Work Truck Logo
MenuMENU
SearchSEARCH

Leveraging Big Data for Actionable Safety Intelligence

The ability to access or analyze big data, especially in real-time as it streams in, can have an enormous impact on fleet safety, particularly if it is used to predict the onset of an event or provide insight into how to transform a process or an operation.

by Peter Allen, MiX Telematics
December 7, 2017
Leveraging Big Data for Actionable Safety Intelligence

Image courtesy of Chevrolet

5 min to read


Image courtesy of Chevrolet

The term “big data” has been roaming the halls for a while now. It’s a phrase used to describe large volumes of data, both structured and unstructured, generated on a daily basis. For a trucking fleet, that could include data on vehicle location, driver hours of service (HOS), fuel economy, driving behaviors such as vehicle speed, and in-cab video footage. But, it’s not the volume of data that counts. One can have all the data in the world, but it’s what is done – or can be done – with that data that makes the difference.

Ad Loading...

The ability to access or analyze big data, especially in real-time as it streams in, can have an enormous impact on fleet safety, particularly if it is used to predict the onset of an event or provide insight into how to transform a process or an operation. Some fleet managers are beginning to call this “Actionable Safety Intelligence.”   

Ad Loading...

It’s Your Call

There are a variety of driver safety, vehicle tracking and fleet management solutions out there. Which one you choose for your fleet depends on several factors, including:

  • The business’s objectives.

  • The size of a fleet operation.

  • The level of visibility preferred.

  • Buy-in from stakeholders.

  • Legislative considerations.

Entry-level asset tracking software enables fleet operators to trace the whereabouts of vehicles and drivers – a good solution for smaller, local businesses with short runs and few safety concerns.

Vehicles can be located on a map, giving those behind the screens the opportunity to plot their next move, improve utilization, and reduce misuse and theft. These simple solutions are generally not extensible, meaning that features cannot be added later on.  

Integrated fleet management solutions, however, offer much more potential and a higher return on investment, and are designed for fleets that place a high priority on ensuring safety. Sophisticated software allows operators to not only track, but to manage, monitor and measure the performance of their vehicles and drivers and be notified, in real-time, about events, deviations, or impending dangers. The software can alert fleet managers, for instance, when a driver is speeding, driving off route, or is involved in a crash. Fleets using these solutions report that they are saving $50-100 per vehicle, per month, after factoring in the cost of the solution.  

Ad Loading...

Generating Data for Change

Per year, there are roughly 389,000 large truck and bus crashes in the U.S. These crashes carry an estimated price tag of over $100 billion. What’s worse is that over 3,800 of these crashes result in at least one fatality*.

With fleet management software, various add-ons and integrations become valuable tools to generate Actionable Safety Intelligence in pursuit of one important goal: to proactively protect drivers and businesses, reduce crashes and save lives.

Driver Behavior Mod Tools

When integrated into a fleet management solution, in-cab driving aids, audible in-cab driver coaching, and driver engagement apps are all powerful tools used to not only modify driver behavior but generate important, actionable data that supports driver coaching and allows fleets to build a gamification culture around improving driving behavior.

A driver might receive an audible alert, for instance, if he or she is speeding. Simultaneously, fleet managers are alerted to the incident. The data can be used to inform driver training programs that take place at the yard.

ELD/HOS Solutions

ELDs help with Hours of Service compliance, of course, but can also do more. The obvious side-effect of Hours of Service compliance is that it helps curb driver fatigue, making safety the number one benefit of ELDs and fleet management systems.

Ad Loading...

Most ELDs can track not only assets but driver behavior such as rapid acceleration, harsh braking, and speeding, in order to create driver scorecards and coach drivers to improve their practices. Some ELD and fleet management systems also come equipped with integrated in-cab video, providing all the benefits already mentioned too.

All of this together helps reduce crashes (which in turn can help reduce a fleet’s insurance rates) and save lives.

In-Cab Video

In-cab video monitoring has proven time and time again to help improve poor driver behavior and overall fleet safety. Integrated in-cab video solutions allow videos to be automatically appended to driver profiles and tied to specific reports depicting specific triggered events, providing the opportunity for:

  • Video-led driver coaching and training

  • Post-crash analysis

  • Crash prevention and reduction

  • Subrogation of insurance claims

So, while in-cab video is a great way to spot and correct unsafe driving behaviors such as speeding, harsh acceleration, hard braking and corner handling, it also adds an important element to post-crash analysis, providing unprecedented insight (and irrefutable evidence) into what occurred in a cab and around the vehicle at the time of an incident.

Ad Loading...

Collision Avoidance & Distraction Detection Tech

Using specialized camera technology to track eye and facial behavior, these tools typically trigger a series of driver interventions, such as audible alerts or seat vibrations, to get the driver’s attention and help prevent a crash.

These events can be recorded for later viewing, and also integrated into driver scoring to give clearer driving profiles.

The outcome is that a fleet operator is able to harness meaningful data before taking steps to make improvements and prevent future occurrences.

The Bottom Line

Chances are that many fleets are already collecting much of the data referred to here as Actionable Safety Intelligence. How that is harnessed in order to set baselines and goals is a challenging prospect. Through innovation and technology described above, new solutions can cut through the complexity of hundreds of thousands of rows of data in favor of clear, concise Actionable Safety Intelligence and the support to make it happen.

 * ‘Large Truck and Bus Crash Facts 2013,’ FMCSA, April 2015

Subscribe to Our Newsletter

More Safety

A shot of a Volvo electric vehicle with a man charging it in front of a residence.
SponsoredAugust 1, 2026

Top 50 Executive Fleets

It is that time of year again! Time for the 2026 list of the Top 50 Executive Fleets, presented by Automotive Fleet and Volvo as part of its annual Fleet 500. Download now to see this year's list of companies!

Read More →
Promotional image announcing a partnership between TRUCE and Applause, featuring a driver’s hands on a steering wheel to represent connected fleet technology, driver safety, and mobile device management.
Safetyby News/Media ReleaseJuly 30, 2026

Applause & TRUCE Software Partner to Improve Driver Safety Through AI-Powered Telematics & Employee Performance Management

Applause has integrated TRUCE driving metrics directly into its employee-first performance and safety platform that transforms mobile devices into AI-powered telematics.

Read More →
Work Truck “Trucks, Tips & Tours” promotional graphic featuring a vocational truck approaching a crash-test vehicle, highlighting Detroit Assurance collision mitigation technology with the headline “Collision Mitigation Explained.”
Safetyby Wayne ParhamJuly 21, 2026

How Detroit Assurance with Active Brake Assist Works

Do you want to see what it is like to experience Detroit Assurance’s Active Brake Assist? In this video, Work Truck will put you in the cab to see how it all works and then hear more details from DTNA’s Mike Young.

Read More →
Ad Loading...
Black graphic with large white text reading “Stop Workplace Violence” framed by blue accent lines.
SafetyJuly 21, 2026

Get Left of Loss: A 5-Step Workplace Prevention Framework for Fleet Operators

Violence risks do not stop at the driver’s door. Learn five practical steps fleets can take to spot threats early and protect workers before loss occurs.

Read More →
Promotional graphic for a Utilimarc guide titled How Better Visibility Cut Speeding Violations by 48% featuring a call-to-action to download the guide.
SponsoredJuly 17, 2026

How Better Visibility Cut Speeding Violations by 48%

Fleet leaders don't need more data, they need clearer visibility into what the data is saying. This case study explores how one utility replaced speeding-event counts with a single metric — miles driven in violation — to strengthen safety and significantly reduce speeding violations.

Read More →
Commercial truck driver wearing a red seat belt smiles from the driver’s seat of a blue truck.
Safetyby StaffJuly 15, 2026

13 Safe Driving Tips for Commercial Vehicle Drivers

Make sure you are spending time on the road safely with these important tips.

Read More →
Ad Loading...
Pavement background with double yellow lines and large text that says Recall, July, and Work Truck logo.
Safetyby Wayne ParhamJuly 10, 2026

Recalls You Need to Know About in July 2026

If you have Altec, Ford, General Motors, Harbinger, Hyundai, Mack Trucks, or Volvo Trucks vehicles in your fleet, you should check these important recalls issued by the National Highway Safety Administration.

Read More →
Illustration of a human hand reaching toward a robotic hand over an aerial view of a city at dusk, with interconnected location pins and network lines symbolizing AI, telematics, connected fleet technology, and data-driven transportation.
SafetyJuly 6, 2026

How Telematics Is Transforming Fleet Risk from Insight to Action

What if you could spot risky driving before it leads to a crash? See how telematics is still changing fleet safety today.

Read More →
View from inside a commercial truck cab showing a driver at the wheel with a large marijuana leaf overlaid by a red prohibition symbol, illustrating DOT restrictions on marijuana use for commercial drivers.
Safetyby Kathy CloseJuly 2, 2026

DOT Rules Remain Firmly Lit on Marijuana

DOT says not so fast on marijuana. Even with federal reclassification efforts, commercial drivers in safety-sensitive roles remain subject to marijuana testing and prohibitions.

Read More →
Ad Loading...
LytxOne promotional graphic featuring an in-cab dash camera and icons representing analytics, search, recording, video, reporting, driver performance, fuel, and location. Headline reads, “New Features Available Now.”
Safetyby News/Media ReleaseJuly 1, 2026

Lytx Adds Fleet Management Enhancements to LytxOne Platform

Lytx has added new features to LytxOne to bring safety, operational insight, asset visibility, and compliance into a unified, all-in-one platform.

Read More →