Abandoned-truck reviews look different off the floor
The star on an abandoned-truck review tells you how done the last carrier was, not whether the truck was left. Once you leave the lowest score, that event gets less common. It does not disappear. Screen the sentence, not the number beside it.
Among the reviews carriers left on CDLScan, 33.5% mention an abandoned truck. That figure describes those reviews, not drivers in general: carriers write after a bad run, so the share tells you what shows up once someone bothers to report it.
Almost all of those write-ups already carry the lowest rating: 94.8% of the whole corpus sits on the floor. Inside that floor, abandoned-truck mentions are 34.2%. Above the floor — the thin 5.2% slice with a 2 or better — they fall to 21.0%. That is a 13.2-point drop. The event is still there. It is just less of the mix.
I will not build a hiring philosophy on 5.2%. I will use it the way the data allows: as a contrast that shows the lowest rating is not a single story, and a rating above the floor is not a pass.
The star is heat. The sentence is the event.
Left the truck, dropped the truck, abandoned the equipment, went home — that is the language of the walk-off. It does the work. The number next to it tells you how hot the author was.
What rides with an abandoned truck, across the whole corpus, is the operations cluster. A crash or damage sits in 15.0% of those reviews. Aggression sits in 12.3%. Walking off a loaded trailer sits in 11.6%. Late or missed deliveries sit in 10.5%. Theft sits in 9.4%. Going unreachable sits in 8.4%. Logbook and hours problems sit in 4.9%. Stay away and waste your time sit in 31.0% — that is a verdict, the author’s recommendation to the next desk, not a second incident.
None of that mix is a star. You cannot recover it from a 1 versus a 3. You recover it from the sentence.
The contrast off the floor is useful because it is uneven. Paid travel with no arrival goes from 6.3% on the floor to 1.0% above it. A no-show goes from 5.6% to 1.4%. Going unreachable from 8.3% to 3.4%. Walking off a loaded trailer from 5.7% to 2.4%. Theft from 9.2% to 3.0%. Drugs or alcohol from 12.1% to 3.8%. Those are walk-aways and empty chairs, and they concentrate where the carrier reached for the worst score.
What barely moves is also useful. Late or missed deliveries sit at 9.8% on the floor and 9.6% above it. A crash or damage: 13.8% versus 12.9%. Aggression: 13.9% versus 12.6%. Refused loads: 3.7% versus 3.2%. A late load or a dented fender can produce a review that is still angry without being the worst number on the scale. A driver who left the truck usually cannot.
Verdict language drops hard: 33.4% on the floor, 9.3% above it. That is the carrier deciding the next employer should not waste a call. It is attitude toward the reader, not a fact about the driver.
How we count these shares is on the methodology page. The 5.2% slice is small. Treat every contrast as a difference in mix, not as a portrait of “good” reviews. There are almost no good reviews here.
The abandoned-truck climb itself — 18.8% of reviews in 2018 to 40.4% in 2025, last complete year — sits almost entirely inside this lowest-rating world. I stop that line at 2025. 2026 is still open. The companion essays are abandoned-truck reviews, what a lowest rating actually contains, and why PSP comes back clean on an abandoned truck. The wording carriers reach for is in abandoned-truck wording.
Why recruiters misread the star
Because 94.8% of this corpus is already the floor, so a 1 feels like a conclusion. Because a 3 feels like a pass. Because a desperate desk wants a score instead of a sentence.
If you treat every lowest rating as “they abandoned a truck,” you will misread the file. A third of those reviews mention abandonment. That means most of them do not. The same floor also holds late loads, damage, attitude, and a lot of verdict-only write-ups where the carrier is warning you without giving you a clean event.
If you treat a 2 or a 3 as a pass, you will also misread the file. Abandoned-truck mentions are still in 21.0% of that thin slice. A rating above the floor is not a character reference. It is a slightly different mix of complaints.
The pattern I’d watch for is the gap between the number and the sentence. Typical sequence, built from the mix, not from one person’s file: you open a profile, see the floor, and stop reading. Or you see a 3 and skip it. In both cases you skipped the sentence that would have changed the hire. The rating was never the screen.
Loaded-trailer language still belongs with the walk-off even when the star is not the floor. The pairing is unpacked in an abandoned truck and a loaded trailer. A no-show still belongs with the empty chair, not with this event — that split is in why no-shows and abandoned trucks barely overlap. Do not let a milder star mash those two populations back together.
What official reports do with the rating
Nothing. PSP, an MVR, and the Clearinghouse do not store carrier star ratings. They store filed crashes, inspections, license actions, program events. A lowest-rating review about a late delivery and a lowest-rating review about a truck left at a stop look the same to those systems: they look like nothing.
That is why the mix inside the floor matters, and why the 21.0% above the floor still matters. The packet you already buy is silent on both. The write-up is not. Read the event. Use the rating only as heat.
A clean PSP on an abandoned-truck history is the default, not a finding. The filing systems were not built to hold a tractor left at a truck stop. The review is. Check the name before you assign the unit, not after the recovery.
I am not going to pretend this is an independent study. CDLScan is the source, and I write from the data they share. Abandoned-truck mentions are the largest incident in what carriers bother to write down, they concentrate on the lowest rating, and they do not vanish when the star is milder.
What to do with a rated walk-off file
Open the write-up. Ask what happened before you ask what it scored.
If the sentence is left the truck, dropped the truck, abandoned the equipment — treat it as a walk-off screen even if the star is not the floor. Ask where the last truck was left, who recovered it, and whether the trailer was still loaded.
If the sentence is never showed after a ticket, you are in a different conversation. That is an onboarding screen. The milder star does not turn it into a walk-off, and the floor does not turn a late load into an abandoned truck.
Do not average the stars and call it a score. 94.8% of this corpus is already the floor. An average here is a measurement of how often carriers bother to write, not of how often drivers fail.
Then look the name up across write-ups, not across ratings. Check it on CDLScan before you spend. It takes less than a minute. The useful part is the sentence, not the number beside it.
Frequently asked questions
Does 21.0% above the floor mean a 3-star review is still a walk-off?
No. It means that in the reviews carriers left on CDLScan, abandoned-truck mentions are still in 21.0% of the thin slice that is not the lowest rating. Read the sentence. Do not upgrade a complaint because it is not the worst number.
Is the 5.2% slice big enough to quote?
It is big enough to show a contrast. It is not big enough to build a second product on. I am using it as a foil for the floor, not as its own population study.
Why does abandonment drop 13.2 points off the floor if the event is the same?
Because the mix changes. Walk-offs and empty chairs concentrate where the carrier reached for the worst score. Late loads and damage barely move. The star is heat. The event is the sentence.
Does 94.8% mean almost every driver is rated a 1?
No. 94.8% is the share of reviews, among those carriers left on CDLScan, that carry the lowest rating. Carriers write after a bad run. It is a fact about the corpus, not a rate for all CDL holders.
Will a clean PSP tell me the rating was unfair?
No. Official reports do not store carrier stars. A clean packet means the filed items are clean. It does not classify a walk-off, and it does not explain a 1 versus a 3.
What should I tell a hiring manager who wants a score?
Give them the event and the year, not an average star. An average in a 94.8% floor is a statistic about complaining, not about the driver pool.
Where do I read the write-ups?
On CDLScan, before you hire. Look at what happened. Use the rating only to know how done the last carrier was.
Shares are calculated inside each year, so growth of the review base does not distort the trend. The current year is partial.
WOULD YOU HAVE CAUGHT IT?
1 / 3
A driver stops responding two days into a run. Among reviews that mention an abandoned truck, which of these shows up alongside it most often?
You’ll see how other recruiters did after you pick.
About 15.0% of reviews mentioning an abandoned truck also mention a crash or damage. That figure describes the reviews carriers chose to leave, not drivers in general.
Share of readers, not of drivers. How we count.
And which one almost never lands in the same review as an abandoned truck?
You’ll see how other recruiters did after you pick.
It appears together only about 0.23 times as often as chance alone would give. These are two different failures, and screening for one does not catch the other.
Share of readers, not of drivers. How we count.
Since 2018, what happened to the share of reviews mentioning an abandoned truck?
You’ll see how other recruiters did after you pick.
It went from 18.8% in 2018 to 40.4% in 2025. Shares are calculated inside each year, so the growth of the review base does not distort the direction.
Share of readers, not of drivers. How we count.
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