The Hidden Costs and Risks of Cross-Training Operators

Chemical Processing Distilled24mApril 7, 2026

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AI-Generated Summary

This episode of Chemical Processing's Distilled podcast explores the hidden costs and risks of cross-training operators in process plants, challenging the assumption that simply rotating personnel through multiple roles ensures readiness. Host Tracy Purdom and guest Dave Strobar, a human factors engineer and operator training expert, highlight how cross-training often leads to increased overtime, higher training costs, and inconsistent performance due to time-based training models that ignore job complexity. They emphasize the dangers of 'negative transfer'—when operators apply outdated or inconsistent procedures from one crew to another—and stress the critical role of human factors in control room design, particularly in alarm management and display clarity. The conversation shifts to modern solutions like decision-making exercises and objective performance assessments to improve readiness for high-stakes, low-frequency events. Looking ahead, Strobar predicts a transformation in operator roles driven by AI, robotics, and advanced diagnostics, requiring more technically skilled personnel and reimagined training programs that go beyond basic equipment identification to include system-wide situational awareness and AI oversight. Key takeaways include: (1) Cross-training should be based on job complexity and objective skill validation, not arbitrary timeframes; (2) Inconsistent procedures across crews create real safety risks due to negative transfer; (3) Control room displays must be optimized for operations, not training, to prevent missed alarms and misdiagnoses; (4) Decision-making exercises improve crew coordination during emergencies; (5) Objective, measurable assessments are essential to verify true competency; (6) Future operators will need broader technical skills in reliability, control systems, and AI oversight; (7) Technology will replace sensory tasks, shifting operator roles toward diagnostics and system monitoring; (8) The human-AI partnership must be carefully trained to avoid both over-reliance and dangerous override decisions.

Key Takeaways
1

Cross-training should be based on job complexity and objective skill validation, not arbitrary timeframes.

2

Inconsistent procedures across crews create real safety risks due to negative transfer.

3

Control room displays must be optimized for operations, not training, to prevent missed alarms and misdiagnoses.

4

Decision-making exercises improve crew coordination during emergencies.

5

Objective, measurable assessments are essential to verify true competency.

…and 3 more takeaways available in PodZeus

Chapters
0:00
1 min

Introduction to Cross-Training Challenges

Tracy Purdom introduces the episode on operator cross-training, setting the stage with a discussion of its perceived benefits and the hidden costs and risks that often go unaddressed.

1:00
3 min

The Hidden Costs of Cross-Training

Well, if I know multiple jobs and, you know, you know, multiple jobs, we can kind of shuffle things around. But with the cross-training requirement, now I have to take somebody off shift, put them through this training. I have to cover their job while they're in training. So there's the potential for some significantly increased costs associated with it.

Highlight
4:00
4 min

Time-Based Training vs. Job Complexity

But as you say, different jobs, different complexity, different workload. You know, some jobs may take six months to learn and grasp. Some jobs may take two months to grab. But too often it's done purely on time.

Highlight
8:00
5 min

Negative Transfer and Procedural Inconsistency

And that's actually the official term for that is negative transfer training. You know, that's why you get trained on something and you apply it. But now instead of being to a benefit, it's to a detriment.

Highlight
13:00
5 min

Human Factors in Control Room Design

One refinery, the operators had an alarm on their alarm summary screen for eight hours telling them that, you know, they were losing water in their treated water tank. And after eight hours, they ran out of water and all the boilers shut down.

Highlight
High-Impact Quotes
One refinery, the operators had an alarm on their alarm summary screen for eight hours telling them that, you know, they were losing water in their treated water tank. And after eight hours, they ran out of water and all the boilers shut down.
Dave Strobar10:27
Viral: 90.0
It's not just, oh, this flow valve isn't letting enough flow through. There's automated systems to tell you that they need to look at the whole plant and say, are we going in the right direction? Or wait a minute. Automation is taking us in the wrong direction.
Dave Strobar22:23
Viral: 88.0
Well, if I know multiple jobs and, you know, you know, multiple jobs, we can kind of shuffle things around. But with the cross-training requirement, now I have to take somebody off shift, put them through this training. I have to cover their job while they're in training. So there's the potential for some significantly increased costs associated with it.
Dave Strobar2:07
Viral: 85.0
Speakers

Host

Tracy Purdom

Guest

Dave Strobar
Topics Discussed
cross-training costs90%negative transfer in training90%control room human factors88%alarm management and display design85%job complexity and training duration85%objective skill assessment85%future of operator roles82%decision-making exercises80%
People & Brands

Dave Strobar

person

12xPositive

Tracy Purdom

person

8xPositive

refinery

other

7xNeutral

console operator

other

6xNeutral

AI

other

5xPositive

Three Mile Island

other

2xNeutral

Bevel Engineering

organization

2xPositive

drones

other

2xPositive

advanced process controller

other

2xNeutral

OSHA 1910 Process Safety Management

other

2xNeutral

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