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.

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

This article originally ran on InnovationMap.

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What EPA’s carbon capture and storage permitting announcement means for Texas

The View From HETI

Earlier this month, Texas was granted authority by the federal government for permitting carbon capture and storage (CCS) projects. This move could help the U.S. cut emissions while staying competitive in the global energy game.

In June, the U.S. Environmental Protection Agency (EPA) proposed approving Texas’ request for permitting authority under the Safe Drinking Water Act (SDWA) for Class VI underground injection wells for carbon capture and storage (CCS) in the state under a process called “primacy.” The State of Texas already has permitting authority for other injection wells (Classes I-V). In November, the EPA announced final approval of Texas’ primacy request.

Why This Matters for Texas

Texas is the headquarters for virtually every segment of the energy industry. According to the U.S. Energy Information Administration, Texas is the top crude oil- and natural-gas producing state in the nation. The state has more crude oil refineries and refining capacity than any other state in the nation. Texas produces more electricity than any other state, and the demand for electricity will grow with the development of data centers and artificial intelligence (AI). Simply put, Texas is the backbone of the nation’s energy security and competitiveness. For the nation’s economic competitiveness, it is important that Texas continue to produce more energy with less emissions. CCS is widely regarded as necessary to continue to lower the emissions intensity of the U.S. industrial sector for critical products including power generation, refining, chemicals, steel, cement and other products that our country and world demand.

The Greater Houston Partnership’s Houston Energy Transition Initiative (HETI) has supported efforts to bring CCUS to a broader commercial scale since the initiative’s inception.

“Texas is uniquely positioned to deploy CCUS at scale, with world-class geology, a skilled workforce, and strong infrastructure. We applaud the EPA for granting Texas the authority to permit wells for CCUS, which we believe will result in safe and efficient permitting while advancing technologies that strengthen Texas’ leadership in the global energy market,” said Jane Stricker, Executive Director of HETI and Senior Vice President, Energy Transition at the Greater Houston Partnership.

What is Primacy, and Why is it Important?

Primacy grants permitting authority for Class VI wells for CCS to the Texas Railroad Commission instead of the EPA. Texas is required to follow the same strict standards the EPA uses. The EPA has reviewed Texas’ application and determined it meets those requirements.

Research suggests that Texas has strong geological formations for CO2 storage, a world-class, highly skilled workforce, and robust infrastructure primed for the deployment of CCS. However, federal permitting delays are stalling billions of dollars of private sector investment. There are currently 257 applications under review, nearly one-quarter of which are located in Texas, with some applications surpassing the EPA’s target review period of 24 months. This creates uncertainty for developers and investors and keeps thousands of potential jobs out of reach. By transferring permitting to the state, Texas will apply local resources to issue Class VI permits across the states in a timely manner.

Texas joins North Dakota, Wyoming, Louisiana, West Virginia and Arizona with the authority for regulating Class VI wells.

Is CCS safe?

A 2025 study by Texas A&M University reviewed operational history and academic literature on CCS in the United States. The study analyzed common concerns related to CCS efficacy and safety and found that CCS reduces pollutants including carbon dioxide, particulate matter, sulfur oxides and nitrogen oxides. The research found that the risks of CCS present a low probability of impacting human life and can be effectively managed through existing state and federal regulations and technical monitoring and safety protocols.

What’s Next?

The final rule granting Texas’ primacy will become effective 30 days after publication in the Federal Register. Once in effect, the Texas Railroad Commission will be responsible for permitting wells for carbon capture, use and storage and enforcing their safe operation.

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This article originally ran on the Greater Houston Partnership's Houston Energy Transition Initiative blog. HETI exists to support Houston's future as an energy leader. For more information about the Houston Energy Transition Initiative, EnergyCapitalHTX's presenting sponsor, visit htxenergytransition.org.

Houston energy expert: How the U.S. can turn carbon into growth

Guets Column

For the past 40 years, climate policy has often felt like two steps forward, one step back. Regulations shift with politics, incentives get diluted, and long-term aspirations like net-zero by 2050 seem increasingly out of reach. Yet greenhouse gases continue to rise, and the challenges they pose are not going away.

This matters because the costs are real. Extreme weather is already straining U.S. power grids, damaging homes, and disrupting supply chains. Communities are spending more on recovery while businesses face rising risks to operations and assets. So, how can the U.S. prepare and respond?

The Baker Institute Center for Energy Studies (CES) points to two complementary strategies. First, invest in large-scale public adaptation to protect communities and infrastructure. Second, reframe carbon as a resource, not just a waste stream to be reduced.

Why Focusing on Emissions Alone Falls Short

Peter Hartley argues that decades of global efforts to curb emissions have done little to slow the rise of CO₂. International cooperation is difficult, the costs are felt immediately, and the technologies needed are often expensive. Emissions reduction has been the central policy tool for decades, and it has been neither sufficient nor effective.

One practical response is adaptation, which means preparing for climate impacts we can’t avoid. Some of these measures are private, taken by households or businesses to reduce their own risks, such as farmers shifting crop types, property owners installing fire-resistant materials, or families improving insulation. Others are public goods that require policy action. These include building stronger levees and flood defenses, reinforcing power grids, upgrading water systems, revising building codes, and planning for wildfire risks. Such efforts protect people today while reducing long-term costs, and they work regardless of the source of extreme weather. Adaptation also does not depend on global consensus; each country, state, or city can act in its own interest. Many of these measures even deliver benefits beyond weather resilience, such as stronger infrastructure and improved security against broader threats.

McKinsey research reinforces this logic. Without a rapid scale-up of climate adaptation, the U.S. will face serious socioeconomic risks. These include damage to infrastructure and property from storms, floods, and heat waves, as well as greater stress on vulnerable populations and disrupted supply chains.

Making Carbon Work for Us

While adaptation addresses immediate risks, Ken Medlock points to a longer-term opportunity: turning carbon into value.

Carbon can serve as a building block for advanced materials in construction, transportation, power transmission, and agriculture. Biochar to improve soils, carbon composites for stronger and lighter products, and next-generation fuels are all examples. As Ken points out, carbon-to-value strategies can extend into construction and infrastructure. Beyond creating new markets, carbon conversion could deliver lighter and more resilient materials, helping the U.S. build infrastructure that is stronger, longer-lasting, and better able to withstand climate stress.

A carbon-to-value economy can help the U.S. strengthen its manufacturing base and position itself as a global supplier of advanced materials.

These solutions are not yet economic at scale, but smart policies can change that. Expanding the 45Q tax credit to cover carbon use in materials, funding research at DOE labs and universities, and supporting early markets would help create the conditions for growth.

Conclusion

Instead of choosing between “doing nothing” and “net zero at any cost,” we need a third approach that invests in both climate resilience and carbon conversion.

Public adaptation strengthens and improves the infrastructure we rely on every day, including levees, power grids, water systems, and building standards that protect communities from climate shocks. Carbon-to-value strategies can complement these efforts by creating lighter, more resilient carbon-based infrastructure.

CES suggests this combination is a pragmatic way forward. As Peter emphasizes, adaptation works because it is in each nation’s self-interest. And as Ken reminds us, “The U.S. has a comparative advantage in carbon. Leveraging it to its fullest extent puts the U.S. in a position of strength now and well into the future.”

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Scott Nyquist is a senior advisor at McKinsey & Company and vice chairman, Houston Energy Transition Initiative of the Greater Houston Partnership. The views expressed herein are Nyquist's own and not those of McKinsey & Company or of the Greater Houston Partnership. This article originally appeared on LinkedIn.

UH launches new series on AI’s impact on the energy sector

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The University of Houston's Energy Transition Institute has launched a new Energy in Action Seminar Series that will feature talks focused on the intersection of the energy industry and digitization trends, such as AI.

The first event in the series took place earlier this month, featuring Raiford Smith, global market lead for power & energy for Google Cloud, who presented "AI, Energy, and Data Centers." The talk discussed the benefits of widespread AI adoption for growth in traditional and low-carbon energy resources.

Future events include:

“Through this timely and informative seminar series, ETI will bring together energy professionals, researchers, students, and anyone working in or around digital innovation in energy," Debalina Sengupta, chief operating officer of ETI, said in a news release. "We encourage industry members and students to register now and reap the benefits of participating in both the seminar and the reception, which presents a fantastic opportunity to stay ahead of industry developments and build a strong network in the Greater Houston energy ecosystem.”

The series is slated to continue throughout 2026. Each presentation is followed by a one-hour networking reception. Register for the next event here.