Scoring – Driving Style and Behaviour
Season 1 | Episode 4How Driver Scoring Improves Road Safety and Eco-Friendly Habits
Introduction
In this episode of the Dolphin Technologies podcast, Yasmin and Harald dive into the concept of driver scoring. They explore how driving behavior, trip characteristics, and real-time data can quantify what makes a “good driver.” Listeners will learn how driver scores are calculated, what influences them, and how telematics can reduce risk, cut costs, and help the environment.
What Makes a Good Driver?
Yasmin opens with a playful question: “Are you a good driver?” Harald reflects on how everyone thinks they are, but safe driving is the true benchmark. A good driver:
- Drives safely and predictably
- Minimizes distractions (e.g., avoids phone use while driving)
- Adheres to speed limits
- Drives economically and ecologically
Defining Safe and Smart Driving
Harald explains that driver scoring quantifies behavior. Key elements include:
Exposure to Risk
- Trip length and count: Multiple short trips can be riskier than one long one.
- Time on the road: The first few minutes of a trip are the most accident-prone.
- Road types: Certain roads correlate with higher accident frequencies.
Driving Style
- Speed regulation
- Phone usage
- Acceleration and braking habits
Together, these factors create a kind of “Driving IQ.”
Feedback and Preventative Safety
Driver scoring isn’t just retrospective—it helps prevent accidents:
- Speed awareness: Driving even 10 km/h faster can drastically increase stopping distance.
- Phone distraction: Reading messages while driving is highly dangerous.
- Short trips: 40% of Central European trips are under 10 minutes; these are often riskier.
Incentives and Value for Drivers
Good driving behavior can be rewarded:
- Cashback or discounts for safe driving
- Real-time alerts based on weather, traffic, or road hazards
The goal is to build a lasting relationship by delivering real value—not just rewards.
Ecological and Economical Benefits
Safe driving also means:
- Lower emissions
- Reduced energy consumption
- Financial savings
Optimal driving speeds (50–90 km/h) are both fuel-efficient and safer.
How Telematics Works
Driver behavior can be tracked through:
- Smartphone-only setups
- Bluetooth pairing with infotainment systems
- OBD dongles or black boxes
These systems identify the primary driver, account for car sharing, and assign scores fairly.
Broader Mobility and the Future
Telematics can enhance safety beyond driving:
- Alerts for pedestrians, cyclists, and skiers
- Risk data tailored to all forms of mobility
Autonomous vehicles may shift insurance models, but human movement still requires safety tools.
Final Thoughts
Telematics data shows that cars are idle 95–96% of the time. The average person takes 2.5 trips a day, totaling about 50 minutes. Dolphin Technologies aims to make that time as safe and eco-friendly as possible with intelligent, app-based telematics.
Stay tuned for the next episode where Harald and Yasmin will walk listeners through building a prototype app that incorporates everything discussed.
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Yasmin
Hi Harald, how are you?
Harald
Hi Yasmin, I’m fine, how are you?
Yasmin
I’m good. I have a personal question.
Harald
Okay.
Yasmin
Is it okay if I ask you?
Harald
Is it the right moment?
Yasmin
Yeah, I mean this is the best moment for it.
Harald
Okay, shoot.
Yasmin
Are you actually a good driver?
Harald
This is a good question. Obviously, everybody thinks they are a good driver. Interestingly, we are talking about driver scoring today, so your question is related to the topic. Most people think they are good drivers, but we need to quantify what safe and good driving means.
Yasmin
How do you do that?
Harald
Good driving equals safe driving. Safe driving equals ecological and economical driving. A good driver isn’t someone who slides around corners, like a stuntman or race car driver. A good driver is someone who drives safely. I believe I’m a safe driver, but I know I’m not.
Yasmin
You know that you’re not?
Harald
No, because I drive too much. The more you drive, the more you’re exposed to accidents. I live far from the office, so I drive here four to five times a week. I drive a lot, so my exposure to risk is high. But when I drive, I’m relatively safe—I avoid using my smartphone, or I only use it while stopped. I respect speed limits most of the time. I try not to drive aggressively, my accelerations and brakings are decent. In this sense, I believe I’m a good driver—and data confirms that.
Yasmin
Data tells you that you are?
Harald
Yes.
Yasmin:
What other factors are considered in driver scoring?
Harald
Exposure to risk is important. It’s not just time spent driving or kilometers driven, but also how many trips you take.
Yasmin
What do you mean?
Harald
If I take five trips of five minutes, I have a higher risk than one trip of 25 minutes. Data shows that 25% of accidents happen in the first five minutes. Minutes 6 to 30 are safer. The longer the trip, the higher the risk again. So, every minute has a risk indicator. The first minutes are riskiest.
Yasmin
Interesting, I didn’t know that.
Harald
Yes. So when we calculate exposure to risk, we also factor in if you made one long trip or multiple short ones. We add up the risk indicators per minute.
Yasmin
So to sum up: driver score includes exposure to risk—distance, time traveled, when during the trip—and driving style and behavior.
Harald
Yes. Exposure to risk includes distance, time, trip count, and road type. There’s a correlation between road type and claim likelihood. We look at claims ratio—not the severity of damage but frequency. Whether you hit an old car or a Ferrari is bad luck. But how often you’re in an accident is statistically relevant.
So, to break it down: exposure = time + trip count + road type. Then comes driving style: speed, phone usage, acceleration, braking—this is your driving IQ.
Yasmin
Driving IQ. How can you make a driver smarter? Do we just get feedback, or is it also preventative?
Harald
Yes, clearly yes. Sometimes people don’t know certain behaviors are dangerous. For example:
Speed—going 30 vs. 40 km/h can mean the difference between stopping in time or hitting a child.
Phone use—calls are distracting, but reading or typing is worse because your eyes leave the road.
Also, short trips: 25% of accidents happen in the first 3 minutes, and in Central Europe, 40% of trips are under 10 minutes.
People don’t realize short trips are riskier. If I tell you that, maybe you’ll avoid taking that 3-minute drive.
Yasmin
Interesting. That’s a great way to change habits.
Harald
Yes. And we can incentivize good drivers with discounts or cashbacks. But the most important thing is building a relationship, offering value, and giving warnings before a problem occurs.
Yasmin
Thank you for sharing. I have a few more questions.
Harald
Go ahead.
Yasmin
Earlier you said good driving means safe, eco-friendly, and cost-effective. How does that work?
Harald
It’s all correlated.
Speed—driving fast is less safe, increases emissions, and burns more fuel or electricity. The most ecological speed is between 50 and 90 km/h (30–60 mph).
Less emissions = less energy = less cost. So, safe driving saves money and the environment.
Yasmin
So, safe driving is just good overall.
Harald
Yes. And feedback makes it obvious. For example:
If you’re driving 50 km/h and look at your phone for a moment, you may miss the distance of a football field. That’s dangerous.
But we also use telematics to anticipate risk. For example: if we know where you work, live, and your usual routine, and we see icy roads ahead—we can alert you in advance.
You can then decide to work from home, take public transport, or drive more carefully.
Yasmin
So with telematics, we can predict risks based on driving style and environment?
Harald
Yes, exactly.
Yasmin
How does the app know it’s me driving the car, not someone else? Especially if insurance insures the car, not the person?
Harald
There are different setups in telematics: black boxes, OBD dongles, Bluetooth tags. But even with smartphone-only solutions, we can identify if you’re in your own car.
When your phone connects to your car’s infotainment system via Bluetooth, our app recognizes that specific device. If you told us it’s your car, we’ll count that trip accordingly.
Yasmin
Makes sense. Insurance companies insure the car, so how do you deal with shared vehicles?
Harald
We can add multiple drivers to one car and one driver to multiple cars. It’s an any-to-any relationship.
If we share a car, we’d combine both our risk profiles. That matters for fair scoring.
Yasmin
Are you assuming I’m not a good driver?
Harald
No, I’m assuming nothing.
Yasmin
Well, I don’t even have my license yet, so…
Harald
Okay, work on that—then we can measure your driving. Did you check your score on the app?
Yasmin
Yes, but it was someone else’s score. I was just a passenger.
Harald
Understood. We’ll talk again when you get your license.
Yasmin
Is there anything else you’d like to share?
Harald
Yes—two more things.
First: the most valuable thing we can offer is real usefulness. Incentives are nice, but people stay engaged with apps that offer real value.
For example:
– On Halloween, more kids are on the road in the evening wearing dark costumes. Drivers need extra caution.
– Around daylight saving time, animals are more likely to cross roads during changed traffic patterns. These are real risks we can inform drivers about.
Second: Self-driving cars. When they arrive, will we still need driver scoring?
At level five autonomy, cars park and drive themselves. Insurance may shift from driver liability to product liability. But even then, feedback systems might inform manufacturers or regulators.
Still, accidents happen outside of cars too—on bikes, walking, skiing.
Telematics can cover your movement modes—not just in the car but anywhere. Most people only drive about 50 minutes a day. The rest of the time, they still face mobility risks.
Yasmin
So, same tech can help in all mobility situations.
Harald
Yes. I looked it up yesterday—cars are idle 95% of the time.
Yasmin
I thought it was 90%.
Harald
It used to be, but now studies say 95 or 96%. We know from our data that people drive on average 2.5 trips a day, around 50 minutes.
Yasmin
So let’s make that time as safe as possible.
Harald
Exactly. Until cars drive themselves, smartphone-based telematics is the way to go.
Yasmin
Harald, thank you so much for all the insights. I’m excited for the next episode. Want to tell our audience what’s coming?
Harald
Yes! We’ll build a prototype app together. No matter your platform, you can join. We’ll also use it in an upcoming event.
One more thing—since we give driver scores, we’d love your score—your feedback! If you enjoy this podcast, please subscribe, turn on notifications, and check out our other episodes.
It’s not just me and Yasmin—it’s the whole team here at Dolphin Technologies, including the amazing production crew. We appreciate your support!
Yasmin
Thank you so much for watching.