Training Workers for a Moving Target
by Dean Prigelmeier, President of Proactive Technologies, Inc.®
In an article in HR Dive entitled “How employers could improve job outcomes for young adults: Certain degree programs and on-the-job training could open access to high-demand jobs,” Anthony Carnevale, the lead author of a recent report and director of Center on Education and the Workforce, said in a statement, “Pathways to good jobs are especially strengthened through comprehensive policy efforts that layer effective interventions on top of one another.”
“Some of these pathway changes involve increasing educational attainment, especially progressing toward attainment of a bachelor’s degree. Others replace or combine classroom learning with on-the-job learning, capitalizing on the growth that occurs when workers gain access to jobs in high-demand fields that equip them with both general and sector-specific skills, competencies, and domain knowledge”
It must be understood that the recent report, and other reports over the last decades attempting to provide guidance for better labor force development, explores solutions from the educator and policymaker’s perspective; using the traditional tools and approaches to education to prepare workers who can enter the labor pool with more to offer employers.
When education talks about “on-the-job training,” they are more likely referring to “on-the-job learning,” which is just a change of venue for traditional class or online learning. While important and necessary for preparing future and returning workers for the labor pool, too little time and discovery is spent on the employer’s role in developing the workers they themselves need to perform unique tasks, on their unique equipment for their unique processes. When a trainee’s core and industry-sector skills (industry-specific) are enhanced with task-based structured on-the-job training – by an employer’s subject matter expert delivered one-on-one in a deliberate transfer of expertise – the workers learning efforts prior to employment or concurrent with employment are preserved through direct application, before they erode from non-use.
Historically, employers have provided a tepid interest and response to the training process, relying too much on education to do the job only employers can do and relying on internal, informal, unstructured and undocumented one-on-one training to do the rest. This is partly because so much hype circulates around “new and improved” attempts by education to address the urgent need that employers continually voice. This may, also, be due to many employers’ denial about how weak and often ineffective the employer’s internal method of training new-hires, cross-training incumbent workers and upskilling incumbents for changing processes and technology are. Workers have been caught in a “Ground Hog Day” (I am talking about the Bill Murray movie, not disrespecting the little critter) loop for decades. Read More
Realistic Job Previews Can Be a Useful Tool for Measuring a Prospective Employee’s Transferable, Task-based Skills
by Stacey Lett, Director of Operations – Eastern U.S. – Proactive Technologies, Inc.®
Artificial Intelligence is changing the way candidates are evaluated for hiring. More and more candidates are using AI to generate a polished resume – often inflated and/or not truthful – and employers are using AI to evaluate those resumes – with “canned or developing” knowledge and evolving biases. According to an article by Jill Barth of HR Executive, “Organizations that rely on resumes as their primary hiring decision driver are 35% more likely to report a bad hire, according to the report. Meanwhile, around 64% of employers say they have already hired someone whose performance did not match what was on their resume, with 39% saying it has happened more than once.” Concerns have emerged over the damage of ‘slopification’ in AI hiring and whether AI hiring efficiency worth the legal risk?
The hiring process can be difficult for both the employer and the prospective employee. A wrong decision can cost each party a lot of time, money and opportunity. It seems reasonable to believe that some of the “hasty turnover” experienced by employers – new-hires quitting in the first few days of employment – may be due to the shock of discovering the real nature, culture, requirements and environment of the job. An unwanted outcome based on the employer not providing an accurate picture of the job, work environment and work expected to be performed can be avoided with a “Realistic Job Preview.” (“RJP”).
Wikipedia points out that “Empirical research suggests a fairly small effect size, even for properly designed RJPs (d = .12), with estimates that they can improve job survival rates ranging from 3–10%. For large organizations in retail or transportation that do mass hiring and experience new hire turnover above 200% in a large population, a 3–10% difference can translate to significant monetary savings. Some experts (e.g., Roth; Martin, 1996) estimate that RJPs screen out between 15% and 36% of applicants. Read More
If They Haven’t Already, Local and State Econ Development Should Diversify Focus to Emphasize SMBs and
Entrepreneurs
by Frank Gibson, CEO and Interim Chairman of the Board of the North-Central Ohio Employer-Based Worker Training Partnership, Workforce Development Advisor, retired from The Ohio State University – Alber Enterprise Center
Everyone seems to be scrambling to be part of the Artificial Intelligence marketing pandemonium. Trillions of dollars are being invested worldwide to solidify AI’s place in the center of all activity. Whether it will succeed in securing that place, or significantly near that level, is heavily debated. Nevertheless, the continuing concentration of bank and investment capital away from community banking not only places all eggs in fewer baskets, it makes it harder for Small and Medium-Sized Business (SMBs) and entrepreneurs to get a chance to reach their full potential and to provide local jobs that will sustain the local economy should the AI bubble burst.
Cities and states are beginning to experience revolts to AI data centers popping up in backyards with very little notice to residents affected, regulation or buy-in – underestimating or ignoring concerns for their enormous thirst for water and energy, their potential for air, water and noise pollution, or what that means for the community if the AI bubble pops and the building and property are abandoned.
People in the upper-mid west and northeast are familiar with the “job creating” promises made throughout the last few decades, and the aftermath of decaying properties, buildings and workers left behind by a shift in investment interest. First steel, then textiles, then electronics, then automotive industries. Many US projects did not make it to expectations. The mass relocation of manufacturers during the multi-decade off-shoring wave, as the US became an incubator of SMBs headed south, north and overseas, was more “destruction” than “creative.” Overnight communities lost their biggest employer(s) and premier contributor to the local tax base. Cumulatively, communities veered from boom to bust, setting aside their horrifying experience to rely, once again, on the next “promise of opportunity.”
A few years ago, the reshoring of microchip factories with the help of the CHIPs Act of 2022 promised a surge in jobs and prosperity for communities that fought hard enough to bring the jobs to their area. Just like electric vehicle and solar production, to date most projects have scaled back their efforts, toned down their projections of job creation, or shifted their focus and therefore their timeline to job creation – with some projects stopped altogether. With a new administration came a shift in priorities and players. Global tensions, tariff policies and supply chain disruptions are still changing plans, sometimes overnight. With AI data centers and the ever-more-consuming amount of money poured into projects is unhindered, we can expect a short-term rise in construction jobs and supplier jobs. But AI’s widely advertised purpose is not the creation of jobs, instead the actual elimination of jobs, so we might see a “wash.” It seems counterintuitive to use taxpayers’ money to enable an industry, with access to its own capital, that promotes the destruction of taxpayer’s livelihood, lifestyle and community. As we witness daily, trading long-term stability and steady growth for the short-term booms has never worked out well for the current and next generations.
Local SMBs and entrepreneurs have been waiting their turn to be showered with support and affection like those that capture and hold the media’s and capital market’s attention. In many cases they are “boot-strapping” their business longer than ever expected. Instead of being sincerely celebrated, nurtured and supported they are often viewed with indifference, skepticism or as “riddled with risk.” Never mind that many of the large, established and enduring corporations were started on a kitchen table or in a garage, or that some mega giants that simply emerged are notoriously risky. No matter what the latest economic shift or upheaval is created by others, experienced SMBs and entrepreneurs who have been around these blocks a few times have been able to survive while other more well-financed and visible companies surge then evaporate. Read More
When is Illustrating Technical Materials Useful to the Trainee?
by Dean Prigelmeier, President of Proactive Technologies, Inc.®
Technical process documents standardize work processes in an attempt to maintain task performance at a consistent level of output. From organization to organization, process documents may vary in usefulness though required by ISO/AS/IATF and Nadcap certification. Some may be too vague, too specific or too cluttered into lengthy paragraphs designed for human error. Nevertheless, the intended purpose is to offer guidance as to the “best practice” way of performing work. Whether illustrating technical documents is useful in achieving that goal is dependent on a few factors.
Technical processes, illustrated or not, are most useful to a worker when learning a task for the first time. Unless in a checklist format where step-by-step initials are required to document that no steps are missed, most process documents are reduced to a “reference status” Even though management and auditors want to believe process documents are followed intently each time, that is usually a “staged” behavior. In reality, once committed to a worker’s memory many documents are not seen by the user until the audit is scheduled. Unfortunate but true.
Sometimes more diligent workers make up for document inadequacy or lack of process documents by keeping notes in their lunchbox or, more precariously yet, in their head. Heaven forbid this is discovered during an audit. These notes not only are uncontrolled and unofficial, but they represent a wealth of “tribal knowledge” that is not routinely shared with new-hires. Mistakes that are known to have happened, and can be avoided if shared, are repeated with each trainee to everyone’s detriment. The fact that each employee feels the need to keep their own notes is a sign of some problem with process documentation and should investigated.
Stepping back to get a better view of learning patterns of a typical worker may be helpful. It varies from organization to organization, job classification to job classification. If an organization has been trying to hire based predominantly on wage level, they often find the lower the wage level the lower the inventory of prerequisite skills for not only the tasks to be learned, but also the ability to learn. And most organizations that focus on lower wage levels do not have a budget for remediation of deficient core skills to improve the process of learning.
It is here that organizations sometimes try to make up for the deficit by expending time and money to illustrate the technical materials, thinking “pictures speak a thousand words.” Adding illustrations alone to flawed technical processes will not magically bring the document together to a make a better learning material. Here are a few examples of what I am talking about: Read More
Read the full July, 2026 Proactive Technologies Report™ newsletter, including linked industry articles and online presentation schedules.

























Proactive Technologies, Inc.®; PROTECH®; Human Resource Management for Tomorrow...Today!® and logo; PROTECH©® System of Managed Human Resource Development™; Accelerated Transfer of Expertise System™; Certificate of Job Mastery Program™, Certificate of Task Mastery Program™ are all trademarks of Proactive Technologies Inc.®;