Flevy Management Insights Case Study

Quality Control Enhancement for Chemical Manufacturing

     Joseph Robinson    |    Measurement Systems Analysis


Fortune 500 companies typically bring on global consulting firms, like McKinsey, BCG, Bain, Deloitte, and Accenture, or boutique consulting firms specializing in Measurement Systems Analysis to thoroughly analyze their unique business challenges and competitive situations. These firms provide strategic recommendations based on consulting frameworks, subject matter expertise, benchmark data, KPIs, best practices, and other tools developed from past client work. We followed this management consulting approach for this case study.

TLDR A mid-sized chemical manufacturer struggled with quality inconsistencies in polymer production due to outdated MSA practices, leading to waste and customer dissatisfaction. By recalibrating instruments and retraining operators, the company reduced product variability by 20%, realized 18% cost savings, and improved customer satisfaction by 15%. This underscores the critical role of effective MSA in driving operational excellence.

Reading time: 6 minutes

Consider this scenario: The organization is a mid-sized chemical manufacturer specializing in polymer production.

Despite robust market demand, the company is grappling with quality inconsistencies that have led to increased waste and customer dissatisfaction. The challenge lies in the current Measurement Systems Analysis (MSA), which hasn't kept pace with the complexity of their processes, leading to variation and errors in quality assessment.



Initial observations suggest that the organization's quality control measures are not adequately capturing the variability in their production processes. One hypothesis is that measurement devices are improperly calibrated or outdated, resulting in inaccurate data. Another possibility is that operator error or lack of training is contributing to the inconsistencies. Lastly, the environmental conditions within the plant, such as temperature and humidity fluctuations, could be affecting the measurement systems.

Methodology

The organization can improve its Measurement Systems Analysis by adopting a systematic, multi-phase approach. This methodology will streamline processes, enhance accuracy, and reduce waste, leading to cost savings and improved customer satisfaction.

  1. Assessment of Current MSA Practices: The first phase involves a thorough review of existing measurement instruments, procedures, and personnel capabilities. Key questions include: Are the measurement devices accurate and reliable? Are operators trained to conduct MSA correctly?
  2. Data Collection and Analysis: In this phase, we collect data from current MSA practices to identify patterns of variability. This involves statistical analysis to determine the root causes of measurement errors.
  3. Process Improvement Plan: Based on the analysis, we develop a tailored plan to address identified issues. This includes recalibration of instruments, training for operators, and environmental controls.
  4. Implementation and Change Management: The organization must execute the improvement plan with a focus on managing change among personnel and processes. This includes monitoring the implementation to ensure compliance and adoption.
  5. Continuous Monitoring and Feedback: The final phase establishes a system for ongoing monitoring and feedback to ensure the MSA processes remain effective and adapt to any changes in production.

For effective implementation, take a look at these Measurement Systems Analysis best practices:

Six Sigma - Measurement Systems Analysis (62-slide PowerPoint deck)
Measurement System Analysis (94-page PDF document)
Gage Repeatability and Reproducibility (R&R) Course (90-slide PowerPoint deck)
Lean Measurement System Analysis (MSA) (137-slide PowerPoint deck)
View additional Measurement Systems Analysis best practices

Are you familiar with Flevy? We are you shortcut to immediate value.
Flevy provides business best practices—the same as those produced by top-tier consulting firms and used by Fortune 100 companies. Our best practice business frameworks, financial models, and templates are of the same caliber as those produced by top-tier management consulting firms, like McKinsey, BCG, Bain, Deloitte, and Accenture. Most were developed by seasoned executives and consultants with 20+ years of experience.

Trusted by over 10,000+ Client Organizations
Since 2012, we have provided best practices to over 10,000 businesses and organizations of all sizes, from startups and small businesses to the Fortune 100, in over 130 countries.
AT&T GE Cisco Intel IBM Coke Dell Toyota HP Nike Samsung Microsoft Astrazeneca JP Morgan KPMG Walgreens Walmart 3M Kaiser Oracle SAP Google E&Y Volvo Bosch Merck Fedex Shell Amgen Eli Lilly Roche AIG Abbott Amazon PwC T-Mobile Broadcom Bayer Pearson Titleist ConEd Pfizer NTT Data Schwab

Key Considerations

Ensuring the integrity of measurement systems is critical for maintaining product quality. Executives often question how the new MSA practices will integrate with existing workflows without causing disruption. A gradual implementation plan, coupled with comprehensive training programs, will facilitate a smooth transition. Moreover, executives are concerned about the cost-benefit ratio of such enhancements. By focusing on reducing waste and customer returns, the improved MSA processes are expected to yield a positive return on investment within a defined period. Additionally, the cultural shift towards a data-driven quality control mindset is a common point of interest. This involves fostering an organizational culture that values accuracy and consistency in quality measurements.

After full implementation, the business is expected to experience a reduction in variability of product quality, leading to fewer customer complaints and returns. This should be reflected in a higher Net Promoter Score (NPS) and increased customer loyalty. Another expected outcome is a decrease in production waste, which can lead to cost savings estimated at 15-20% of current waste-related expenses.

Potential implementation challenges include resistance to change from operators accustomed to existing processes, and the initial investment required for upgrading measurement systems. Furthermore, ongoing maintenance of the new systems and the need for continuous training may pose additional challenges.

Implementation KPIs

KPIS are crucial throughout the implementation process. They provide quantifiable checkpoints to validate the alignment of operational activities with our strategic goals, ensuring that execution is not just activity-driven, but results-oriented. Further, these KPIs act as early indicators of progress or deviation, enabling agile decision-making and course correction if needed.


What gets measured gets managed.
     – Peter Drucker

  • Percentage Reduction in Product Variability: Indicates improvements in product consistency.
  • Cost Savings from Reduced Waste: Reflects the financial impact of enhanced MSA practices.
  • Improvement in Customer Satisfaction Scores: Measures the impact on customer perception and experience.

For more KPIs, you can explore the KPI Depot, one of the most comprehensive databases of KPIs available. Having a centralized library of KPIs saves you significant time and effort in researching and developing metrics, allowing you to focus more on analysis, implementation of strategies, and other more value-added activities.

Learn more about Flevy KPI Library KPI Management Performance Management Balanced Scorecard

Measurement Systems Analysis Best Practices

To improve the effectiveness of implementation, we can leverage best practice documents in Measurement Systems Analysis. These resources below were developed by management consulting firms and Measurement Systems Analysis subject matter experts.

Typical Deliverables

  • MSA Process Improvement Plan (PowerPoint)
  • Training Curriculum for Operators (PDF)
  • Quality Control Dashboard (Excel)
  • Implementation Progress Report (MS Word)
  • Post-Implementation Review Document (PowerPoint)

Explore more Measurement Systems Analysis deliverables

FREE DOWNLOAD
Download our FREE Strategy & Transformation Framework Templates

Download our free compilation of 50+ Strategy & Transformation slides and templates. Frameworks include McKinsey 7-S, Balanced Scorecard, Disruptive Innovation, BCG Curve, and many more.

Download this Free Presentation

Case Study Examples

A multinational pharmaceutical company overhauled their MSA process, resulting in a 25% reduction in batch failures and a significant increase in compliance with regulatory standards. Another case involves a global automotive manufacturer that implemented advanced MSA techniques, leading to a 30% decrease in warranty claims related to quality issues.

Additional Executive Insights

Incorporating advanced analytics and machine learning into Measurement Systems Analysis can provide predictive insights, enabling proactive quality control measures. By analyzing historical and real-time data, firms can anticipate and prevent quality issues before they occur.

Integrating MSA with Enterprise Resource Planning (ERP) systems can enhance visibility across the organization, allowing for better decision-making and strategic alignment. This integration facilitates a holistic approach to quality management, linking measurement data with other operational metrics.

Leadership commitment is paramount for the successful adoption of enhanced MSA practices. Executives must champion the initiative, demonstrating its alignment with the organization's strategic goals and its importance for competitive advantage.

Measurement Systems Analysis Case Studies

Here are additional case studies related to Measurement Systems Analysis.

Measurement Systems Analysis in Aerospace Manufacturing

Scenario: The organization is a mid-sized aerospace component manufacturer facing discrepancies in its measurement systems that are critical for quality assurance.

Read Full Case Study

Measurement Systems Analysis for Pharmaceutical Production

Scenario: The organization in question is a mid-sized pharmaceutical company specializing in generic drug production.

Read Full Case Study

Measurement Systems Analysis Improvement for a Global Manufacturing Company

Scenario: A multinational manufacturing company is grappling with inconsistent product quality and increased waste, leading to customer dissatisfaction and loss of market share.

Read Full Case Study

Quality Control Systems Enhancement in Semiconductors

Scenario: A semiconductor manufacturing firm is grappling with inconsistencies in their Measurement Systems Analysis (MSA), which has led to increased defect rates and decreased yield.

Read Full Case Study

Efficiency Enhancement of Measurement Systems Analysis in a Manufacturing Organization

Scenario: The organization, a renowned industrial manufacturer, is grappling with scaling its Measurement Systems Analysis amidst rapid growth.

Read Full Case Study

Data Accuracy Improvement for Agritech Firm in Precision Farming

Scenario: A mid-sized agritech firm specializing in precision farming technologies is grappling with data inconsistencies across its Measurement Systems Analysis (MSA).

Read Full Case Study


Explore additional related case studies

Additional Resources Relevant to Measurement Systems Analysis

Here are additional best practices relevant to Measurement Systems Analysis from the Flevy Marketplace.

Did you know?
The average daily rate of a McKinsey consultant is $6,625 (not including expenses). The average price of a Flevy document is $65.

Key Findings and Results

Here is a summary of the key results of this case study:

  • Reduced product variability by 20% through the systematic recalibration of measurement instruments and operator retraining.
  • Achieved cost savings of 18% from reduced waste, directly attributable to enhanced MSA practices.
  • Improved customer satisfaction scores by 15%, reflecting higher product consistency and quality.
  • Net Promoter Score (NPS) increased by 10 points, indicating improved customer loyalty and perception.
  • Implemented a continuous monitoring system that identified further improvement opportunities, leading to a 5% reduction in measurement errors.
  • Integrated MSA processes with the company's ERP system, enhancing operational visibility and decision-making.

The initiative to overhaul the Measurement Systems Analysis (MSA) practices has been markedly successful. The quantifiable improvements in product variability, cost savings, customer satisfaction, and Net Promoter Score demonstrate the effectiveness of the systematic approach taken. The integration of MSA with the ERP system and the focus on continuous improvement are particularly noteworthy, as they lay the groundwork for sustained benefits. The success can be attributed to the comprehensive methodology that included assessment, data analysis, process improvement, and continuous monitoring, coupled with strong leadership support and a focus on change management. However, the initial resistance from operators and the challenges associated with ongoing maintenance and training highlight areas where alternative strategies, such as more intensive initial training sessions or the use of more intuitive, user-friendly technology, could have potentially enhanced outcomes.

Given the success of the initiative and the foundation laid for continuous improvement, the next steps should focus on leveraging the data and insights gained from the enhanced MSA practices for further optimization. This includes exploring advanced analytics and machine learning to anticipate and prevent quality issues proactively. Additionally, expanding the scope of MSA integration to include other operational areas and processes could uncover new opportunities for efficiency gains and quality improvements. Continuous training and development programs for operators should also be maintained to ensure the sustainability of the improvements achieved. Finally, considering the positive impact on customer satisfaction and loyalty, efforts to communicate these improvements to customers can further strengthen the company's market position.


 
Joseph Robinson, New York

Operational Excellence, Management Consulting

The development of this case study was overseen by Joseph Robinson. Joseph is the VP of Strategy at Flevy with expertise in Corporate Strategy and Operational Excellence. Prior to Flevy, Joseph worked at the Boston Consulting Group. He also has an MBA from MIT Sloan.

This case study is licensed under CC BY 4.0. You're free to share and adapt with attribution. To cite this article, please use:

Source: Measurement Systems Analysis for Wellness Industry Leader, Flevy Management Insights, Joseph Robinson, 2025


Flevy is the world's largest knowledge base of best practices.


Leverage the Experience of Experts.

Find documents of the same caliber as those used by top-tier consulting firms, like McKinsey, BCG, Bain, Deloitte, Accenture.

Download Immediately and Use.

Our PowerPoint presentations, Excel workbooks, and Word documents are completely customizable, including rebrandable.

Save Time, Effort, and Money.

Save yourself and your employees countless hours. Use that time to work on more value-added and fulfilling activities.




Read Customer Testimonials

 
"As a consultant requiring up to date and professional material that will be of value and use to my clients, I find Flevy a very reliable resource.

The variety and quality of material available through Flevy offers a very useful and commanding source for information. Using Flevy saves me time, enhances my expertise and ends up being a good decision."

– Dennis Gershowitz, Principal at DG Associates
 
"FlevyPro provides business frameworks from many of the global giants in management consulting that allow you to provide best in class solutions for your clients."

– David Harris, Managing Director at Futures Strategy
 
"As a small business owner, the resource material available from FlevyPro has proven to be invaluable. The ability to search for material on demand based our project events and client requirements was great for me and proved very beneficial to my clients. Importantly, being able to easily edit and tailor "

– Michael Duff, Managing Director at Change Strategy (UK)
 
"My FlevyPro subscription provides me with the most popular frameworks and decks in demand in today’s market. They not only augment my existing consulting and coaching offerings and delivery, but also keep me abreast of the latest trends, inspire new products and service offerings for my practice, and educate me "

– Bill Branson, Founder at Strategic Business Architects
 
"I have used Flevy services for a number of years and have never, ever been disappointed. As a matter of fact, David and his team continue, time after time, to impress me with their willingness to assist and in the real sense of the word. I have concluded in fact "

– Roberto Pelliccia, Senior Executive in International Hospitality
 
"I am extremely grateful for the proactiveness and eagerness to help and I would gladly recommend the Flevy team if you are looking for data and toolkits to help you work through business solutions."

– Trevor Booth, Partner, Fast Forward Consulting
 
"Last Sunday morning, I was diligently working on an important presentation for a client and found myself in need of additional content and suitable templates for various types of graphics. Flevy.com proved to be a treasure trove for both content and design at a reasonable price, considering the time I "

– M. E., Chief Commercial Officer, International Logistics Service Provider
 
"Flevy is now a part of my business routine. I visit Flevy at least 3 times each month.

Flevy has become my preferred learning source, because what it provides is practical, current, and useful in this era where the business world is being rewritten.

In today's environment where there are so "

– Omar Hernán Montes Parra, CEO at Quantum SFE




Additional Flevy Management Insights

Measurement Systems Analysis for Wellness Industry Leader

Scenario: The organization is a dominant player in the wellness industry, focusing on high-quality health supplements and has seen rapid expansion in the North American market.

Read Full Case Study

Strategic Implementation of Balanced Scorecard for a Global Pharmaceutical Company

Scenario: A multinational pharmaceutical firm is grappling with aligning its various operational and strategic initiatives from diverse internal units and geographical locations.

Read Full Case Study

SCOR Model Implementation for a Global Retailer

Scenario: A multinational retail corporation is struggling with inefficiencies in their supply chain, leading to inflated operational costs and reduced profit margins.

Read Full Case Study

RACI Matrix Optimization for Life Sciences Firm in Biotechnology

Scenario: The organization is at the forefront of biotechnological advancements with a focus on developing innovative healthcare solutions.

Read Full Case Study

Dynamic Pricing Strategy for Luxury Cosmetics Brand in Competitive Market

Scenario: The organization, a luxury cosmetics brand, is grappling with optimizing its Pricing Strategy in a highly competitive and price-sensitive market.

Read Full Case Study

Organizational Restructuring for a Global Technology Firm

Scenario: A global technology company has faced a period of rapid growth and expansion over the past five years, now employing tens of thousands of people across multiple continents.

Read Full Case Study

Pricing Strategy Reform for a Rapidly Growing Technology Firm

Scenario: A technology company developing cloud-based solutions has experienced a surge in customer base and revenue over the last year.

Read Full Case Study

Pharma M&A Synergy Capture: Unleashing Operational and Strategic Potential

Scenario: A global pharmaceutical company seeks to refine its strategy for pharma M&A synergy capture amid 20% operational inefficiencies post-merger.

Read Full Case Study

Strategic PESTLE Analysis for Luxury Brand in European Market

Scenario: A European luxury fashion house is grappling with fluctuating market dynamics due to recent geopolitical tensions, shifts in consumer behavior, and regulatory changes.

Read Full Case Study

Agile Transformation in Luxury Retail

Scenario: A luxury retail firm operating globally is struggling with its Agile implementation, which is currently not yielding the expected increase in speed to market for new collections.

Read Full Case Study

PDCA Cycle Refinement for Boutique Hospitality Firm

Scenario: The boutique hotel chain in the competitive North American luxury market is experiencing inconsistencies in service delivery and guest satisfaction.

Read Full Case Study

Game Theory Strategic Initiative in Luxury Retail

Scenario: The organization is a luxury fashion retailer experiencing competitive pressures in a saturated market and needs to reassess its strategic positioning.

Read Full Case Study

Download our FREE Strategy & Transformation Framework Templates

Download our free compilation of 50+ Strategy & Transformation slides and templates. Frameworks include McKinsey 7-S, Balanced Scorecard, Disruptive Innovation, BCG Curve, and many more.