Better Operations with Gordon James Millar, SLO Native

Gordon James Millar, of San Luis Obispo, shares his perspective on bettering your engineering and operations organizations. This perspective does not speak on behalf of Gordon's employer.

Manufacturing technician training colleague on equipment operation during shift transition Manufacturing technician providing hands-on training during equipment maintenance and operation procedures. Photo by Science in HD, CC0, via Wikimedia Commons

The hydraulic press operator called in sick at 6:30 AM on a Thursday, and our backup operator, Jessica Chen, discovered something was wrong with Line 2’s primary extruder the moment she started her shift. “This doesn’t sound right,” she said, pausing the startup sequence. “The pressure buildup is about two seconds slower than normal.”

Jessica had only been cross-trained on the extruder for six weeks, but her fresh perspective caught something that might have been missed by someone more familiar with the equipment’s quirks. What happened next revealed why the most valuable redundancy in any operation isn’t backup equipment or emergency procedures—it’s people who understand multiple parts of the system and can see connections that specialists miss.

“When you know just one job really well, you learn to ignore small variations,” Jessica explained as we diagnosed the pressure issue. “But when you’re still learning, every variation seems important. Sometimes that’s exactly the perspective you need.”

That insight—that inexperience can be a diagnostic advantage when it’s paired with solid fundamentals—completely changed how I think about cross-training and operational resilience.

The Value of Fresh Eyes on Familiar Problems

Jessica’s observation about the pressure buildup revealed a developing problem in the hydraulic system that had been gradually worsening over three weeks. The regular operator, Mike Torres, had unconsciously adapted to the slower pressure buildup by adjusting his timing, masking a problem that could have led to a major failure within days.

“I keep detailed timing logs,” Mike explained when he returned the next day. “But I guess I stopped really looking at them. When you run the same equipment every day, you start operating by feel instead of data.”

This adaptation phenomenon reminded me of how experienced line cooks sometimes miss flavor changes in familiar recipes because their palate adjusts to gradual variations, while a new cook will immediately notice that something’s off. In real estate, veteran property managers sometimes overlook gradual neighborhood changes that new managers spot immediately.

The principle applies across domains: Expertise can create blind spots that inexperience illuminates.

Equipment diagnostic display showing pressure and timing measurements during operation Equipment monitoring system displaying pressure measurements and operational timing data. Photo by Hustvedt, CC BY-SA 3.0, via Wikimedia Commons

Jessica’s fresh perspective led us to discover that our cross-training program was creating unexpected diagnostic advantages beyond just operational coverage.

The Restaurant Parallel: Why Rotating Stations Improves Everything

The pressure detection incident reminded me of staging experiences in professional kitchens, where chefs rotate through different stations not just for training but for the perspective each position provides on overall kitchen operations.

Chef Elena Vasquez at Copper Table explained it perfectly: “When you work sauté every day, you get really good at sauté. But when you rotate to garde manger for a week, you start noticing things about how sauté affects the cold station that you never saw before. You come back to sauté with better understanding of the whole kitchen.”

This rotation practice reveals inefficiencies and improvement opportunities that become invisible to people who work the same position every day. The garde manger cook notices that sauté plates are always slightly too hot for safe garnish handling. The pastry chef sees that entrée timing affects dessert service in ways that aren’t obvious from the dessert station.

Cross-training creates system-level intelligence that exceeds the sum of individual expertise.

The manufacturing application was immediate. We began rotating experienced operators through different stations not just for coverage but for the diagnostic intelligence that fresh perspectives provide on familiar processes.

The Hidden Intelligence in Cross-Functional Understanding

Jessica’s hydraulic press insight led to a broader investigation of how cross-training was affecting our operational intelligence. What we discovered challenged conventional thinking about specialization versus generalization.

Traditional Specialization Benefits: Deep expertise, maximum efficiency, optimized workflows, consistent quality within specific functions.

Cross-Training Intelligence Benefits: System-level understanding, connection recognition, fresh perspective on familiar problems, ability to see inefficiencies that specialists miss.

“When I learned the extruder after years on the press, I started seeing how press timing affects material flow to the extruder,” Jessica noted. “Small changes in press cycle timing can create extruder feeding issues that seem unrelated if you only know one machine.”

This systems thinking created operational improvements that wouldn’t have been possible through single-station optimization:

Process Integration: Understanding how upstream operations affect downstream quality enabled adjustments that improved overall efficiency rather than just individual station performance.

Bottleneck Identification: Cross-trained operators could see constraint relationships that weren’t obvious to single-station specialists, enabling systematic flow improvements.

Quality Correlation: Understanding connections between different process stages revealed quality control opportunities that traditional inspection missed.

Manufacturing floor showing multiple connected workstations and material flow patterns Manufacturing floor layout displaying interconnected workstations and systematic material flow optimization. Photo by Oregon DOT, CC BY 2.0, via Wikimedia Commons

The Real Estate Investment Parallel: Market Intelligence Through Diversification

The cross-training insights apply directly to real estate investment strategy. Investors who understand multiple property types and markets develop intelligence that specialists in single markets or property types often miss.

Single-Market Specialists: Deep knowledge of specific neighborhoods, property types, or investment strategies. Maximum efficiency within their specialty area.

Diversified Market Intelligence: Understanding how different markets interact, recognizing cross-market trends, ability to see opportunities that single-market specialists miss.

I’ve seen this repeatedly with successful real estate investors. Those who understand both residential and commercial markets notice neighborhood transition patterns earlier. Investors familiar with both urban and suburban markets recognize demographic shift opportunities that specialists miss.

The key insight is that market intelligence comes from understanding relationships between different market segments rather than just deep knowledge of single segments.

Implementing Systematic Cross-Training for Intelligence

Based on Jessica’s diagnostic success, we redesigned our cross-training program to maximize intelligence generation rather than just operational coverage:

Rotation Scheduling: Instead of random cross-training assignments, we created systematic rotations that expose people to related processes and upstream/downstream operations that affect their primary responsibilities.

Intelligence Documentation: Cross-trained operators document observations and insights from their temporary assignments, creating intelligence that informs process improvements.

Connection Mapping: Teams map relationships between different operations, identifying interdependencies and optimization opportunities that become visible through cross-functional experience.

Fresh Perspective Protocols: New station assignments include explicit requirements to question existing practices and document variation observations, turning inexperience into diagnostic advantage.

The results exceeded expectations. Within four months, cross-training-derived insights led to process improvements that increased overall efficiency by 12% while reducing quality variations across all stations.

The Cultural Shift: From Coverage to Intelligence

Perhaps the most significant change was cultural. Cross-training evolved from a staffing backup strategy to an intelligence generation strategy that improved understanding across the entire operation.

Traditional Cross-Training Mindset: “We need people who can cover multiple positions when someone is absent.”

Intelligence-Driven Cross-Training Mindset: “We need people who understand how different parts of our operation affect each other and can identify improvement opportunities that specialists miss.”

This shift required different training approaches and different expectations:

Systems Thinking Development: Cross-training included explicit education about how different operations interact and affect each other.

Observation Skills Training: People learned to systematically observe and document variations, inefficiencies, and improvement opportunities when working in unfamiliar positions.

Connection Recognition: Training emphasized understanding relationships between different processes rather than just learning to perform individual tasks.

“I used to think cross-training was about having backup people,” Mike reflected six months later. “Now I realize it’s about having people who understand the whole system instead of just their piece of it.”

The Innovation Acceleration Effect

One unexpected benefit of intelligence-driven cross-training was how it accelerated innovation and problem-solving. When equipment issues or process challenges arose, teams could generate solutions faster because more people understood system-wide implications.

Traditional Problem-Solving: Specialists diagnose problems within their expertise area and coordinate with other specialists for system-wide solutions.

Cross-Functional Problem-Solving: Team members understand multiple system areas and can quickly identify root causes and solutions that span different operational areas.

Jessica’s hydraulic pressure detection was just the beginning. Over the following months, cross-trained team members identified dozens of improvement opportunities that hadn’t been visible to traditional specialized approaches:

Preventive Maintenance Optimization: Understanding how different equipment types interact enabled maintenance scheduling that improved overall uptime rather than just individual equipment reliability.

Quality Control Enhancement: Recognizing how upstream variations affect downstream quality enabled proactive adjustments that prevented problems rather than just detecting them.

Workflow Integration: Understanding multiple process stages enabled workflow improvements that optimized overall throughput rather than just individual station efficiency.

The Broader Principle: Intelligence Through Perspective Diversity

Jessica’s equipment insight revealed that operational intelligence comes from diversity of perspective rather than just depth of expertise. This principle applies whether you’re managing manufacturing operations, restaurant kitchens, or real estate portfolios.

Manufacturing: Cross-train for system intelligence, not just operational coverage. Use fresh perspectives to identify improvement opportunities that specialists miss.

Restaurants: Rotate staff through different stations to generate insights about kitchen integration and workflow optimization that single-station expertise can’t provide.

Real Estate: Develop understanding of multiple markets and property types to recognize investment opportunities and risk patterns that single-market specialists miss.

The key insight is that the best backup plans aren’t just alternative ways to accomplish the same tasks—they’re alternative perspectives that reveal opportunities for accomplishing tasks better.

As Jessica said during our team debrief: “Learning the extruder didn’t just make me a backup operator. It made me a better press operator because I finally understood what happens to the materials after they leave my station.”

That perspective—understanding the broader system rather than just your role in it—creates intelligence that transforms both individual performance and organizational capability.

The most valuable redundancy isn’t having backup systems that maintain normal operations when primary systems fail. It’s having people who understand the whole system well enough to improve normal operations and identify opportunities that specialists working in isolation would never see.