Doctrine

Frontline Intelligence

AI and technology for fire, EMS, and emergency services.

A Free Hour Won’t Save the Busiest Engine

Robert Grand · Battalion Chief who still runs calls

In December of 2018, my roving year, a three-shift hole opened up at Station 1, our downtown house, and I got assigned to fill it. Engine 1 is the busiest engine in the city. I rode eighteen calls my first shift. There was no drilling. There was no public engagement. There was survival, and there was the report queue, which stacked up while I ran and kept stacking every time I sat down. Whatever downtime existed got eaten by the next tone.

I knew that feeling because I’d spent ten years living in it. I came up at Station 2 as an engineer and then a captain, the second busiest engine in the system, and after a decade the volume had hollowed me out. My battalion chief saw it before I’d admit it and moved me to the roving spot to reset. Six months of filling holes wherever the schedule needed me, and I felt it come back, the want to run calls, the itch to drill. Then three shifts at Station 1 erased all of it. It put me right back in the rut, and this time I understood what the rut was doing to me. It was in my sleep, my mood, my temper. By the end of the third shift I had to take my next one off, because a single day of recovery wasn’t enough anymore.

Now tell me what a free hour of saved paperwork would have done for me that December.

The Hour Was Never the Problem

Nothing. That’s the honest answer. The tools arriving in the fire service right now, the ones that draft your report narrative and untangle your scheduling, are real and I want them (Vector Solutions, https://www.vectorsolutions.com/resources/newsroom/vector-solutions-introduces-ai-powered-enhancements-to-streamline-fire-department-training-scheduling-and-inspections/). On a slower house, an hour handed back is a genuine gift. But on Engine 1, an hour is an insult. It doesn’t touch the thing that was actually breaking me, which was never the charting. It was the eighteen calls. The volume itself. You cannot paperwork-reduce your way out of a demand problem, and the busiest houses in every system are demand problems wearing a documentation costume.

So here’s the bar I’d set before you get excited about any of this. Technology has to give back more than a free hour. If a tool only reaches the paperwork, it might be worth it at your easy stations and close to worthless at your hard ones, and your hard ones are where you’re losing people. The question isn’t whether a tool saves time. It’s how deep the tool reaches.

What Actually Reset Me

Look at what fixed me the first time, because it’s the whole clue. It wasn’t more recovery and it wasn’t lighter paperwork. It was the rov. Being pulled out of the volume and spread across the system, a shift here and a shift there, so no single assignment could grind me flat. That’s a crude, human, wildly inefficient version of load balancing. The department did it by hand, one burned-out captain at a time, reacting after the damage was already done.

Now imagine doing that on purpose, with the data, before anyone breaks. That’s the level tech has to reach to matter at a place like Station 1.

Three Levels Deep

So here’s the framework, and it’s just three levels of how far into the problem a tool actually reaches.

The first level is time back. Reduce the charting and the paperwork that sits on a captain, hand back the hour. It’s the floor. Necessary, welcome, and by itself not nearly enough for a busy house.

The second level is spreading the load. Technology that studies your call volume in real detail and calculates how to distribute a busy engine’s runs across neighboring stations, so Engine 1 isn’t riding eighteen while a house two districts over rides four. This is the rov done deliberately and system-wide, balancing demand instead of waiting for a chief to notice a good captain going under. This level touches the actual problem, because it works on volume, not on the residue volume leaves behind.

The third level is the demand itself. Technology that helps decide which calls truly need an emergency response and which don’t, and, just as important, models the impact of those choices before you make them. This is the loaded one, and I won’t pretend it isn’t. Deciding not to roll on something is a decision that can go wrong in ways a saved hour never can, and it belongs to trained people with clear eyes and a way to see the consequences. But it’s also where the largest relief lives, because the fastest call is the one that was safely never yours to run. A tool that can model that, honestly and with the department holding the authority, is operating at the level that actually decides whether a crew survives its career.

The Question That Sorts the Tools

Put any product in front of you against those three levels and it sorts itself fast. Most of what’s for sale today lives at level one. It hands back the hour. That’s fine for what it is, and you should still be honest that for your Engine 1, your Station 2, the houses actually chewing people up, level one is a rounding error against the real load.

The tools worth chasing for those houses are the ones reaching level two and three, the ones that treat volume and demand as the thing to fix, not the paperwork volume produces. That’s the difference between a tool that makes a hard shift slightly tidier and a tool that makes the hard shift less hard.

Before You Call It Worth It

So before you decide any technology is worth the money, ask how deep it reaches, and ask it about your worst house, not your easiest one. If all it does is give back an hour, name that plainly and buy it for what it is, a small comfort, and keep looking for the tool that touches your volume. Judge this stuff by what it does for the crew riding eighteen calls downtown, the one at the exact point I was at the end of that third shift. An hour wouldn’t have saved me. Being pulled out of the volume did, years too late and by luck and a sharp battalion chief. The technology worth having is the kind that could have done it on purpose, before December, before the rut, before it cost me a shift I had to spend just recovering from the job.

Robert Grand is a Battalion Chief at Eugene Springfield Fire with 24 years of service. He writes Frontline Intelligence, a newsletter on operational doctrine, technology, and leadership in Fire & EMS.

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