Financial research concept

Gross Ton-Miles (GTMs): Railroad Network Workload and Asset Utilization

Gross ton-miles measure the weight of loaded and empty railcars multiplied by the distance hauled. Learn how GTMs differ from revenue ton-miles and why railroads use them to analyze network workload and productivity.

By Lee BaileyPublished Sep 15, 2026

Gross ton-miles (GTMs) measure a railroad's physical hauling workload by multiplying the weight of loaded and empty freight cars by the distance they travel.

Unlike Revenue Ton-Miles, which focus on revenue-producing freight weight, GTMs capture a broader amount of mass the railroad must move across the network.

Formula

A simplified relationship is:

text
1Gross Ton-Miles = Gross Train-Car Weight × Miles Hauled

Railroad definitions generally include the weight of loaded and empty freight cars. Issuer methodologies can differ in the exact scope of included equipment and miles.

Why gross ton-miles matter

Moving freight requires locomotives, fuel, crews, track capacity, maintenance, and equipment. GTMs provide a workload denominator that can connect traffic to those resources.

Union Pacific, for example, uses GTMs in its locomotive-productivity measure:

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1Locomotive Productivity = Gross Ton-Miles ÷ Average Daily Locomotive Horsepower

A railroad that moves more GTMs with the same locomotive horsepower may be using its locomotive fleet more productively, although mix and operating conditions still matter.

GTMs versus Revenue Ton-Miles

The distinction is central:

  • Revenue ton-miles measure paying freight tons multiplied by distance.
  • Gross ton-miles include the weight of the freight cars themselves, including empty equipment, multiplied by distance.

GTMs are therefore normally larger than RTMs.

The gap between them can change because of empty-car movements, equipment weight, commodity mix, train configuration, and length of haul. A change in GTMs without the same change in RTMs can signal that the network is doing more physical work without an equivalent increase in revenue-producing freight work.

GTMs versus carloads

Carloads are a unit count. GTMs are weight-and-distance based.

A railroad can report modest carload growth but stronger GTM growth if the additional traffic is heavier or moves farther. Union Pacific's filings have highlighted this exact type of divergence when coal or grain mix changes.

This is why investors should avoid treating a 1% increase in carloads as equivalent to a 1% increase in network workload.

GTMs and operating efficiency

GTMs are useful when paired with resource measures such as:

  • locomotive horsepower;
  • gallons of fuel consumed;
  • employee hours or headcount;
  • train miles;
  • train length; and
  • network velocity.

Examples of derived operating questions include GTMs per locomotive horsepower, fuel consumed per GTM, or workforce productivity relative to freight workload.

Those ratios are not automatically comparable across companies. Terrain, commodity mix, train length, grade, weather, network density, equipment mix, and operating practices can materially affect them.

Empty movements matter

Empty freight cars do not carry revenue-producing cargo, but they still consume railroad resources when repositioned.

Because GTMs include empty equipment weight, they can capture operating burden that RTMs omit. A network with inefficient empty repositioning can therefore produce workload without equivalent revenue freight.

That does not make all empty movement wasteful. Railcars often must return to loading points or move to where demand exists.

Real-world filing context

Union Pacific defines gross ton-miles as the weight of loaded and empty freight cars multiplied by miles hauled and reports GTMs alongside RTMs, carloadings, locomotive productivity, train speed, and dwell. CSX also reports total gross ton-miles as an operating statistic.

Sources:

Bottom line

Gross ton-miles measure railroad physical workload, not revenue freight alone. Investors should compare GTMs with revenue ton-miles, carloads, locomotive productivity, fuel use, and network-fluidity measures to understand whether the railroad is converting physical work into productive revenue service efficiently.

Part of the Railroad Operating Model

Connect freight volume, network velocity, terminal dwell, freight yield, and operating ratio to understand railroad throughput and profitability.

How the model fits together
  • Freight work and yield: Revenue ton-miles combine revenue freight weight and distance. Freight revenue per revenue ton-mile converts that work into a yield measure, so the pair explains freight revenue movement more directly than carloads alone.
  • Network productivity and profitability: Gross ton-miles capture total hauled weight, including empty equipment. Higher freight-car velocity and lower terminal dwell can improve asset throughput, while operating ratio shows operating expense as a share of operating revenue.

See It in Company Research

These companies are examples of how the concept is reported or discussed in public filings. Definitions can differ by issuer; these links open company research rather than a normalized metric comparison.

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Compare railroad workload

Compare railroad fundamentals alongside gross ton-miles, revenue ton-miles, carloads, locomotive productivity, and network mix.

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