Contact us

Quality defects without known cause in manufacturing

Manufacturing plant

Drew Marshall, Kepner-Tregoe

Globally, the manufacturing sector continues to confront a tight labor market and macroeconomic supply chain issues causing an unfavorable business climate and ongoing economic uncertainty. While external factors may play havoc, in many cases it is the elements over which there might be greatest control causing the most heartache. Quality defects without known causes present some of the most significant challenges for manufacturers. The accumulation of defects, the over-reliance on containment strategies, the cumulative effect of multiple minor issues, and the misallocation of resources all contribute to a complex and costly problem set. However, by implementing targeted solutions such as Systems Improvement projects and empowering quality managers through tools like Potential Problem Analysis, manufacturers can effectively address these issues.

Skip to Part 2: The Consequences of Containment Without Resolution
Skip to Part 3: Death by a Thousand Cuts: The Cumulative Effect of Multiple Defects

Part 1:
The Accumulation of Issues – the Silent Culprit

In the ever-challenging world of manufacturing, quality defects often accumulate unnoticed until they reach a critical mass. Initially, these issues might seem trivial, but as they pile up, they create a significant problem. This accumulation of defects can be likened to a silent assassin, sneaking up on manufacturers until they are faced with a mountain of rejected components, parts, or finished products. The gradual build-up of rejects – often referred to as the “slow bleeding” phenomenon – can be devastating to a manufacturing operation.

Better Decision Making

Implement data-driven decision-making processes that rely on real-time monitoring and analytics. Use predictive analytics to identify patterns and trends that indicate potential quality issues before they become critical.

Problem Solving

Adopt root cause analysis (RCA) techniques to investigate and address the underlying causes of defects. Tools like Fishbone diagrams and the 5 Whys method can be instrumental in uncovering hidden issues but root cause unknown problems must be rooted out and addressed in order to prevent unwanted reject accumulation.

Prioritization

Use a priority matrix to rank issues based on their current impact, future impact and timeframe urgency. Focus on addressing high-impact issues first to prevent them from escalating.

Risk Mitigation

Develop a risk management plan that includes regular audits and inspections. Use Failure Mode and Effects Analysis (FMEA) and Incident Mapping to anticipate potential defects and implement preventive measures.

Let us help you with your silent culprits and reach out to KT to learn more about Targeted Performance Improvement

 

Quality defects in manufacturing

Part 2:
The Consequences of Containment Without Resolution

When faced with quality defects, the immediate response of many manufacturers is to contain the bad components, parts, or finished products. Stockpiles of work in progress and rework certainly don’t add to streamlining and efficiency. This containment strategy, while aiming to prevent defective items from reaching the customer, does not address the root cause of the defects. As a result, the same issues recur, leading to a vicious cycle of containment and recall. This approach is both inefficient and costly. For instance, in the automotive sector, recalls can cost billions of dollars annually. In 2023, US automakers General Motors (GM), Ford, and Tesla spent $10 billion on recalls and warranty claims, which was $1 billion more than in 2021. That same year, the number of product recalls in the US increased by 11% from 2022 to reach a seven-year high. These recalls not only hurt the bottom line but also damage the brand’s reputation and erode customer trust.

Better Decision Making

Transition from reactive to proactive decision-making by implementing an early warning system that flags potential defects before they necessitate containment.

Problem Solving

Use structured problem-solving frameworks like Problem Analysis combined with DMAIC (Define, Measure, Analyze, Improve, Control) to systematically resolve quality issues and prevent recurrence.

Prioritization

Develop a containment action plan that prioritizes resolving root causes over short-term fixes. Ensure that resources are allocated efficiently to tackle the most pressing issues.

Risk Mitigation

Create a comprehensive quality assurance program that includes regular review and refinement of containment strategies. Conduct post-mortem analyses of containment events to learn and improve.

Take control of recurring quality issues by addressing their root causes. Learn how Kepner-Tregoe’s Root Cause Analysis (RCA) training can help you move beyond containment and create lasting solutions.

 

coal processing plant

Part 3:
Death by a Thousand Cuts: The Cumulative Effect of Multiple Defects

The problem of quality defects in manufacturing is often not due to a single fault but a series of small issues that grow over time. Often these small issues seem inconsequential and are explained away or ignored. This phenomenon is aptly described as “death by a thousand cuts”. Each defect, while minor on its own, contributes to a larger problem that becomes increasingly difficult to manage. Over time, these small issues can lead to significant financial losses, production delays, and customer dissatisfaction. The cumulative effect of these defects can be devastating, highlighting the need for a comprehensive approach to quality management.

Better Decision Making

  • Establish a decision framework that incorporates feedback loops and continuous improvement cycles. Use key performance indicators (KPIs) to monitor defect rates and take corrective actions promptly.
  • Utilize decision support systems (DSS) that integrate data from various sources to provide a holistic view of the manufacturing process and inform decision-making.

Problem Solving

  • Employ Lean Six Sigma methodologies to streamline processes and reduce variability. Continuous improvement tools like Kaizen can help identify and eliminate sources of waste and defects.
  • Adopt Agile problem-solving techniques that allow for rapid identification and resolution of defects. Implement cross-functional teams to address complex issues collaboratively.

Prioritization

  • Apply Pareto analysis (80/20 rule) to identify the most significant sources of defects and focus efforts on addressing these critical areas first.
  • Implement a defect tracking system that categorizes and prioritizes defects based on current and future impact and the deadline to take meaningful action. Use this system to ensure that high-priority defects receive immediate attention.

Risk Mitigation

  • Implement Statistical Process Control (SPC) to monitor and control manufacturing processes. Use control charts to detect deviations from the norm and take corrective actions early.
  • Establish a robust quality management system (QMS) that includes preventive maintenance and continuous monitoring. Use real-time data analytics to detect and mitigate risks before they materialize into defects.

Bring in Kepner-Tregoe for a Situation Appraisal to gain a bird’s-eye view of your ‘thousand cuts’ and start identifying solutions before they turn into larger problems.

Stay tuned for next week’s focus on another key aspect of quality defects in manufacturing.

Related articles

Blog Image 1
Manufacturing Excellence: When Continuous Improvement Falls Short
Blog Image 1
Problem Solving Facilitators Drive Root Cause Analysis Success at Auto Manufacturers and Suppliers

Contact Us

For inquiries, details, or a proposal!