Quality Magazine logo
search
cart
facebook twitter linkedin youtube
  • Sign In
  • Create Account
  • Sign Out
  • My Account
Quality Magazine logo
  • NEWS
  • PRODUCTS
    • FEATURED PRODUCTS
    • SUBMIT YOUR PRODUCT
  • CHANNELS
    • AUTOMATION
    • MANAGEMENT
    • MEASUREMENT
    • NDT
    • QUALITY 101
    • SOFTWARE
    • TEST & INSPECTION
    • VISION & SENSORS
  • MARKETS
    • AEROSPACE
    • AUTOMOTIVE
    • ENERGY
    • GREEN MANUFACTURING
    • MEDICAL
  • MEDIA
    • A WORD ON QUALITY PUZZLE
    • EBOOK
    • PODCASTS
    • VIDEOS
    • WEBINARS
  • EVENTS
    • EVENT CALENDAR
    • IMTS
  • DIRECTORIES
    • BUYERS GUIDE >
      • Supplier Insights
    • NDT SOURCEBOOK
    • VISION & SENSORS
    • TAKE A TOUR
  • INFOCENTERS
    • Digital Quality Management Systems
    • NEXT GENERATION SPC & QUALITY ANALYTICS
  • AWARDS
    • ROOKIE OF THE YEAR
    • PLANT OF THE YEAR
    • PROFESSIONAL OF THE YEAR
  • MORE
    • Expert Columns
    • NEWSLETTERS
    • QUALITY STORE
    • INDUSTRY LINKS
    • SPONSOR INSIGHTS
  • EMAG
    • eMAGAZINE
    • ARCHIVES
    • CONTACT
    • ADVERTISE
  • SIGN UP!
Management

Management

A Modern Manufacturing System Requires Sustainable Continuous Improvement Methods Beyond Lean Six Sigma

The traditional manufacturing environment of predictable supply chains alongside stable customer demand and patient improvement cycles no longer exists in modern industry operations.

By Avinash Dinka Erappa
The image displays the assembly or manufacturing process of industrial gas turbines within a factory setting.
Royalty-free image by industryview via iStock/Getty Images.
February 18, 2026

Manufacturing operations have always relied on continuous improvement as their fundamental operational excellence framework. While the established Lean Six Sigma (LSS) approach remains beneficial, manufacturers must integrate essential modern features into their systems because of current business realities. 

The traditional manufacturing environment of predictable supply chains alongside stable customer demand and patient improvement cycles no longer exists in modern industry operations. Current manufacturing operations experience rapid disruptions. Organizations need digital competency spread throughout their entire operational structure. They must integrate adaptability with transparency and organizational DNA relevance to create sustainable, continuous improvement cultures within their current environment.

A systematic review of LSS in manufacturing showed that more than half of the projects failed because of inadequate leadership support, poor communication, resistance from employees, and misalignment of resources. These are not rare exceptions; they are common obstacles, especially in cross-cultural rollouts.

Lean Six Sigma provided organizations with a structured approach to define problems,  while measuring performance and analyzing root causes and implementing controls. But month-to-month, the problems that needed solving changed.

In one of my roles, I developed an interactive recipe dashboard using Excel with Power Query and VB scripting. It was simple, cost-effective, and powerful enough that senior leaders used it to make data-driven decisions. In another case, I built a custom Phage dashboard to track culture usage and microbial counts across shifts, helping us avoid repetition and contamination, while providing traceability and early warnings.

In another high-impact project, I automated the CTQ report using Excel macros to reduce operator input errors and streamline customer reporting. These tools didn’t just save time, they built trust and transparency between engineering and quality teams.

More recently, I developed a Python-based label automation tool for a large-scale engine manufacturer. The tool generates QR-coded labels with product metadata immediately after laser marking, eliminating the need for manual lookup and reducing delays at the final packaging stage. It’s currently being deployed to reduce operator workload and improve traceability.

 Real-time decision-making, leadership continuity, and global operating model implementation require modern continuous improvement strategies to remain effective.

Data visibility stands as the essential element for this transformation. LSS programs from previous times based their performance evaluations on monthly reports and manual spreadsheets together with feedback from team leaders. Modern manufacturing organizations construct digital dashboards through Power BI tools, which enable real-time monitoring of essential facility performance metrics. Through Power BI implementation at Rockwell Automation, the operational workflow became more efficient by reducing reporting duration by 70% and shortening root-cause analysis periods to hours from days. Workers on the factory floor now execute operational adjustments during the current period, instead of performing them weeks after the fact during post-event assessments.

Similar VBA-driven systems can be used to boost operational visibility and productivity. At a former plant, I created a Microsoft Access database that linked to SAP to extract and organize part routing and order data. Operators could instantly filter and check live order statuses, which improved tracking, accountability, and follow-up during daily planning.

I also used Excel to conduct root cause analysis on critical equipment issues, including persistent belt stoppages on a production line. After mapping trends and correlating downtime triggers, I proposed countermeasures that significantly reduced unplanned stoppages.

Additionally, I improved operator usability by designing process sheets and part-tracking templates that simplified the flow of manufacturing data between planning and production. 

These are just some first-person examples of how this approach can be used, but for it to truly succeed, the evolution must go beyond digital transformation to include fundamental conceptual changes. Operational perfection used to be represented by lean concepts, such as just-in-time inventory systems. The approach that was once perfect now brings organizational dangers. 

The original JIT system of Toyota has evolved to adopt a "just-in-case" inventory management approach for important components because of multiple supply chain disruptions. The concept of efficiency continues to exist but organizations now balance it against their needs for resilience and operational continuity. The traditional definition of waste has also undergone changes. Process optimization now includes environmental impacts such as energy waste and excessive carbon emissions together with unsustainable material procurement. The inclusion of sustainability metrics in Unilever’s continuous improvement framework led to €700 million worth of operational savings through waste reduction and decreased water and energy consumption.

Creating lasting improvement cultures among global networks proves to be a significant challenge. Interview dozens of executives at real-world organizations in the same situation and you’d hear this same story, one that demonstrates an essential principle that improvement frameworks require tailored implementation. A global structure with standardized metrics and core methodologies should exist alongside local flexibility, which includes regional leadership for implementation and training programs in local languages and KPI modifications that respect regional conditions. The corporate initiative transforms into an unwanted box-checking exercise when it lacks proper implementation.

The implementation of technology supports basic improvement initiatives at every stage. Visual Basic scripting helps organizations transform Excel automation by performing repetitive tasks which lead to transformative results.

The Journal of Applied Research in Technology & Engineering published a 2023 study which analyzed how a leather footwear SME in Lahore, Pakistan, used VBA in Excel to automate its production planning reports. The manual generation of plans required 3.11 minutes before automation. The implementation of conditional loops and button-triggered macros reduced plan generation time to 1.75 minutes which resulted in a 44% reduction of reporting time and better forecasting accuracy and reduced errors. The case shows that basic VBA scripting produces significant benefits for small manufacturers who cannot afford full-scale ERP systems.

The process of maintaining improvement requires more than just tools. Organizations need to create progress visibility along with the ability to repeat improvements. A system of dashboards with open corrective action tracking and delay alerts and team performance scorecards creates an ongoing feedback loop, which turns continuous improvement into an everyday process instead of an occasional initiative. The visibility system enables better accountability and staff engagement than certification programs achieve on their own.

The solution requires advancement instead of elimination. Lean Six Sigma remains a strong base, yet its effectiveness depends on integration with agility and digital integration and sustainability awareness. The members of improvement teams need to develop equal comfort levels between real-time data monitoring and macroeconomic uncertainty and traditional tools like fishbone diagrams and control charts.

Building a sustainable culture of continuous improvement in modern manufacturing isn’t about choosing between Lean Six Sigma and digital transformation, it’s about evolving both. Manufacturers who combine traditional methodology discipline with automation agility, real-time data visibility, and diverse team adaptability will develop systems which learn from disruptions while enduring them. The companies that succeed won’t be those that chase one-off efficiency gains, but those that embed improvement into their everyday mindset of being scalable, resilient, and always staying one step ahead of whatever comes next.

READ MORE

  • Why Committed Champions are Crucial for Effective Lean Six Sigma Deployment 
  • The Next Generation of Six Sigma: Linking Continuous Improvement to Strategy 
  • Integrating Quality 4.0 Techniques into the Lean Six Sigma Framework 
KEYWORDS: continuous improvement lean manufacturing manufacturing metrology process control quality root cause analysis Six Sigma

Share This Story

Looking for a reprint of this article?
From high-res PDFs to custom plaques, order your copy today!

Avinash Dinka Erappa is an accomplished Industrial Engineer with extensive global experience leading transformational process improvements, automation initiatives, and production optimization across diverse manufacturing environments. He holds a Master's in Industrial Engineering from NJIT with a minor in Supply Chain and brings deep expertise in Lean Six Sigma methodologies, operational excellence, and cross-functional leadership. Currently serving as a Technology Lead specializing in high-impact new product introduction (NPI) coordination, Avinash has consistently driven breakthrough results in manufacturing efficiency and operational performance. His international experience spans executive manufacturing roles in India to advanced process engineering positions in the United States, where he excels at bridging complex engineering challenges with operational realities in global supply chains.

Recommended Content

JOIN TODAY
to unlock your recommendations.

Already have an account? Sign In

  • 2024 Quality Rookie of the Year Justin Wise 1440x750px banner with "Quality Rookie of the Year" logo inset

    Meet the 2024 Quality Rookie of the Year: Justin Wise

    Justin Wise is an exceptional individual who has been...
    Aerospace
    By: Michelle Bangert
  • Man with umbrella and coat stands outside while it rains at night looking at a building.

    Nondestructive Testing: Is there an ethics problem?

    I was a whistleblower who exposed fraudulent activities...
    NDT
    By: Dale Norwood
  • Unraveling Deflategate: Football stadium with closeup of football on field

    Unraveling the Tom Brady Deflategate

    The Deflategate scandal erupted following the 2014 AFC...
    Measurement
    By: Greg Cenker and Henry Zumbrun
Manage My Account
  • eMagazine Subscriptions
  • Newsletters
  • Online Registration
  • Subscription Customer Service
  • Manage My Preferences

More Videos

Sponsored Content

Sponsored Content is a special paid section where industry companies provide high quality, objective, non-commercial content around topics of interest to the Quality audience. All Sponsored Content is supplied by the advertising company and any opinions expressed in this article are those of the author and not necessarily reflect the views of Quality or its parent company, BNP Media. Interested in participating in our Sponsored Content section? Contact your local rep!

close
  • Key Takeaways for Quality Leaders
    Sponsored byComplianceQuest

    Key Takeaways for Quality Leaders from the 2026 Gartner Magic Quadrant™ for QMS

  • This image shows a person seated next to a Bobcat T66 compact track loader.
    Sponsored byPolyWorks by InnovMetric

    Supercharging Digital Gauging at Bobcat North America

  • Dorsey Calibration Lab photo by Tom LaBarbera Picture this Studios
    Sponsored byDorsey Metrology International

    Ensuring Product Quality in a Competitive Manufacturing Landscape

Popular Stories

This image shows a person seated next to a Bobcat T66 compact track loader.

Supercharging Digital Gauging at Bobcat North America

a professional in the aviation field performing maintenance, repair, and overhaul (MRO) work

Manufacturing Retention: Strategies for Improving Company Culture, Engagement and Skill Development

Dorsey Calibration Lab photo by Tom LaBarbera Picture this Studios

Ensuring Product Quality in a Competitive Manufacturing Landscape

2026 Quality Professional of the Year!

Events

June 22, 2026

Automate 2026

Automate is North America's largest robotics and automation event — and the best place to take your ideas from insight to impact.
 
Our show floor features the world’s leading automation solutions, from AI and robotics to motion control, vision systems, and more. Plus, our educational conference is second to none, led by the brightest minds in automation today.
 
Ready to transform the way you work? Take the next step at Automate.
July 14, 2026

Quality Leaders Forum: Better Communication, Better Quality Data

The Quality Leaders Forum is a quarterly, editor-moderated fireside chat series hosted by Quality Magazine, featuring candid conversations with senior manufacturing and operations executives shaping enterprise-level quality.

View All Submit An Event

Products

Lean Manufacturing and Service Fundamentals, Applications, and Case Studies

Lean Manufacturing and Service Fundamentals, Applications, and Case Studies

See More Products
Quality Podcast Channel Custom Content

Related Articles

  • Woman engineer in a blue helmet and work coat posing at a factory holding a tablet.

    Integrating Quality 4.0 Techniques into the Lean Six Sigma Framework

    See More
  • Female professionals discuss manufacturing infrastructure investment project in modern factory.

    Why Committed Champions are Crucial for Effective Lean Six Sigma Deployment

    See More
  • IQPC's Lean Six Sigma Improvement Week Roles Through Chicago

    See More

Related Products

See More Products
  • leaner.jpg

    Leaner Six Sigma: Making Lean Six Sigma Easier and Adaptable to Current Workplaces

  • Factory Physics for Managers: How Leaders Improve Performance in a Post-Lean Six Sigma World

  • Lean Six Sigma for Supply Chain Management, Second Edition

See More Products

Related Directories

  • Six Sigma Concepts LLC

    Six Sigma Concepts manufactures the Discovery stand-alone metrology system and ORION 100% sorting systems which come with a flat or tilted platen. Our systems are accurate to within .0001". and can be used right on the shop floor. Our InGage Software can tackle threads and non-symmetrical features too!
×

Stay in the know with Quality’s comprehensive coverage of
the manufacturing and metrology industries.

Newsletters | Website | eMagazine

JOIN TODAY!
  • RESOURCES
    • Advertise
    • Contact Us
    • Directories
    • Manufacturing Division
    • Store
    • Want More
  • SIGN UP TODAY
    • Create Account
    • eMagazine
    • Newsletters
    • Customer Service
    • Manage Preferences
  • SERVICES
    • Marketing Services
    • Market Research
    • Reprints
    • List Rental
    • Survey/Respondent Access
  • STAY CONNECTED
    • LinkedIn
    • Facebook
    • YouTube
    • X (Twitter)
  • PRIVACY
    • PRIVACY POLICY
    • TERMS & CONDITIONS
    • DO NOT SELL MY PERSONAL INFORMATION
    • PRIVACY REQUEST
    • ACCESSIBILITY

Copyright ©2026. All Rights Reserved BNP Media, Inc. and BNP Media II, LLC.

Design, CMS, Hosting & Web Development :: ePublishing