug-2010 Sep-2010 Oct-2010 Nov-2010 Dec-2010 Jan-2011 Feb-2011
Net Yi el d Targetyield
Mfg process change to reduce defects for critical subassembly
Design change to provide greater assembly tolerance
Assembly jigs to reduce variability during part installation
Better ESD protection for critical PCAs, eliminating accidental discharge during assembly
Increased production capacity by 10%Reduced operating expenses per lineEstimated savings = US$1.1M per year
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+Results: Lower Cost Factory Test
Packaging and outbound audit
Product quality & reliability audit testing
100% end-of-line testing
Top-Level Assembly Rework
Improved yield
Eliminated rework stations
Reduced sampling for audits
Lower operating expensesFaster throughput
Fewer tests and consumables
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+Results: Lower Cost SW Testing
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+Results: Lower Support Cost
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+Method: Support for Quality
> Internal = scrap, rework, hours spent managing quality issues> External = warranty cost, field repair
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+Method: Driving Quality Upstream
Cost to address quality issues
Upstream in the value delivery systemHold suppliers accountable for quality
Upstream in the product development processDesign-in quality and verify before ramp
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+Method: Quality Maturity Model
Increasing Cost
Effectiveness
External failures
Corrective action
Internal failures
Improve test & inspection
Corrective action
Analyze failures to understand causes
Improve design, part quality, and production processes to make failures less likely
Prevention based on proactive analysis of the design
Control parameters that are critical to product performance, out-of-box quality, and reliability
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+Method: SW Development & Test
Checkpoint
Functionally Complete
Code Freeze
Development Priorities Role of Testing
Invention & investigationNew features &
capabilities
Design improvementsAdditional robustness
Optimize for final releaseEmphasis on defect fixes
Rapid, focused evaluation of new
functionality“Does this work?”
Broad and deep: many use cases and configurations
“Find defects so we can fix them”
Rapid, focused regression to verify defect fixes“Did we fix it without breaking something
else?”Final Release
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+Results: Rework from China Factory
W17
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W25
W27
W29
W31
W33
W35
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W39
$0
$4,000
$8,000
$12,000
$16,000
$20,000
Rework cost
Problem: Excessive rework on subassemblies from China factory
Possible solution:Outbound inspection
Better solution: Raising awareness of costs with local managers Training Team incentives Work instructions in local language instead of English
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+Results: Software Install Time
Before After0%
5%
10%
15%
20%
25%
0
5
10
15
20
25
30
35
40
Call rateAverage length of call (min)
Original SW installation process
Focused design effort to shorten time and eliminate
defects Up to 30 minutes to install on a
single system
Confusing process including specific manual steps that must be executed in sequence
Many opportunities for the user to interrupt the process, requiring a lengthy phone call to customer support
Customer less likely to use the SW after installation, negative impact to revenue and loyalty
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+Results: Part Quality Improvement
W26
W28
W30
W32
W34
W36
W38
W40
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W44
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W50
W52
0
500
1000
1500
2000
2500
3000
3500
4000
Defe
ct
PP
M
Old inventory
Additional inspection
before shipment
Improved handling
procedures
Process changes to eliminate causes of damage
Leadership of kaizen projects at this critical supplier reduced inspection and rework costs by 45%
Goal
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+Results: Eliminating Inspection
Stable platform consistently exceeding customer’s quality goals
Excessive inspection reduced margins
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98
98.2
98.4
98.6
98.8
99
99.2
99.4
99.6
99.8
100
Ne
t E
OL
Yie
ld (
%)
Target = 98.5%
Eliminated all in-process inspection, saving 5 people per shift
Reduced incoming part sampling rate for most parts, and reverted cost of remaining incoming inspection to suppliers, saving 8 people per shift
Implemented SPC on critical factory processes to provide earlier detection of quality issues and control
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+Method: Process Investigations
1. Do they know there is a process?Inform them
2. Do they know how to use the process?Train them
3. Do they ignore the process?Explain to them
4. Do they have a better way?Learn from them
Does the process take too long?Apply Theory of Constraints (identify and manage the bottleneck)
Does the process deliver inconsistent results?Determine the causes of variability and eliminate
Does the process fail to deliver expected results?Check output from each step
Process is not being used
(people problem)Process is
inefficient or ineffective (process problem)
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+Method: Process Convergence
Communicate value of
convergenceDetermine value of
local configuration
s
Clearly articulate expected benefits
Change managemen
t
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+Results: Factory Line-Down Process
Define Problem
Describe Current
Situation (Is / Is Not)
Propose Possible
Root Causes
Test Root Causes
Propose Solutions
Test Solutions
Integrate and
Monitor Change
Before After0
1
2
3
4
0%10%20%30%40%50%60%70%80%90%100%
Cycle Time (hr)Recurrence (%)
Before: No process, rapid trial and errorHigh recurrence of issues
After:Systematic approachLonger process, but highly effectiveLower overall cost
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+Results: Design Change Process
Situation: Part design changes to reduce material cost or address field quality issues hampered by a slow and ineffective process
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+Method: WW Supplier Experience
SingaporeMalaysiaThailandIndonesia
GermanyFranceUKIrelandSpainHungaryCzech Rep. India
JapanS. KoreaTaiwanChina
USCanadaMexico
Brazil
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+Method: Supplier Audit Program
Routine Audit:• Management commitment• Statistical process control• Problem solving• Incoming inspection• Training, work instructions• Preventive maintenance, calibration• Specifications and document control• Internal audits• Record keeping• Shop floor control & 5S
Competitive quote
from RFQ
First articles
pass inspection
Is the supplier capable of sustaining
performance?
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+Method: Supplier Quality Maturity
Supplier
Supply Chain Partner
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+Method: Driving Quality Upstream
It’s not about preventing bad parts from being shipped …
It’s about preventing bad parts from being built in the first place
Product characteristic (e.g., functionally critical
dimension)Production
process parameter (leading
indicator)
Process capability to consistently
meet specification
Process control to reduce variability
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+Method: Benefits of Partnership
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+Results: Favored Supplier Program
Favored suppliers (based on quality performance)Favorable pricing and payment termsLow inventory, ship-to-stockAccelerated qualification of new part numbersAudit inspection of incoming lots
Other suppliersIncoming inspection charges reverted(First article failures, defective parts found on the line)
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+Results: Molded Plastic Supplier
Supplier provided large quantities of injection molded plastic parts
Problem: inability to consistently meet critical dimensions and cosmetic requirements
Optimum temperature and pressure had been defined for the part, but the supplier had failed to conduct a window study to determine the allowed ranges, or account for mold wear and cavity variations
Performance improved after the supplier established process control limits and regular sampling from cavities with support from the customer.
Pre
ssure
Melt temperature
Flash
Shorts
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+Results: Gold Plating Thickness
Supplier provided gold plated contacts for printed circuits.
Problem: gold thickness varied outside the spec limits
Control chart for gold thickness indicated a process that varied outside 3 sigma limits.
Concentration of gold in the plating tank was not monitored regularly and chemical additions were made based on rough estimates.
With support from the customer, the supplier implemented a regular laboratory analysis and strict controls on chemical additions.
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+Method: Rapid Time-To-Market
Invention & investigation
Execution
Design verification:
Can you build one unit that meets requirements?(rapid prototyping)
Production system verification:
Can you build many units that meet requirements?
(early engagement with supply chain)
Experiments, feasibility studiesEvaluate concepts vs. requirementsConverge on a product design
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+Method: Re-Use and Leverage
Product Development Model
Advantages Limitations
Single product: Development of a single product, feature set and price point: one-at-a-time to respond to the market
Laser-focus, enabling design to achieve minimum cost for that feature set without being constrained by earlier choices
Limited design re-use, possibly lengthening the development time; design costs, tooling and parts not amortized across a larger number of units
Platform: Development of a fixed core or foundation that becomes the leveraged, common basis for follow-on derivative products
Initial design and tooling investment is leveraged to subsequent derivatives or extensions with rapid time-to-market
The initial platform design limits derivative product design options, reducing flexibility and market responsiveness
Architecture: Development of a set of interchangeable modules or assets with well-defined interfaces that are designed to enable forecasted product options to meet anticipated needs
High level of design flexibility; initial investment enables lower product development cost for later products; leveraged tooling and faster time-to-market; can easily shift to other development models
Modules are optimized for leverage and re-use, not necessarily for absolute minimum cost
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+Method: Development Phase Gates
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+Method: SW Development Checkpoints
o Testing begins after development is “complete”o Scramble to find and fix high priority defectso Quality usually sacrificed to meet schedule
Traditional “waterfall” software delivery model
Defect fixing, additional non-critical enhancements added and verified
Development
Test & Defec
t Fixing
Modular architecture, core functionality verified by design team before check-in
Later replaced by agile/scrum with staged development & testing
Functionally complete
checkpoint
Phased “prototype” model based on hardware design
Fixed release
date
Lower cost development, better quality
Code freezecheckpoint
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+Method: Time to Achieve Quality
Qualit
y
Prototype builds
#1 #2 #3 Start of production
Target
Failure to meet quality target
at start of production
Additional cost and loss of production capacity
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+Results: Stable Design at Ramp
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100
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Yie
ld (
%)
Target = 95%
Insufficient attention to DFM and quality during development Improvement after ramp required repeated problem solving to determine root causes and successfully eliminate them Higher cost and delayed product introduction until issues resolved
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95
95.5
96
96.5
97
97.5
98
98.5
99
99.5
100
Ne
t E
OL
Yie
ld (
%)
Target = 98.5%
Emphasis on design stability No design changes permitted after last manufacturing readiness build Steady reduction in design-related defects throughout the development phase Zero open waivers at ramp Daily tracking of yield and defects during prototype builds
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+Results: Software Program Tracking
Build
Build
Build
Func
tiona
lly com
plet
eBet
a
Code
free
ze
Relea
se can
dida
te
Relea
se
0%
20%
40%
60%
80%
100%
Tests passedTests failedTests not runTests blocked
Metrics for tracking status: Requirements verified by testing Code turmoil (new or changed LOC) Remaining open defects (weighted) Defect find/fix rate
Clear understanding of work remaining to trade schedule vs. scope vs. quality Predictable outcomes
that meet business objectives
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+Method: Metrics Alignment
Link business objectives to individual/team objectives and performance measures
Considerations:Control over outcomes and improvementBehaviors that are encouraged
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+Method: Improvement Cycle
Jan FebMar AprMay Jun Jul Aug0
2
4
6
8
10
Improvement Plan
Owner Date
A B C D E F0
2
4
6
8
10
12
Pareto of Root Causes 1. Measure performance2. Identify negative trends3. Determine root causes4. Develop improvement
plans to address leading causes
5. Hold owners accountable for improvement
6. Measure, verify, repeat
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+Method: SW Product KPIs
Product Development Objectives
Key Performance Indicator (KPI)
Key processes and behaviors
Value-added: new features that meet customer needs
Incremental revenue dollar contribution as a result of the new features
Better understanding of customer needs to target high-value features
On-time delivery Actual checkpoints vs. plan
Disciplined development processes, an architecture that supports design of incremental features, and high quality to ensure customer rapid qualification
Deployment Penetration, percentage of the installed base using the new features
Tight collaboration with sales and field support to drive new orders and installations
Quality Escapes, defects reported by customers, especially those that prevent the customer from qualifying and deploying value-added features
Dedication to zero defects and reduction of variability
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+Results: Cost Based Metrics
Jan Feb Mar Apr May Jun50%55%60%65%70%75%80%85%
Production Yield
Jan Feb Mar Apr May Jun0.00
0.20
0.40
0.60
0.80
1.00
Defects per Unit
Jan Feb Mar Apr May Jun$0
$1,000
$2,000
$3,000
$4,000
$5,000
$6,000
Cost of Quality
Scrap costRework cost
The data is accurate, but doesn’t inspire
action
Shifting to a cost measure focuses attention on the opportunity for savings
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+Results: Factory Quality TeamFunction Primary
ResponsibilitiesKey Performance Indicators (KPIs)
Quality program management
Quality issue management, primary customer contact window, data reporting
1. On-time and accurate data reporting2. Rapid response and closure of quality
issues3. Effectiveness of issue management
New product quality
Quality plan development and implementation for new products
1. Time-to-quality after production ramp2. NPI Product Quality Scorecard
Manufacturing test
Software support, script development, implementation and maintenance
1. False positive or negatives due to test script
2. Rapid ramp to required level of engineering capability and independence
3. Contribution to productivity and COQ
Document control
BOM and change request management, other document control processes
1. BOM accurate and up-to-date, all partners informed about changes and revisions
2. No mistakes due to incorrect PN revisions3. Cycle time for change process, from
initial request to approval and implementation
Quality engineering
Proactive opportunities for yield, quality and COQ improvement
1. Measurable yield, outbound quality, or COQ improvement
Quality assurance
Inspection, testing and data reporting for production lines
1. Escapes found by subsequent audits2. Contribution to productivity
Supplier quality management
IQC inspection, management of corrective action with suppliers, proactive monitoring of part quality
1. COQ for IQC2. Percent of suppliers achieving favored
status3. Escapes and line-downs due to part
quality
What’s important is that each function has independent control over their KPIs
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+Results: R&D Department Aligned
Gross margin / R&D expense
Every activity should contribute,
or why do it?New feature
Improved performance
Improved cost or quality
Improved infrastructure
Sales, revenue
Operating expense
Productivity, throughput
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+Results: SW Testing Effectiveness
A B C D E F G H J0%
20%
40%
60%
80%
Reported Defects FixedCall Rate
SW release
Offshore software testing service engaged as a partner
With encouragement from the customer, the supplier invested in training to improve testing and increase the percentage of defect reports that resulted to a code change (defect fix)
The improved quality of service contributed to the steady reduction in support call rates for each software release
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+Method: Quality Culture Transformation
Passive reporting of quality issues
Waiting to react to customer escalations
Corrective action to fix the problem
Issue closed when plan is implemented
End-of-line quality measures based on testing and inspection
IQC, sorting, testing, audits, inspection
Quality metrics required by the customer
Test plans developed and provided by the customer
Quality is the responsibility of the Quality department
Leadership to close quality issues
Proactive quality improvements based on understanding
Understand and eliminate root cause
Issue closed when improvements are measured
In-process measures as early indicators (SPC)
Drive quality upstream (design and parts)
Cost of quality (COQ) and other internal metrics
Quality plans developed with the customer in mind
Quality culture in the entire organization
FROM TO