Have Advances in Technology Distracted HR From the Fundamentals of Worker Selection and Development?

by Stacey Lett, Director of Operations – Eastern U.S. – Proactive Technologies, Inc.– Proactive Technologies, Inc.®

Hundreds of billions of investment dollars are driving the advancements in technology into every corner of our lives, including the selection and development of workers. Predictably, the emphasis often seems more on the technology and the money it can make for investors than the practicality for the end-user or those it effects.

It is not just the refrigerators that talk to your grocery store, or watches that talk to the phone in your pocket. Wall Street, with an accumulating mountain of cash, can drive any idea to fabricate a “trend” that often dissipates as quickly as it emerges, sometimes leaving disruption in the wake but yields a return for investors. For investors it is the means to an end. To many, it may negatively affect their life and their future.

In the 1990’s, investors started to look at the National Security Agency’s and Central Intelligence Agency’skey-word search” capabilities used to scan millions of documents from around the world for specific words and phrases to expand their intelligence gathering reach. They saw applications of this technology in the civilian world, including scanning the mounds of resumes and employment applications employers had to filter in order to find a few new-hires. On the surface, this seemed to be a godsend.

Soon employers and employment candidates saw what the developers of this technology did not. The technology first had to count on employers having accurately designed job descriptions in consistent formats, using standardized terms, words and phrases to describe pre-hire knowledge, experience, skills and abilities of interest. The fact was reality couldn’t have been farther from this, with job descriptions written 50 years prior, written precisely for someone the employer wanted to hire (not so reflective of the actual job requirements), or cut & pasted from a handy library resource.

Next, this technology had to rely the applicant knowing the right words and phrases to describe their own pre-hire knowledge, experience, skills and abilities of interest to the employer for the algorithm to recognize a closeness or match. In truth, most candidates even knew less about the difference between a skill and ability, knowledge and a trait, having “experience with” versus being “acquainted with,” or being “fluent” in a topic or having a passing knowledge.

Nevertheless, this technology, with all of its short-comings, stormed the market. Many who lost their jobs in 2008, as with the impact of the Covid-19 pandemic, had not written a resume or filled in a job application for 20 or 30 years, let alone were aware of how key-word search worked and the need to be precise in describing a life of work in terms used by employers which were evolving and who probably changed their own management line-up and company strategy. No one really knows how many highly skilled and perfect matches have seen their careers derailed by this technology, robbing the worker of the job they wanted and the employer of the worker they needed.

Today, while the matching technology is still in use, more and more employers recognize its shortcomings and have developed “work-arounds” to try to ensure more qualified candidates are fairly and more objectively measured. Some have thrown out the idea of key-word candidate screening but not before the years of damage was done.

Other technologies continue to be driven into every aspect of life, including human resources and training. Concern has been expressed about the potential for loss of privacy with using some of these such as fitness trackers that track and make available the location of the users and shares the data it collects with third-party brokers who share the information with whoever will buy it. The military discovered fitness trackers revealed the location of its overseas troops and stopped or limited its use.

Some employers forced candidates and workers to turn over passwords to their private social-media lives, and many found things dredged from the distant past – perhaps not job-relevant – that they had to act upon. Some employers made generalizations of a candidate or employee’s character based on, in some cases, lapses in judgment while in the private company of friends or family, thinking they are sharing the moment with a private group.

One emerging “trend” is the use of Artificial Intelligence to scour the universe of social media, public records and private, but shared, data on employees and candidates. AI learns from scouring the data it is presented, which includes erroneous and inaccurate information and entrenched biases. Will this technology disqualify even more qualified candidates? Will legal challenges limit or halt the use of this technology in employment practices but not before the horse has left the barn and the damage done?

Ironically, while the future of AI social-media mining is being heralded as the future of human resources, more and more employers – unhappy with disqualifying suspiciously qualified candidates for the job openings they need filled – are turning to manual selection of non-traditional candidates such as older workers, ex-inmates, former drug addicted citizens and the physically challenged.

Reports have stated that AI in employment is muddying both sides of the equation. From the job-candidate’s side, AI is being used to generate bogus job openings to lure unsuspecting candidates into providing personal information and extracting fees. Some scams involve individuals fraudulently applying for remote, non-existent IT jobs at big firms to the access financial, private and proprietary information of their clients and employees. From the employer’s perspective, AI is being used to create phony interview candidates and resumes, wasting the employer’s time and resources. AI is even being used to emulate upper-management personnel’s voices, ordering funds be transferred to the crook’s accounts, to create phony invoices and email instructions, and direct personnel to perform actions internally threatening operations. The future of AI in human resource management decisions looks cloudy and risky, at best.

According to an HR Dive article entitled, “More Than Half of Leaders Who Laid Off Workers Due to AI Admit to Screwing Up,” “About 4 in 10 business leaders have laid off employees as a result of deploying AI — and of those, 55% admit they made the wrong decisions about it, according to a recent survey of more than 1,000 business leaders by organizational design and planning software platform Orgvue.”

Human resource professionals should have learned by now to wait before fully committing to new technology from their other experiences with new apps and the latest hardware. Who hasn’t been creeped out by a pop-up advertisement for a product or service searched a few days prior? Or watched, out of curiosity, a Spanish-speaking television program only to see commercials appearing a few days later in Spanish during English broadcasts even though the viewer only knows English? It wouldn’t hurt to be deliberately cynical if for no other reason than to protect the company’s interests.

AI is not for everyone and everything as we have been pressured to believe. Understanding completely the problem to be solved to know if the AI solution is better than a human-based response can prevent wasted resources and disastrous results. For larger scale AI platforms, a new ISO standard ISO/IEC 42001 establishes guardrails, protections, checks and measures to hopefully ensure a smoother adoption and predictable outcome. For smaller, more discrete applications of AI it might be worthwhile to review the guidance to understand better the risks and rewards of not implementing it right.

If you are more concerned about the basic building blocks of worker screening and development based on job-validated data rather than subjective, sometimes erroneous, generalizations, check out Proactive Technologies’ structured on-the-job training system approach to see how it might work at your firm, your family of facilities or your region. Contact a Proactive Technologies representative today to schedule a GoToMeeting videoconference briefing to your computer. This can be followed up with an onsite presentation for you and your colleagues. 

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    (Mountain Time) The philosophy behind, and development/implementation of, structured on-the-job training; how any employer can benefit from the PROTECH©® system of managed human resource development™ in more than just the training area; building related technical instruction/structured on-the-job training partnerships for employers in across all industries. When partnering with economic development agencies, public and private career and technical colleges and universities, this provides the most productive use of available grant funds and gives employers-employees/trainees and the project partners the biggest win for all. Program supports ISO/AS/IATF and Nadcap compliance requirements for “knowledge(expertise)” capture, and process-based training and record keeping. This model provides the lacking support needed to employers who want to easily and cost-effectively host an apprenticeship.  Approx 45 minutes.

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    (Mountain Time) This briefing explains the philosophy behind, and development/implementation of, structured on-the-job training; how any employer can benefit from the PROTECH©® system of human human resource development™ in more than just the training area. This model provides the lacking support employers, who want to be able to easily and cost-effectively create the workers they require right now, need. Program supports ISO/AS/IATF and Nadcap compliance requirements for “knowledge(expertise)” capture, and process-based training and record keeping.  Approx 45 minutes.

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    (Mountain Time) The philosophy behind, and development/implementation of, structured on-the-job training; how any employer can benefit from the PROTECH©® system of managed human resource development™ in more than just the training area; building related technical instruction/structured on-the-job training partnerships for employers across all industries and how it can become an cost-effective, cost-efficient and highly credible apprenticeship. Program supports ISO/AS/IATF and Nadcap compliance requirements for “knowledge(expertise)” capture, and process-based training and record keeping. When partnering with economic development agencies, public and private career and technical colleges and universities, this provides the most productive use of available grant funds and gives employers-employees/trainees and the project partners the biggest win for all. This model provides the lacking support needed to employers who want to easily and cost-effectively host an apprenticeship.  Approx. 45 minutes

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  • 7:00 am-7:45 am
    2026-07-13

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    (Mountain Time) The philosophy behind, and development/implementation of, structured on-the-job training; how any employer can benefit from the PROTECH©® system of managed human resource development™ in more that just the training area; building related technical instruction/structured on-the-job training programs and supporting them for employers across all industries. ISO/AS/IATF, Nadcap and similar quality programs have a requirement that: standardize work processes guide quality, auditable task performance; training matches the process; training is documented for each worker; and a system is in place to ensure all are up to date and in sync. Program supports ISO/AS/IATF and Nadcap compliance requirements for “knowledge(expertise)” capture. In addition to hiring, structured on-the-job training and performance evaluation instruments, PROTECH produces reports such as Technical Document (best practice for each task), Qualification/ Certification Checklists and more. One-revision updates all materials! Efforts like Lean, Kaisen, continuous improvement strategies all can render a lesser model obsolete and non-compliant in a few months. This model provides the lacking support needed to employers who want to easily and cost-effectively establish and maintain compliance. Approx. 45 minutes

  • 9:00 am-9:45 am
    2026-07-13

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    (Mountain Time) The philosophy behind, and development/implementation of, structured on-the-job training; how any employer can benefit from the PROTECH©® system of managed human resource development in more than just the training area; building related technical instruction/structured on-the-job training programs and supporting them for employers across all industries. This approach uses the “accelerated transfer of expertise system™” to quickly and completely train each incumbent worker to full job mastery. When change settles and growth returns, new-hires can be quickly developed to full job mastery to support expansion and cross-training of each worker conducted and controlled. Program supports ISO/AS/IATF and Nadcap compliance requirements for “knowledge(expertise)” capture, and process-based training and record keeping. Approx. 45 minutes

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    The Crash of 2008, the Covid-19 Pandemic and mergers/acquisitions have caused disruptions to business strategies and training project support. During these disruptions, several Proactive Technologies projects were set-up for employers and ready to implement, or implementation started but paused temporarily, some indefinitely, as internal project knowledge and advocacy dissipated. Employee and management contacts were either laid-off, reassigned or retired. The significant value of what was established remains and Proactive Technologies saved each company’s data set up that point. Here is a chance to discover what was established, where we left off and what it would take to restart the program. The philosophy behind, and development/implementation of, structured on-the-job training; the many benefits from the PROTECH©® system of managed human resource development™ in more than just the training area; examples of projects with manufacturing and manufacturing support companies (aerospace, Tier-1 and 2 automobile suppliers, chemical companies, facilities maintenance companies, rubber/polymer manufacturers); compliance support provided by the system for ISO/AS/IATF and Nadcap quality programs as well as OSHA safety requirements; and how many structured on-the-job training programs were, or can be, unregistered apprenticeships or registered as apprenticeships.

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  • 7:00 am-7:45 am
    2026-07-15

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    (Mountain Time) The philosophy behind, and development/implementation of, structured on-the-job training; the many benefits the employer can realize from the PROTECH©® system of managed human resource development™ in more than just the training area; examples of projects across all industries, including manufacturing and manufacturing support companies. When combined with related technical instruction, this approach has been easily registered as an apprenticeship-focusing the structured on-the-job training on exactly what are the required tasks of the job. Registered or not, this approach is the most effective way to train workers to full capacity in the shortest amount of time –cutting internal costs of training while increasing worker capacity, productivity, work quality and quantity, and compliance.

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  • 9:00 am-9:45 am
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    (Mountain Time) The philosophy behind, and development/implementation of, structured on-the-job training; how any employer can benefit from the PROTECH©® system of managed human resource development™ in more than just the training area; building related technical instruction/structured on-the-job training partnerships for employers in across all industries. When partnering with economic development agencies, public and private career and technical colleges and universities, this provides the most productive use of available grant funds and gives employers-employees/trainees and the project partners the biggest win for all. This model provides the lacking support needed to employers who want to easily and cost-effectively host an apprenticeship.  Approx 45 minutes.

  • 1:00 pm-1:45 pm
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    (Mountain Time) The philosophy behind, and development/implementation of, structured on-the-job training; how any employer can benefit from the PROTECH©® system of managed human resource development™ in more that just the training area; building related technical instruction/structured on-the-job training partnerships for employers across all industries one-by-one. How this can become a cost-effective, cost-efficient and highly credible workforce development strategy – easy scale up by just plugging each new employer into the system. When partnering with economic development agencies, and public and private career and technical colleges and universities for the related technical instruction, this provides the most productive use of available grant funds and gives employers-employees/trainees and the project partners the biggest win for all. This model provides the support sorely needed by employers who want to partner in the development of the workforce but too often feel the efforts will not improve the workforce they need. Approx. 45 minutes

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  • 7:00 am-7:45 am
    2026-07-21

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    (Mountain Time) This briefing explains the philosophy behind, and development/implementation of, structured on-the-job training; how any employer can benefit from the PROTECH©® system of managed human resource development™ in more than just the training area. This model provides the lacking support employers, who want to be able to easily and cost-effectively create the workers they require right now, need. Program supports ISO/AS/IATF and Nadcap compliance requirements for “knowledge(expertise)” capture, and process-based training and record keeping.  Approx 45 minutes.

  • 9:00 am-9:45 am
    2026-07-21

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    (Mountain Time) The philosophy behind, and development/implementation of, structured on-the-job training; how any employer can benefit from the PROTECH©® system of managed human resource development™ in more that just the training area; building related technical instruction/structured on-the-job training partnerships for employers across all industries one-by-one. How this can become a cost-effective, cost-efficient and highly credible workforce development strategy – easy scale up by just plugging each new employer into the system. When partnering with economic development agencies, and public and private career and technical colleges and universities for the related technical instruction, this provides the most productive use of available grant funds and gives employers-employees/trainees and the project partners the biggest win for all. This model provides the support sorely needed by employers who want to partner in the development of the workforce but too often feel the efforts will not improve the workforce they need. Approx. 45 minutes

  • 1:00 pm-1:45 pm
    2026-07-21

    Click Here to Schedule

    (Mountain Time) The philosophy behind, and development/implementation of, structured on-the-job training; how any employer can benefit from the PROTECH©® system of managed human resource development™ in more than just the training area; building related technical instruction/structured on-the-job training partnerships for employers across all industries and how it can become an cost-effective, cost-efficient and highly credible apprenticeship. Program supports ISO/AS/IATF and Nadcap compliance requirements for “knowledge(expertise)” capture, and process-based training and record keeping. When partnering with economic development agencies, public and private career and technical colleges and universities, this provides the most productive use of available grant funds and gives employers-employees/trainees and the project partners the biggest win for all. This model provides the lacking support needed to employers who want to easily and cost-effectively host an apprenticeship.  Approx. 45 minutes

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