WiQTr IBM Software Universe presentation ( IBM) SESSION 5 · T4= Root cause analysis output data...
Transcript of WiQTr IBM Software Universe presentation ( IBM) SESSION 5 · T4= Root cause analysis output data...
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Solution OverviewSolution Overview
Wipro’s Solution for Quality Transformation
Solution Conceptualized by
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For Global Auto Industry , Cost of Warranty is a For Global Auto Industry , Cost of Warranty is a significant area of concernsignificant area of concern
Warranty is a necessary evil
Any savings here directly impacts organizational bottom line
US AUTOMOTIVE DATA _ WARRANTY CLAIM RATES_ 2003~07 ( source : Warranty Week )
Trouble Foundparts
NO Trouble Foundparts
Design /Manufacturingissue
DealerCompetenceIssue
DealerIntentionIssue
Enterprise Quality Management
problem
ClaimsManagement
problem
Cost of Parts Replaced
(+)Cost of Labor , System ,
Training , analysis ,
lost sales ,….
Negligible Presence ofComprehensive
solutions
Quite a few players
In the market
TRANSFORMATIONAL TRANSACTIONAL
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What is expected out of an Enterprise Quality What is expected out of an Enterprise Quality improvement solution ?improvement solution ?
Provision to capture a wide spectrum of Quality inputs from field and not merely the Warranty Claim inputs
Capability to also analyze 100% of such inputs : both Structured as well as Unstructured
Assistance to Root Cause Analysis ( RCA ) through a Decision Support System which links forward with backward traceability information
Seamless Communication of the RCA output into the product / process improvement activities
Build a single platform that can potentially enable all possible kinds of Quality Assurance & Management activities
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Introducing WiQTr : a unique comprehensive Introducing WiQTr : a unique comprehensive Enterprise Quality improvement frameworkEnterprise Quality improvement framework
Dealer analyses failure
Failures Outside Warranty
Failures Under Warranty
Failure Investigation
Part Return
Warranty Data
Structured Warranty &
Traceability
Data Mart
ECR releasesD/P FMEAReliability Engg
Future FailuresPrediction Recalls mgmtSpare Parts Mgmt
PredictiveAnalytics
RCADESIGNIMPROVEMENTS
EARLY WARNING &RECALLS MGMT
Claim Upload
Physical parts scanning
Stage II Stage IIIFinal Output
T1=Structured Warranty claim data tableT2= Traceability data table
Text Analytics
Traceability
Stage I
Warranty Data
Physical parts scanning
Supplier wideRecovery inputs
SUPPLIERRECOVERY
Field & Call centre data
Text Analytics
T3= Field & Call centre data tableFuture warrantyCost / vehicle
WARRANTYBUDGETING
T4= Root cause analysis output data table
Dashboards withalerts
WARRANTYPERFORMANCEMONITORING
RCAIntelligence
inputs
RCAOutput
Knowledgebase
Service , Dealer &R&D knowledge
Base – intranet site,Bulletins,etc
Extended Warranty
Product design+
ReinsuranceCover decision
support
VOC(+)
1
2
3
4
Telematics
feeds
5
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WiQTrWiQTr’’s uniquenesss uniqueness
WiQTr helps to address the TRANSFORMATIONAL aspect of quality when most of the
quality systems are aimed at improving TRANSACTIONAL aspects
WiQTr is positioned in a space which is NOT addressed either by large enterprise players or by smaller niche players.
WiQTr impacts an organization across it’s complete value chain : from Product Development till Service.
WiQTr has applicability across multiple industry segments like Automotive ,Industrial & General Mfg , Hi Tech & Consumer Durables , across all geographies and across all types of customer sizes
WiQTr IS NOT A SHRINK WRAPPED PRODUCT , but a conceptual framework which has individual components identified and synchronized , business logic defined & basic screens designed – all of which can be customized to suit the needs of each customer but yet maintain a SHORTER DEPLOYMENT time frame with very competitive PRICING.
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Input Data
Key Feature # 1Key Feature # 1 : Usage of Text Analytics to extract useful information from unstructured text
Create Categories
Run NLP
Create Rules
Run Rules
Components
clutch
clutch disc
clutch disc liner
clutch release finger
clutch disc liner surface
clutch slave
gear box
pr plate
clutch damper spring
Problems
uneven
loose
deep scored mark
worn out
slippage
glazed
disintegrated
loose tension
Two different Categories – Components & Problems
<kw cat=".tkm_en_base_word.noun.general" val="clutch"><kw cat=".components" val="clutch release finger height"> <kw cat=".problems" val=“uneven">
<mi category=".conditions" name="" value="${0.lex} ${1.lex} ${2.lex}"><w category=".components" id="0" /> <w id="1" pos="verb" /> <w id="2"
lex="/^((break)|(crack)|(loose)|(defect)|(diffective)|(flakked)|(sticky)|(scorred)|(damage)|(disintegrate)|(dislocate)|(leaky)|(worn out)|(fallen)|(inefficient)|(pit)|(free)|(cracked)|(problem))$/" /> <kw cat=".conditions" val="clutch release finger height uneven">
Add to Database
Model Complaint Code
Complaint
Hunter Clutch Jerky
Complaint was verified and found true. clutch pressure plate removed and observed that its clutch release finger height was uneven. if you depress clutch release finger one clutch release finger remains in that condition only it was returning back after releasing of pressure from clutch release finger causing above complaint. pr.plate spigot is jam in pr. plate cover.
Model Complaint Code Conditions Occurrence
Hunter Clutch Jerky clutch release finger height uneven
1
IBM® OmniFind™ Enterprise Edition + IBM ® Content Analyzerhave been embedded here
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Key feature # 2Key feature # 2 : enabling Enterprise Quality Improvement : RCA analysis decision supportPart Number: 352789645
Date of Production: 29-08-2006 Shift: B
In house Batch Code: B2
Supplier: Houston Automotive Supplier’s Batch Code: MT 2569W
Inspection Status: OK
Assembly Operator (St 3): Turner QA Operator: Barneyl
Inspection Parameter (1): Dia. 20.09 Limits: 20 +/- 0.1
Inspection Parameter (3): Hardness BHN 58 Limits: BHN 60 – 5
Production/QA Comments: Test Rig not working due to breakdown of hydraulic power pack, Manual setting done.
Part Number Supplier Complaint Description Action Taken
352789645 Houston Automotive
AS PER REPORT ENGINE STOPPED AND LOCKED. CUSTOMER REPORTED REPEATED OVERHEATINGOF ENGINE AND STALLINGWHILE SCALING GRADIENT
ON INVESTIGATION, FOUND THAT THE CYLINDER HEAD GASKET WAS BLOWN OFF WHICH LED TO COOLANT LEAKAGE
Summation of failures for that
Batch Code
Failures for that Batch Code divided by total production for that Batch Code
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Key feature # 3Key feature # 3 : enabling Product Development process integration : FMEA table fill up support
Potential
Failure Mode
Potential
Effect's) of
failure
Severity
Potential causes /
Mechanism of Failures
Occurrenc
es
Detection RPN
Recommende
d Action
Responsibility And Target Date
Action Result
Action Taken
Severity
Occurences
Detection RPN
CLUTCH JERKY
Inconsistent pressure of friction pad 8
clutch release finger height uneven 7 3 168
Hardness increased to 52BHN
pr.plate spigot jam 1
Complaint Code -Short
Complaint Code -Long Customer Complaint Dealer Analysis
C019CLUTCH JERKY
Complaint was verified and found true. clutch pressure plate removed and observed that its clutch release finger height was uneven. if you depress clutch release finger one clutch release finger remains in that condition only it was returning back after releasing of pressure from clutch release finger causing above complaint. pr.plate spigot is jam in pr. plate cover.
Inconsistent pressure on the Friction pad leading to jerky driving conditions
Hardness of Clutch release finger to be increased from 45 BHN to52 BHN
RCA output
User to fill
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Key feature # 4Key feature # 4 : enabling Quality engineering process : Reliability Analytics
MTTF / MMTF computation(average of the difference between Complaint date / mileage & Vehicle sold date / mileage )
Survival Curve(Weibull Analysis )
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Potential Claims for any Part No – say – 256983527 for a future quarter –
Say Q+1 , when considered at the present quarter “Q” :
Weighted Average of Q-1(20%), Q-2(30%) and Q-3(50%)
The forecast can be drilled down by geography, supplier or Model
This forecast can also be done from the survival graph derived from Weibull Analysis
Key feature # 5Key feature # 5 : enabling Warranty cost budgeting & Service parts emergency planning
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Early Warning Signals can be received from the each of the key solution functionalities of this solution framework –
1.Root Cause Analysis output 2.FMEA3.MTTF / MMTF outputs4.Survival graph5.Future failure estimation
Key feature # 6Key feature # 6 : Helps in providing Early Warning signals
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Customer Revenue(bn USD)
207 9Warranty Spend(bn USD) @ 2.5%
5.175 0.225Cost of parts
(bn USD) @ 75%3.88 0.169
0.5% failure
Reduction (mn D)20 1
0.5% less Incorrect
Parts repl (mn D)20 1
0.5 % more of Efficient supplierRecovery (mn D)
20 1
Total savings( mn USD )
60 3
LARGE SMALL
returnsreturns 20 x20 x 2 x2 x
SolutionSolution’’s Value Proposition : ROIs Value Proposition : ROI
1. Less number of failures –> Less number of dealer trips by customers leadingto saving in time and fuel costs.
2. Less number of warranty claims means dealers can use their service facility for more paid service .
3. Better failure knowledge mgmt would mean that service technicians to become more productive.
4. Better failure intelligence would help suppliers to act on failure prevention at theirend leading to reduced supplier recoveries in future.
Quantitative Dimension Qualitative Dimension
Returns are expected to justify
the investments comfortably
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Analyst TestimonialsAnalyst Testimonials
Analyst Comments : AMR ( Simon Jacobson )This Offers much more than niche vendors with comparable offerings
Analyst Comments : IDC (Joe Barkai )OEMs and Tier I suppliers will see value in WiQTr.
Analyst Comments : Gartner ( Thilo Koslowski and Dan Miklovic )WiQTr exceeds our expectations . There isn’t a more comprehensive quality improvement solution that I am aware of !
Industry Body Association Comments : OESA ( John Chalifoux )This is what the industry wants !
Customer Reference by an analyst ( Gartner ): a rare phenomenon