Heavy Duty Trucking Logo
MenuMENU
SearchSEARCH

Big Data is Generating Big Returns

Data ranging from maintenance costs to video images is increasingly helping fleets to drive down the cost of everything from on-road repairs to collisions. And those who dig a little deeper can realize some of the biggest savings of all.

by John G. Smith
October 27, 2017
Big Data is Generating Big Returns

Public Domain via Wikimedia Commons

5 min to read


Data ranging from maintenance costs to video images is increasingly helping fleets to drive down the cost of everything from on-road repairs to collisions. And those who dig a little deeper can realize some of the biggest savings of all.

Ad Loading...

“All fleets at a minimum should be collecting a basic set of data,” said Rich Hanowski, director – center for truck and bus safety at the Virginia Transportation Institute, during a presentation at the American Trucking Associations’ annual Management Conference & Exhibition recently in Orlando, Florida.

Ad Loading...

But the “basic” set involves more than costs alone. Comprehensive crash data, for example, includes such things as the date, location, contributing factors, whether or not the crash was preventable, road type, crash type (such as a rollover), and a driver’s narrative about the situation. That can all be coupled with vehicle information such as make, model, year, mileage, the presence of ABS, safety technologies and the date they’re installed, and speed limiter settings.

When information like that is combined, fleets have a tool to identify which safety technologies are offering a true return on investment.

“You want to know is that technology working for you,” Hanowski said.

Digging beyond crash and vehicle data, fleets can use sophisticated data acquisition systems such as video-based telematics event recorders to assess safety and risk, he added. Driver-facing and forward-facing cameras, triggered by a hard-braking event, might show someone who was checking a cell phone behind the wheel. Information like that can be used for coaching.

A Safety Turnaround

Big M Transport, based in Mississippi, has seen the advantages first hand. The fleet introduced forward- and driver-facing cameras in 2015 along with a revamped hiring criteria and hair follicle tests for drugs.

Ad Loading...

Concerns about the cameras invading privacy were put to rest with the approach to collecting the images, said Wes Davis, chief financial officer.

“It was event-based driven,” he explained, referring to issues such as hard braking. “They control just how much we can see.” Drivers also heard that if insurance costs and collision-based losses were reduced, the fleet would be in a better position to increase pay.

Out of 200 drivers, just five left.

In many cases, the videos exonerate the drivers of any wrongdoing, Davis added. The system paid for itself one year when it was able to show a woman trying to pass a company truck in the grass.

Combined with targeted training based on incidents tracked by video, the fleet has seen a dramatic turnaround in its safety record. Following distance violations and incidents have dropped 74%, late responses are down 85%, and traffic violations are down 72%. Insurance costs dropped by more than 55%.

Ad Loading...

CSA scores for unsafe driving plunged from 63% to zero. And last year the Truckload Carriers Association recognized Big M as the Safest Fleet in its division.

XPO Logistics Digs Deeper

XPO Logistics has been able to introduce a proactive approach to training by digging deeper into its own data about driver behaviors, said Kelly Osburn, safety analyst.

A more complete picture emerges when tying video to the data from roll stability and lane departure systems, Osborn said. That helps determine root causes. “It’s not always the driver,” she explained. “80% of our drivers are doing very well. It’s 20% of the drivers that are causing issues.”

A general look at monthly “severity scores” compares the fleet's drivers to their peers, ensuring training is focused on areas that present the highest risks. And peers play a key role in the related training when it’s required.

“We never get the, ‘You don’t know. You’ve never driven,’” she says of the peer-based approach. The highest-risk drivers even receive an intense six-month coaching program looking at the unwanted events and beyond.

Ad Loading...

The laser-like focus on behaviors is appreciated. It helps to retain drivers, because they want to work for a fleet that cares for their safety, she said. As for the ones who do leave? They’re seen as people who don’t want to change.

Using Data to Drive Maintenance Gains

Of course, gains realized through a focus on data are not limited to safety and training alone.

Maintenance costs tend to account for 10% of a fleet’s budget, and are accepted as a certainty just like death and taxes, said Jim Buell, executive vice president – sales and marketing for FleetNet America. But savings can be found by taking a closer look at roadside repairs, he said. Aside from the fact that such repairs are costly, they are a good indicator of what’s happening inside the shop.

Poring over the data from 400,000 annual maintenance events, Buell found that most fleets were spending more on maintenance than they needed to. Yet similar preventive maintenance forms and shop layouts could be found in each location.

Those that reduced on-road repairs were taking more time to explore the root cause of different issues.

Ad Loading...

“You need to know how many miles your fleet is running between a breakdown event,” he said. A drop to 50,000 miles from 75,000 miles might lead to 30% more customer service issues because more loads are stranded on the side of the road.

Vehicle Maintenance Reporting Standards, developed by the ATA's Technology & Maintenance Council, make it possible to drill down into every key component, from tires, to trailer frames, lighting systems, and towing events. Using an example of a $13,000 in mirror repairs, he matched the numbers to specific truck VINs and locations. Almost all the repairs were at a fleet yard in Charlotte.

A visit to the yard discovered one tree that was clipping off mirrors. For the cost of a pole saw, $17,000 flowed directly to the bottom line. It was just a matter of looking in the right location.

It’s also important not to lose sight of the forest for the trees. “You’ve got to get a full year’s data because there's an amazing seasonality,” he said of different maintenance needs.

Benchmarking the numbers against similar fleets with similar assets would offer an even deeper story. Later this year TMC will launch a program to do just that, he said.

Ad Loading...

“They’ll know where they’re best in class,” Buell said, “and they can even estimate how much they can drop to their bottom line.”

John G. Smith is the editor of the award-winning Canadian publication Today's Trucking. This article was used under a cooperative editorial sharing agreement between HDT and its Canadian counterpart.

Subscribe to Our Newsletter

More Fleet Management

ATA President Chris Spear.
Fleet Managementby Jack RobertsMarch 17, 2026

ATA’s Spear Warns Fuel Prices, Trade Policy, and Global Conflict Could Stall Trucking Recovery

Speaking at the TMC Annual Meeting in Nashville, ATA President Chris Spear said trucking faces mounting pressure from rising fuel prices, geopolitical instability, and uncertainty around trade policy.

Read More →
Illustration of author headshot with black-and-white old-fashioned rig in the background

New Entrants, Chameleon Carriers, and Safety: Is It Too Easy to Start a Trucking Company?

More than 100,000 new trucking companies enter the industry each year, but regulators manage to audit only a fraction of them. That churn creates opportunities for inexperienced startups — and for “chameleon carriers” that shut down after safety violations and reappear under new identities. Read more from Deborah Lockridge in this commentary.

Read More →
Panel discussion
Fleet Managementby Deborah LockridgeMarch 12, 2026

Fleet Managers Invited to Apply for Exclusive HDT Exchange Event

HDTX is an intimate event that connects heavy-duty trucking fleet managers with industry suppliers through small-group discussions, educational sessions, and structured one-on-one meetings.

Read More →
Ad Loading...
DAT iPhone Widget.
Fleet Managementby News/Media ReleaseMarch 12, 2026

DAT Launches iPhone Widget to Help Owner-Operators Find Loads Faster

New DAT One feature shows top-paying loads directly on an iPhone’s home screen, helping carriers react faster to spot-market opportunities.

Read More →
Optimal Dynamics Scale screen shot
Fleet Managementby News/Media ReleaseMarch 12, 2026

Optimal Dynamics Launches AI System to Help Carriers Choose Better Freight

Optimal Dynamics says its new Scale platform uses AI agents and optimization to help carriers find and secure freight that improves network balance and profitability.

Read More →
DAT March 2026 trucking conditions.
Fleet Managementby Jack RobertsMarch 12, 2026

DAT: Flatbed Demand Climbs as Van and Reefer Rates Soften

DAT Freight & Analytics data shows tightening flatbed capacity, easing produce markets, and softening van and reefer rates.

Read More →
Ad Loading...
YouTube thumbnail with Mike Roeth of NACFE saying "NACFE's Messy Middle: Which Fuel Wins?"
Fuel Smartsby Deborah LockridgeMarch 11, 2026

Run on Less “Messy Middle” Data Shows Multiple Paths Forward for Truck Powertrains [Watch]

NACFE's Run on Less - Messy Middle project demonstrates the power of data in helping to guide the future of alternative fuels and powertrains for heavy-duty trucks.

Read More →
Illustration of crowded New York street overlaid with dollar signs
Fleet Managementby Deborah LockridgeMarch 11, 2026

Federal Court Lets NYC Congestion Pricing Continue

A federal court ruling allows New York City’s congestion pricing program to continue, leaving truck tolls in place for fleets delivering into Manhattan.

Read More →
Fontaine Modification Access365
Fleet Managementby News/Media ReleaseMarch 10, 2026

Fontaine Modification Launches Real-Time Truck Modification Tracking Portal

Fontaine Modification has introduced a new customer portal designed to give fleets real-time visibility into the truck modification process, addressing one of the most common questions fleet managers face: “Where’s my truck?”

Read More →
Ad Loading...
FTR Tucking Conditions March 2026.
Fleet Managementby Jack RobertsMarch 10, 2026

FTR: Trucking Conditions Index Climbs to Highest Level Since 2022

Strong freight rates, rising volumes and tighter capacity push trucking conditions higher, though diesel prices could temper gains in the near term, FTR cautions.

Read More →