Best Practices in Big Data Telematics – Everything You Need to Know

Apr 4, 2023

Share

In the past two decades, no single technology has made an impact on trucking like telematics. The “big data” approach to fleet management gives companies the precise location of trucks and loads, it allows to plan and optimize routes, communicate delivery times to clients, and track information as varied as maintenance updates, hours of service, and logbook details.

But a telematics solution is only as strong as its weakest link. To get the highest ROI from this major investment, companies should consider some key principles.

Watch the presentation – How Big Data and AI Enhance Fleet Management

The right input for your goals

As the expression “garbage in, garbage out” goes, what you get out of a system is only as good as what you put into it.

  • Know what data you want to capture and make sure it’s the right type and format to fit the system you’re uploading it to. A good telematics provider will help you with this.
  • Establish what your goals are. Start with the end in mind: what do you want to achieve with your telematics solution? Knowing what you want out of the system means better decisions about what to put into it.
  • Practice not only road safety, but digital safety as well. A telematics provider can provide best-in-class security for your data on its servers, but you must also consider the elements under your own control such as secure logins and strong passwords.

Intake and processing

The sheer volume of information—ISAAC, for instance, collects over 200 terabytes of data per year—means your telematics provider needs a solid infrastructure and processes.

  • Ingestion: Does your telematics solution accept all data as is, or does it intelligently manage batch loading and ETL (extract, transform, load) processes that pull data, convert it for compatibility, and move it into a central repository?
  • Processing: Is the system “cleaning” your data, validating it, and organizing it so it can be used across different platforms and let you visualize it in useful ways?
  • Scaling: Is your telematics provider bound by hardware limits, or do they have the ability to scale to cloud platforms for regulatory or performance purposes?
  • Cloud use: Is there proper monitoring of your data pipelines? Does your provider have a continuous integration and delivery philosophy, investing in R&D to keep their practices up to date?

A provider working in your interest

You can buy a $500 drill, but if the job is to drive a nail, you only need a $10 hammer. Does your provider truly understand your requirements and use the right measures for meeting them?

  • Cost management: Your provider should help you make the most of tools like group processing and keep only data you need, to avoid overscaling and being billed more than necessary.
  • Tool selection: Your provider should not only provide a solid platform, but help you bring in carefully vetted third-party tools for greater cost efficiency, rather than custom building expensive tools in isolation.
  • Leveraging expertise: Your staff is busy. A provider should offer resources that complement yours, such as cloud development engineers, software developers, and data analysis engineers.

A network to make your job easier and your fleet more effective

In aggregate, a great telematics solution should look something like this: a web of information, pulling in strands of data from across your trucking network, and converting it into actionable intelligence.

Behind this infrastructure lies thousands of crucial decisions. A telematics partner that adopts the best practices will be firing on all cylinders and make data a key to your ongoing fleet success.

Watch the presentation – How Big Data and AI Enhance Fleet Management

About the authors

Rahat Yasir, M.Sc.

Director of Data Science – AI ML, ISAAC Instruments

Rahat Yasir is Director of Data Science – AI ML at ISAAC. He leads all initiatives for building a data-driven and AI-powered transportation industry. He was selected as Canada’s top 30 software developer under 30 in 2018. He is an eight-time Microsoft Most Valuable Professional Award holder in the Artificial Intelligence category. He has years of experience in imaging and data analysis application development, cross-platform technologies and enterprise system designing. He is the author of multiple software engineering books and a number of research publications in the data science domain.

Azrul Danial Mohamad

Software Architect (Cloud), ISAAC Instruments

Azrul Danial Mohamad is a Cloud Architect at ISAAC with 8 years of professional experience in IT and Cloud Design and Architecture. As part of ISAAC’s Data and AI team, his primary responsibility is to create and oversee solution architectures of the ISAAC Big Data and AI Platform, to ensure scalability, security, and cost effectiveness. His passion lies in developing meaningful and right-fit solutions to help drive businesses forward and keep the wheels turning for our clients.

Time to move forward with managed technology

Recent blog articles

4 Ways an Advanced ELD Can Point Trucking in the Best Direction

by | May 16, 2023 | Best practices,Cost savings | 0 Comments

ISAAC’s electronic logging device (ELD) boosts driver retention, productivity, and profitability in several ways.

Best Practices in Big Data Telematics – Everything You Need to Know

by | Apr 4, 2023 | Data Analytics & AI | 0 Comments

To get the highest ROI from telematics, companies should consider some key principles.

Big Data, Telematics and Transportation: 5 V’s for Victory

by | Mar 30, 2023 | Data Analytics & AI | 0 Comments

Learn the 5 V’s that will make or break your return on investment, in the big data your telematics delivers.

What is Digital Transformation and How Can Carriers Benefit?

by | Mar 24, 2023 | Best practices | 0 Comments

Discover how digital transformation works to replace outdated processes with automated solutions that help carriers improve fleet management.

2023: What Cybersecurity Priorities Should You Set?

by | Feb 28, 2023 | Cybersecurity | 0 Comments

When crafting a cybersecurity plan, organizations should consider their goals, IT maturity level, and current capabilities.

Understanding Texas Hours of Service (HOS) Regulations

by | Feb 28, 2023 | Compliance | 0 Comments

Carriers in Texas must comply with Texas HOS rules and federal HOS rules when on interstate trips. In-cab tech can help to simplify complex HOS scenarios.

Reduce Costs with Preventive Fleet Maintenance

by | Feb 2, 2023 | Cost savings | 0 Comments

Carriers who implement preventive fleet maintenance reduce costs and prevent minor problems from turning into major breakdowns on the road.

How Fleets Work with Drivers to Save Fuel

by | Jan 25, 2023 | Cost savings | 0 Comments

Fleets can mitigate the impact of rising fuel prices by collaborating with drivers and creating an incentive program that rewards fuel efficiency.

Prevent Wheel-off Problems with Smart Wheel Retorquing

by | Nov 11, 2022 | Safety | 0 Comments

Wheel-off incidents can be catastrophic. Fleets can prevent these accidents with smart wheel retorquing management.

See the ISAAC solution in action

We’ll help you bring out the best in your team.

Highlights
Components
Evolution

Game-Changing Features

Give your fleet an extra edge

Built for Trucking

Equip your fleet with durable tools

Predictive Workflow

Guide drivers with a simple workflow

Smart Compliance

Make compliance simple

Real-time Coaching

Achieve greater fuel efficiency

Remote Tablet Control

Enable effective teamwork

ELD and Fleet Telematics

Discover a built-for-trucking solution

Fleet Management Portal

Centralized portal for your office team

Driver-friendly ELD

Versatile and user-friendly tool

Communication Gateway

Keep your team and drivers connected

Connected Cameras

Enhance safety, protect reputations

Driver Mobile App

Keep drivers connected anytime, anywhere

Open Platform

Get the most of your technology

Latest Innovations

Choose an innovation-driven partner

Advantages

Service

Fleet Benefits

Solve major trucking challenges

Driver Happiness

Simplify the life of your drivers

ELD Reliability

Benefit from reliable technology

Cost Savings

Save money in various ways

Safety and Compliance

Ensure safe and compliant operations

Client Journey

Expect outstanding service as a client

Solution Innovation

Future proof your technology

Client Success

Get inspired by real-life examples

Content
Help

Blog

Read about a variety of trucking topics

Guides

Get inspired with in-depth reads

Videos

Watch our solution in action

Webinars

Learn from industry experts

Tech Support

Get timely technical support

FAQ About ELDs in Canada

Find detailed compliance information
Don't Miss
About
Inquiries

Events

Come meet us across North America

News

Read trucking and technology news

Our Team

Meet our team's leaders

Information Security

Review our security framework

Associations

Our involvement in the trucking industry

Sustainability

Sustainable trucking solution

Contact us

Ask us anything, we're happy to help
Join Us

Available Positions

Join a team renown for its culture!

Awards and Recognition

Testimony to our winning culture

Culture

Check out life at ISAAC

Our Values

See what drives us every day

Perks and Benefits

Find a healthy work-life balance