Cookies help us display personalized product recommendations and ensure you have great shopping experience.

By using this site, you agree to the Privacy Policy and Terms of Use.
Accept
SmartData CollectiveSmartData Collective
  • Analytics
    AnalyticsShow More
    chatgpt image jul 13, 2026, 04 23 45 pm
    How Data Analytics Helps Companies Improve User Engagement
    19 Min Read
    chatgpt image jul 13, 2026, 03 59 46 pm
    How Data Analytics Improves Multi-Location Search Strategies
    10 Min Read
    cybersecurity efforts
    How Behavioral Analytics and AI Are Redefining Cybersecurity for Boca Raton Businesses
    14 Min Read
    data driven risk management in heatlhcare
    How Data Analytics Is Changing Healthcare Risk Management
    17 Min Read
    big data and customer service outsourcing
    How Data Analytics Improves Customer Service Outsourcing
    18 Min Read
  • Big Data
  • BI
  • Exclusive
  • IT
  • Marketing
  • Software
Search
© 2008-25 SmartData Collective. All Rights Reserved.
Reading: Quality and warranty cost reduction strategies
Share
Notification
Font ResizerAa
SmartData CollectiveSmartData Collective
Font ResizerAa
Search
  • About
  • Help
  • Privacy
Follow US
© 2008-23 SmartData Collective. All Rights Reserved.
SmartData Collective > Business Intelligence > CRM > Quality and warranty cost reduction strategies
Business IntelligenceCRMData MiningPredictive Analytics

Quality and warranty cost reduction strategies

JamesTaylor
JamesTaylor
4 Min Read
SHARE

Copyright © 2009 James Taylor. Visit the original article at Quality and warranty cost reduction strategies.Jim Johnson of IBM gave IBM’s point of view on quality lifecycle management. Jim works in Global Services and works with auto and truck manufacturers. IBM’s research shows:

That warranty reserves accrue at between 1% and 3% of sales and this […]


Copyright © 2009 James Taylor. Visit the original article at Quality and warranty cost reduction strategies.

Jim Johnson of IBM gave IBM’s point of view on quality lifecycle management. Jim works in Global Services and works with auto and truck manufacturers. IBM’s research shows:

More Read

big data payroll
3 Common Payroll Errors That Can Be Resolved with AI Solutions
Stephen Wolfram discusses Wolfram|Alpha: Computational Knowledge Engine
Big Data Bubbles Up Trouble!
HR Vendors: Is It Time to Stop Talking About Big Data?
Delivering Data Warehousing and BI Projects using Agile
  • That warranty reserves accrue at between 1% and 3% of sales and this is continuing to increase.
  • Detection to correction cycles average over 100 days and can exceed 220
  • Electronics in cars adds complexity
  • No trouble found issues are increasing and are tricky
  • Disconnected and regionally based claims systems don’t provide a comprehensive view

Global warranty management is their approach to addressing these isues and this involves a common system, common processes and governance and global business rules. The need is to identify and correct warranty issues as quickly as possible, as early in the lifecycle as possible. Business rules and advanced analytics (decision management, in other words) are critical to managing this.

Also, they see that bringing new data sources from blogs, enthusiast sites, call centers and integrating with the data from claims can really improve the results. But this data must be managed and turned into an asset through the use of analytics and the application of business rules – make sense of the data and get earlier awareness of what is going on.

Their model involves defining a strategy, building on standard processes, ensuring governance, thinking globally and doing all this on a solid architecture. Key elements:

  • Diagnostic information systems are part of the architecture and are important to bringing the raw data captured about vehicles with problems back to the engineering community.
  • Warranty Claim Processing using business rules and integrated with diagnostics
  • Data warehouse that integrates all the various data elements
  • Sharing the data to suppliers and manufacturers as needed
  • Quality analytics using diagnostic data analysis, claims analysis (including accrual forecasting and fraud trends), supplier quality analytics and predictive early warning for problems.

It is all about “earlier warning”. He gave an example of using telematics and diagnostic systems to both collect data automatically from vehicles and push early warnings back to owners. Obviously this requires the rapid integration of the diagnostic data, effective analysis of this data and automated actions taken as a result (using rules).

Clearly this vision of IBM’s for future warranty systems is heavily reliant on the use of decision management to make all the data being collected active.

Previous


Link to original post

Share This Article
Facebook Pinterest LinkedIn
Share

Follow us on Facebook

Latest News

chatgpt image jul 13, 2026, 04 23 45 pm
How Data Analytics Helps Companies Improve User Engagement
Analytics Big Data Exclusive
chatgpt image jul 13, 2026, 04 19 58 pm
Can AI Help Companies Improve PPC Fulfilment?
Artificial Intelligence Exclusive
chatgpt image jul 13, 2026, 04 14 54 pm
How AI Helps Companies Adapt to Fulfillment Strategy Changes
Artificial Intelligence Exclusive
chatgpt image jul 13, 2026, 03 59 46 pm
How Data Analytics Improves Multi-Location Search Strategies
Analytics Big Data Exclusive

Stay Connected

1.2KFollowersLike
33.7KFollowersFollow
222FollowersPin

You Might also Like

A Card-Swipe for Medical Tests

2 Min Read

Connecting the Enterprise: The VMware – Lithium Technologies Partnership

4 Min Read

Modeling Visualization Macros

7 Min Read

Super Bowl 12: It’s All Over But For Measuring the Impact of The Shouting

6 Min Read

SmartData Collective is one of the largest & trusted community covering technical content about Big Data, BI, Cloud, Analytics, Artificial Intelligence, IoT & more.

ai is improving the safety of cars
From Bolts to Bots: How AI Is Fortifying the Automotive Industry
Artificial Intelligence
ai in ecommerce
Artificial Intelligence for eCommerce: A Closer Look
Artificial Intelligence

Quick Link

  • About
  • Contact
  • Privacy
Follow US
© 2008-26 SmartData Collective. All Rights Reserved.
Welcome Back!

Sign in to your account

Username or Email Address
Password

Lost your password?