Hear from guest columnist Onega Ulanova on AI and quality management systems in manufacturing. Photo via Getty Images

The concept of quality management is so intrinsic to modern manufacturing — and yet so little understood by the general public — and has literally revolutionized our world over the past hundred years.

Yet, in the present day, quality management and the related systems that guide its implementation are far from static. They are continuously-evolving, shifting to ever-changing global conditions and new means of application unleashed by technological innovation.

Now, more than ever, they are essential for addressing and eliminating not only traditional sources of waste in business, such as lost time and money, but also the physical and pollutant waste that threatens the world we all inhabit.

But what are quality management systems, or QMS, exactly? Who created them, and how have they evolved over time? Perhaps most pressingly, where can they be of greatest help in the present world, and when can they be implemented by businesses in need of change and improvement?

In this article, we will explore the history of QMS, explain their essential role in today’s manufacturing practices, and examine how these systems will take us into the future of productivity.

Quality Management Systems: A Definition

In the United States and globally, the gold standard of quality management standards and practices is the American Society for Quality. This preeminent organization, with over 4,000 members in 130 countries, was established in 1946 and has guided practices and implementation of quality management systems worldwide.

The Society defines a quality management system as “a formalized system that documents processes, procedures, and responsibilities for achieving quality policies and objectives,” and further states that “a QMS helps coordinate and direct an organization’s activities to meet customer and regulatory requirements and improve its effectiveness and efficiency on a continuous basis.”

From this definition, it can be understood that a good quality management system’s purpose is to establish the conditions for consistent and ever-increasing improvement through the use of standardized business culture practices.

Which QMS Standards are Most Widely Used?

The results of quality management’s remarkable growth since the 1940s has led to the rise of a number of widely-used standards, which can serve as the basis for companies and organizations to design and implement their own practices. Most of these modern quality management standards are globally recognized, and are specifically tailored to ensure that a company’s newly-developed practices include essential elements that can increase the likelihood of success.

The most widely-known entity which has designed such guidance is the International Organization for Standardization (ISO), a global organization which develops and publishes technical standards. Since the 1980s, the ISO has provided the 9000 series of standards (the most famous of which is 9001:2015) which outline how organizations can satisfy the checklists of quality management requirements and create their own best practices.

In 2020, over 1.2 million organizations worldwide were officially certified by the ISO for their quality management implementation practices.

However, it should be understood that the ISO 9000 standards are merely guidelines for the design and implementation of a quality management system; they are not systems in and of themselves.

Furthermore, the ISO is far from the only relevant player in this field. Many industry-specific standards, such as the American Petroleum Institute’s API Q1 standard, have been developed to target the highly specialized needs of particular business practices of oil and gas industry. These industry-specific standards are generally aligned with the ISO 9000 standards, and serve as complimentary additional guidance, rather than a replacement. It is entirely possible, and in many cases desirable, for a company to receive both ISO certification and certification from an industry-specific standards body, as doing so can help ensure the company’s newly-developed QMS procedures are consistent with both broad and specialized best practices.

A History of Quality Management

The concept of quality management is intrinsically tied to the development of industrial production. Previous to the industrial revolution, the concept of ‘quality’ was inherently linked to the skill and effort of craftspeople, or in other words, individual laborers trained in specialized fields who, either individually or in small groups, produced goods for use in society.

Whether they were weaving baskets or building castles, these craftspeople were primarily defined by a skill that centered them in a specific production methodology, and it was the mastery of this skill which determined the quality. Guilds of craftspeople would sign their works, placing a personal or group seal on the resulting product and thereby accepting accountability for its quality.

Such signatures and marks are found dating back at least 4,500 years to the construction of Egypt’s Great Pyramid of Giza, and came into widespread practice in medieval Europe with the rise of craft guilds.

In these early confederations of workers, a person’s mastery of a skill or craft could become a defining part of their identity and life, to the extent that many craftspeople of 13th Century Europe lived together in communal settings, while the Egyptian pyramid workers may have belonged to life-long ‘fraternities’ who returned, year after year, to fulfill their roles in ‘work gangs’.

However, in the Industrial Revolution, craft and guild organizations were supplanted by factories. Though ancient and medieval projects at times reached monumental scale, the rise of thousands of factories, each requiring human and machine contributions to generate masses of identical products, required a completely different scale of quality management.

The emphasis on mass production necessitated the use of workers who were no longer crafts masters, and thus resulted in a decrease in the quality of products. This in turn necessitated the rise of the product inspection system, which was steadily refined from the start of the Industrial Revolution in 1760 into the early 20th century.

However, inspection was merely a system of quality control, rather than quality management; in other words, simply discarding defective products did not in and of itself increase total product quality or reduce waste.

As influential American engineer Joseph M. Juran explained, in 1920s-era America, it was common to throw away substantial portions of produced inventory due to defects, and when Juran prompted inspectors at his employer’s company to do something, they refused, saying it was the responsibility of the production line to improve. Quality control, in and of itself, would not yield quality management.

As is often the case in human history, war was the driver of change. In World War II, the mobilization of millions of American workers into wartime roles coincided with the need to produce greater quantities of high-quality products than ever before.

To counteract the loss of skilled factory labor, the United States government implemented the Training Within Industry program, which utilized 10-hour courses to educate newly-recruited workers in how to conduct their work, evaluate their efficiency, and suggest improvements. Similar training programs for the trainers themselves were also developed. By the end of the war, more than 1.6 million workers had been certified under the Training Within Industry program.

Training Within Industry represented one of the first successful implementations of quality management systems, and its impact was widely felt after the end of the war. In the ashes of conflict, the United States and the other Allied Powers were tasked with helping to rebuild the economies of the other wartime combatants. Nowhere was this a more pressing matter than Japan, which had seen widespread economic devastation and had lost 40 percent of all its factories. Further complicating the situation was the reality that, then as now, Japan lacked sufficient natural resources to serve its economic scale.

And yet, within just 10 years of the war’s end, Japan’s economy war growing twice as fast per year than it had been before the fighting started. The driver of this miraculous turnaround was American-derived quality management practices, reinterpreted and implemented with Japanese ingenuity.

In modern business management, few concepts are as renowned, and oft-cited for success, as kaizen. This Japanese word, which simply means “improvement,” is the essential lesson and driver of Japan’s postwar economic success.

Numerous books written outside Japan have attempted to explain kaizen’s quality management principles, often by citing them as being ‘distinctly Japanese.’ Yet, the basis for kaizen is actually universal and applicable in any culture or context; it is, simply put, an emphasis on remaining quality-focused and open to evolution. The development of kaizen began in the post-war period when American statistician William Edwards Deming was brought to Japan as part of the US government’s rebuilding efforts.

A student of earlier quality management thought leaders, Deming instructed hundreds of Japanese engineers, executives, and scholars, urging them to place statistical analysis and human relationships at the center of their management practices. Deming used statistics to track the number and origin of product defects, as well to analyze the effectiveness of remedies. He also reinstated a key idea of the craftsperson creed: that the individual worker is not just a set of hands performing a task, but a person who can, with time, improve both the self and the whole of the company.

Deming was not alone in these efforts; the aforementioned Joseph M. Juran, who came to Japan as part of the rebuilding program several years later, also gave numerous lectures expounding similar principles.

Like Deming, Juran had previously tried to impart these approaches to American industry, but the lessons often fell on deaf ears. Japanese managers, however, took the lessons to heart and soon began crafting their own quality management systems.

Kaoru Ishikawa, who began by translating the works of Deming and Juran into Japanese, was one of the crucial players who helped to create the ideas now known as kaizen. He introduced a bottom-up approach where workers from every part of the product life cycle could initiate change, and popularized Deming’s concept of quality circles, where small groups of workers would meet regularly to analyze results and discuss improvements.

By 1975, Japanese product quality, which had once been regarded as poor, had transformed into world-class thanks to the teachings of Deming, Juran, and kaizen.

By the 1980s, American industry had lost market share and quality prestige to Japan. It was now time for US businesses to learn from Deming and Juran, both of whom at last found a receptive audience in their home country. Deming in particular achieved recognition for his role in the influential 1980 television documentary If Japan Can, Why Can’t We?, in which he emphasized the universal applicability of quality management.

So too did kaizen, which influenced a new generation of global thought leaders. Arising out of this rapid expansion of QMS were new systems in the 1970s and ‘80s, including the Six Sigma approach pioneered by Bill Smith and Motorola in 1987. Ishikawa, who saw his reputation and life transformed as his ideas spread worldwide, eventually summed up the explanation as the universality of human nature and its desire to improve. As Ishikawa said, “wherever they are, human beings are human beings”.

In no small part due to the influence of the thought leaders mentioned, quality management systems are today a cornerstone of global business practice. So influential are the innovators of these systems that they are often called ‘gurus.’ But what are the specific benefits of these systems, and how best can they be implemented?

How QMS Benefits Organizations, and the World

The oft-cited benefits of quality management systems are operational efficiency, employee retention, and reduction of waste. From all of these come improvements to the company’s bottom line and reputation. But far from being dry talking points, each benefit not only serves its obvious purpose, but also can dramatically help benefit the planet itself.

Operational efficiency is the measurement, analysis, and improvement of processes which occur within an organization, with the purpose of utilizing data and consideration to eliminate or mediate any areas where current practices are not effective.

Quality management systems can increase operational efficiency by utilizing employee analysis and feedback to quickly identify areas where improvements are possible, and then to guide their implementation.

In a joint study conducted in 2017 by Forbes and the American Society for Quality, 56 percent of companies stated that improving operational efficiency was a top concern; in the same survey, 59 percent of companies received direct benefit to operations by utilizing quality management system practices, making it the single largest area of improvement across all business types.

Because operational improvements inherently reduce both waste and cost, conducting business in a fully-optimized manner can simultaneously save unnecessary resource expenditure, decrease pollutants and discarded materials, and retain more money which the company can invest into further sustainable practices. Efficiency is itself a kind of ‘stealth sustainability’ that turns a profit-focused mindset into a generator of greater good. It is this very point that the

United States government’s Environmental Protection Agency (EPA) has emphasized in their guidance for Environmental Management Systems (EMS). These quality management system guidelines, tailored specifically to benefit operational efficiency in a business setting, are also designed to benefit the global environment by utilizing quality management practices.

Examples in the EPA’s studies in preparing these guidelines showcased areas where small companies could reduce environmental waste, while simultaneously reducing cost, in numerous areas. These added to substantial reductions and savings, such as a 15 percent waste water reduction which saved a small metal finishing company $15,000 per year.

Similarly, a 2020 study by McKinsey & Company identified ways that optimizing operations could dramatically aid a company’s sustainability with only small outlays of capital, thereby making environmental benefit a by-product of improved profitability.

Employee retention, and more broadly the satisfaction of employees, is another major consideration of QMS. Defined simply, retention is not only the maintenance of a stable workforce without turnover, but the improvement of that workforce with time as they gain skill, confidence, and ability for continued self and organizational improvement. We may be in the post-Industrial Revolution, but thanks to the ideas of QMS, some of the concept of the craftsperson has returned to modern thinking; the individual, once more, has great value.

Quality management systems aid employee retention by allowing the people of an organization to have a direct hand in its improvement. In a study published in 2023 by the journal Quality Innovation Prosperity, 40 percent of organizations which implemented ISO 9001 guidance for the creation of a QMS reported that the process yielded greater employee retention.

A crucial success factor for employee satisfaction is how empowered the employee feels to apply judgment. According to a 2014 study by the Harvard Business Review, companies which set clear guidelines, protect and celebrate employee proposals for quality improvement, and clearly communicate the organization’s quality message while allowing the employees to help shape and implement it, have by far the highest engagement and retention rates. The greatest successes come from cultures where peer-driven approaches increase employee engagement, thereby eliminating preventable employee mistakes. Yet the same study also pointed out that nearly half of all employees feel their company’s leadership lacks a clear emphasis on quality, and only 10 percent felt their company’s existing quality statements were truthful and viable.

Then as now, the need to establish a clear quality culture, to manage and nurture that culture, and to empower the participants is critical to earning the trust of the employee participants and thereby retaining workers who in time can become the invaluable craftspeople of today.

Finally, there is the reduction of waste. Waste can be defined in many ways: waste of time, waste of money, waste of resources. The unifying factor in all definitions is the loss of something valuable, and irretrievable. All inevitably also lead to the increase of another kind of waste: pollution and discarded detritus which steadily ruin our shared planet.

Reducing waste with quality management can take many forms, but ultimately, all center on the realization of strategies which use only what is truly needed. This can mean both operational efficiencies and employee quality, as noted above. The Harvard Business Review survey identified that in 2014, the average large company (having 26,000 employees or more) loses a staggering $350 million each year due to preventable employee errors, many of which could be reduced, mitigated, or eliminated entirely with better implementation of quality management.

This is waste on an almost unimaginable financial scale. Waste eliminated through practices which emphasize efficiency and sustainability, as noted in the McKinsey & Company study, can also yield tremendous savings. In one example, a company which purchased asphalt and previously prioritized only the per-ton price found that, when examining the logistical costs of transporting the asphalt from distant suppliers, they were actually paying more than if they purchased it locally. The quality management analysis they performed yielded them a cost savings, and eliminated 40 percent of the carbon emissions associated with the asphalt’s procurement. In this case, not only was wasteful spending eliminated, but literal waste (pollution) was prevented.

In taking these steps, companies can meaningfully improve their bottom lines, while at the same time doing something worthwhile and beneficial for the planet. That, in turn, helps burnish their reputations. A remarkable plurality of consumers, 88 percent of Americans surveyed in a 2017 study to be exact, said they would be more loyal to a company that supports social or environmental issues.

It is therefore clear that any steps a company can take which save money, improve worker satisfaction, and yield increased positivity in the marketplace are well worth pursuing.

What is the Future of QMS?

Until the 2000s, quality management systems were just that: systems of desirable practices, outlined by individuals and implemented individually. That was the age of the gurus: the visionaries who outlined the systems. But what that age lacked was a practical and easy means for companies, sometimes located far away from direct guidance by the gurus, to implement their teachings.

In the intervening years, technology has radically changed that dynamic. Today, QMS software fills the marketplace, allowing businesses small and large to design and guide their quality management plans. But even these software solutions have not yet solved the last great challenge: personalized assistance in putting standards into practice.

That is why the latest innovations, particularly in artificial intelligence, have the potential to upend the equation. Already, major companies have started to use artificial intelligence in connection with QMS datasets managed by software, utilizing the programs for statistical analysis, suggested improvements, and even prediction of potential faults before they occur.

These are immensely valuable opportunities, hence why huge players such as Honeywell are spending billions of dollars to bring innovative AI technology companies into their platforms to refine existing QMS systems.

But while AI has already begun to significantly affect the biggest players, small and mid-sized companies remain eager, but not yet able, to take full advantage. It is thus the next great revolution for a new evolution of QMS, one which will bring these emerging technologies to all companies, regardless of size or scale. The future of QMS, and therefore the future of efficiency in business, rests upon this shift from companies being the recipients of ‘guru knowledge,’ to themselves being the designers of their own quality-minded futures.

------

Onega Ulanova is the CEO of QMS2GO, a provider of quality management systems leveraging AI in manufacturing.

This article originally ran on InnovationMap.

Ad Placement 300x100
Ad Placement 300x600

CultureMap Emails are Awesome

Rice University partners with Australian co. to boost mineral processing, battery innovation

critical mineral partnership

Rice University and Australian mineral exploration company Locksley Resources have joined together in a research partnership to accelerate the development of antimony processing in the U.S. Antimony is a critical mineral used for defense systems, electronics and battery storage.

Rice and Locksley will work together to develop scalable methods for extracting and utilizing antimony. Currently, the U.S. relies on imports for nearly all refined antimony, according to Rice.

Locksley will fund the research and provide antimony-rich feedstocks and rare earth elements from a project in the Mojave Desert. The research will explore less invasive hydrometallurgical techniques for antimony extraction and explore antimony-based materials for use in batteries and other energy storage applications.

“This strategic collaboration with Rice marks a pivotal step in executing Locksley’s U.S. strategy,” Nathan Lude, chairman of Locksley Resources, said in a news release. “By fast-tracking our research program, we are helping rebuild downstream capacity through materials innovation that the country urgently requires.”

Pulickel Ajayan, the Benjamin M. and Mary Greenwood Anderson Professor of Materials Science and Nanoengineering at Rice, is the principal investigator of the project.

“Developing scalable, domestic pathways for antimony processing is not only a scientific and engineering challenge but also a national strategic priority,” Ajayan said in the news release. “By combining Rice’s expertise in advanced materials with Locksley’s resources, we can address a critical supply chain gap and build collaborations that strengthen U.S. energy resilience.”

The Rice Advanced Materials Institute (RAMI) will play a major role in supporting the advancement of technology and energy-storage applications.

“This partnership aligns with our mission to lead in materials innovations that address national priorities,” Lane Martin, director of RAMI, said in a news release. “By working with Locksley, we are helping to build a robust domestic supply chain for critical materials and support the advancement of next-generation energy technologies.”

Expert examines how far Texas has come in energy efficiency

Guest Column

Texas leads the nation in energy production, providing about one-fourth of the country’s domestically produced primary energy. It is also the largest energy-consuming state, accounting for about one-seventh of the nation’s total energy use, and ranks sixth among the states in per capita energy consumption.

However, because Texas produces significantly more energy than it consumes, it stands as the nation’s largest net energy supplier. October marked National Energy Awareness Month, so this is an ideal time to reflect on how far Texas has come in improving energy efficiency.

Progress in Clean Energy and Grid Resilience

Texas continues to lead the nation in clean energy adoption and grid modernization, particularly in wind and solar power. With over 39,000 MW of wind capacity, Texas ranks first in the country in wind-powered electricity generation, now supplying more than 10% of the state’s total electricity.

This growth was significantly driven by the Renewable Portfolio Standard (RPS), which requires utility companies to produce new renewable energy in proportion to their market share. Initially, the RPS aimed to generate 10,000 MW of renewable energy capacity by 2025. Thanks to aggressive capacity building, this ambitious target was reached much earlier than anticipated.

Solar energy is also expanding rapidly, with Texas reaching 16 GW of solar capacity as of April 2024. The state has invested heavily in large-scale solar farms and supportive policies, contributing to a cleaner energy mix.

Texas is working to integrate both wind and solar to create a more resilient and cost-effective grid. Efforts to strengthen the grid also include regulatory changes, winterization mandates, and the deployment of renewable storage solutions.

While progress is evident, experts stress the need for continued improvements to ensure grid reliability during extreme weather events, when we can’t rely on the necessities for these types of energy sources to thrive. To put it simply, the sun doesn’t always shine, and the wind doesn’t always blow.

Federal Funding Boosts Energy Efficiency

In 2024, Texas received $22.4 million, the largest share of a $66 million federal award, from the U.S. Department of Energy’s Energy Efficiency Revolving Loan Fund Capitalization Grant Program.

The goal of this funding is to channel federal dollars into local communities to support energy-efficiency projects through state-based loans and grants. According to the DOE, these funds can be used by local businesses, homeowners, and public institutions for energy audits, upgrades, and retrofits that reduce energy consumption.

The award will help establish a new Texas-based revolving loan fund modeled after the state’s existing LoanSTAR program, which already supports cost-effective energy retrofits for public facilities and municipalities. According to the Texas Comptroller, as of 2023, the LoanSTAR program had awarded more than 337 loans totaling over $600 million.

In addition to expanding the revolving loan model, the state plans to use a portion of the DOE funds to offer free energy audit services to the public. The grant program is currently under development.

Building on this momentum, in early 2025, Texas secured an additional $689 million in federal funding to implement the Home Energy Performance-Based, Whole House (HOMES) rebate program and the Home Electrification and Application Rebate (HEAR) program.

This investment is more than five times the state’s usual energy efficiency spending. Texas’s eight private Transmission and Distribution Utilities typically spend about $110 million annually on such measures. The state will have multiple years to roll out both the revolving loan and rebate programs.

However, valuable federal tax incentives for energy-efficient home improvements are set to expire on December 31, 2025, including:

  • The Energy Efficiency Home Improvement Credit allows homeowners to claim up to $3,200 per year in federal income tax credits, covering 30% of the cost of eligible upgrades, such as insulation, windows, doors, and high-efficiency heating and cooling systems.
  • The Residential Clean Energy Credit provides a 30% income tax credit for the installation of qualifying clean energy systems, including rooftop solar panels, wind turbines, geothermal heat pumps, and battery storage systems.

As these incentives wind down, the urgency grows for Texas to build on the positive gains from the past several years despite reduced federal funding. The state has already made remarkable strides in clean energy production, grid modernization, and energy-efficiency investments, but the path forward requires a strategic and inclusive approach to energy planning. Through ongoing state-federal collaboration, community-driven initiatives, and forward-looking policy reforms, Texas can continue its progress, ensuring that future energy challenges are met with sustainable and resilient solutions.

---

Sam Luna is director at BKV Energy, where he oversees brand and go-to-market strategy, customer experience, marketing execution, and more.

Meta to buy all power from new ENGIE Texas solar farm

power purchase

Meta, the parent company of social media platform Facebook, has agreed to buy all of the power from a $900 million solar farm being developed near Abilene by Houston-based energy company ENGIE North America.

The 600-megawatt Swenson Ranch solar farm, located in Stonewall County, will be the largest one ever built in the U.S. by ENGIE. The solar farm is expected to go online in 2027.

Meta will use electricity generated by the solar farm to power its U.S. data centers. All told, Meta has agreed to purchase more than 1.3 gigawatts of renewable energy from four ENGIE projects in Texas.

“This project marks an important step forward in the partnership between our two companies and their shared desire to promote a sustainable and competitive energy model,” Paulo Almirante, ENGIE’s senior executive vice president of renewable and flexible power, said in a news release.

In September, ENGIE North America said it would collaborate with Prometheus Hyperscale, a developer of sustainable liquid-cooled data centers, to build data centers at ENGIE-owned renewable energy and battery storage facilities along the I-35 corridor in Texas. The corridor includes Austin, Dallas-Fort Worth, San Antonio and Waco.

The first projects under the ENGIE-Prometheus umbrella are expected to go online in 2026.

ENGIE and Prometheus said their partnership “brings together ENGIE's deep expertise in renewables, batteries, and energy management and Prometheus' highly efficient liquid-cooled data center design to meet the growing demand for reliable, sustainable compute capacity — particularly for AI and other high-performance workloads.”