Pawfect Science

The research behind every match

PawPrint-4 is not a personality quiz with a dog theme. Every trait we score is anchored to a published, validated instrument — and every matching rule traces back to a study. Here is the whole thing, including what we cannot claim yet.

Breed tells you almost nothing

Breed comparisons do find real average differences in trainability, boldness and aggression — but the variation within a breed is so large that a breed label is a weak substitute for assessing the individual dog. So we assess the individual dog.

r = .43
Personality is stable
Meta-analysis of 31 studies found dog personality holds up over time — stable enough to match on (Fratkin et al., 2013).
4–7
Dimensions, not dozens
Three decades of research converge on a handful of traits, with sociability, fear/boldness and aggression in nearly every model.
=
Owners are reliable raters
Owner ratings and trained-observer codings showed equivalent reliability — which is why PawPrint-4 asks you, not a test arena.

Four traits, sixteen questions

PawPrint-4 scores four typed dimensions. Each one is measured by two or three behaviour-anchored questions — not adjectives — and each has a direct counterpart in a published, validated instrument.

🐾
S / R
Sociability

How your dog reads new people and new dogs. Do they head over to say hello, hang back and watch, or would they rather the world kept its distance?

SociableReserved
Maps to C-BARQ stranger & dog fear (reversed), MCPQ-R Amicability, DPQ Fear of People / Fear of Dogs, DMA Sociability.
🌸
E / C
Emotionality

How much the world gets to your dog — sudden noises, strange objects, a change in routine — and how boldly they approach something they have never seen before.

ExcitableCalm
Maps to C-BARQ nonsocial fear, MCPQ-R Neuroticism, DPQ Fearfulness, DMA Curiosity/Fearlessness.
🎓
T / W
Trainability

Learning speed, focus, and the one most instruments skip: self-control. Can your dog hold it together when something exciting is happening three feet away?

TrainableWillful
Maps to C-BARQ Trainability, MCPQ-R Training Focus & Motivation, DPQ Responsiveness to Training (incl. Controllability).
⚡
P / L
Energy

Not just how much gas is in the tank, but how fast it empties. We score general energy and arousal recovery — how quickly your dog settles after the fun stops.

PlayfulLow-Key
Maps to C-BARQ Excitability/Energy, MCPQ-R Extraversion, DPQ Activity/Excitability.

Four dimensions, two poles each, gives 16 archetypes — the code your dog gets at the end of the test, like SCTP or RCWL.

Four more traits that decide who gets along

These don’t change your dog’s archetype letters. They ride along as matching tags, because they predict whether two specific dogs will actually enjoy each other.

🔎 Curiosity
Novelty-seeking. Bundled inside other factors in most instruments — we score it on its own.
🚲 Motion chase
Chase-proneness. A direct analogue of C-BARQ chasing and DMA chase-proneness, and a common reason a mismatch goes sideways.
😤 Jealousy
Resource- and attention-rivalry. It has empirical support in the literature (Harris & Prouvost, 2014) but no dedicated scale anywhere — so we built one.
🫶 Attachment
How tightly your dog orbits you. Maps to C-BARQ attachment / attention-seeking and shapes how they behave when you talk to another owner.

🛡️ The safety flag comes before the match

Three questions cover resource guarding, dog-directed reactivity and people-directed reactivity. They are never folded into a personality type — a dog is not “the aggressive archetype.” They set a separate flag that gates matching, so a dog who needs space is introduced carefully instead of being handed a full inbox. It is never a type letter — a profile shows it as its own state, Clear or flagged for a controlled intro.

What we do with the score

Compatibility is not “same type attracts.” It is a set of factors the research says actually predicts how a first meeting goes.

FactorWhat the research saysHow Pawfect Match uses it
Personality fitPersonality scores predict some social behaviours at the dog park (Carrier et al., 2013), and traits are stable enough to rely on (Fratkin et al., 2013).The four typed dimensions drive the matching engine, with complementary energy and settling weighted heavily.
Sex compositionIn a case series of 38 households with serious inter-dog aggression, 79% of conflicts involved same-sex pairs (Wrubel et al., 2011). The effect is weaker on neutral ground, but real.A soft signal for repeat playdate matching — never a hard block for a one-off meetup in a neutral park.
Size, age & densityAge, sex, neuter status, body size and dog density all shape how dogs behave off-leash; younger and smaller dogs turn up more in fast, high-arousal interactions (Howse et al., 2018).Size and age bands adjust the score, and event capacity is capped so meetups don’t become a density problem.
Play styleWrestlers, chasers, retrievers, body-slammers. Under-quantified academically, but widely accepted as a driver of “they just didn’t click.”Collected from owners and used as a soft matching dimension.
What good play looks likeSuccessful play shows self-handicapping, role reversal and repeated play signals like the play bow (Bauer & Smuts, 2007; Bekoff, 2001). It doesn’t need to be perfectly symmetrical.It becomes the rubric for our post-meetup feedback, which feeds back into the model.

What we don’t claim — yet

The literature is clear that no new instrument should be presented in isolation, so here is where PawPrint-4 actually stands.

Not yet independently validated
Every facet is anchored to a published instrument, but PawPrint-4’s own reliability study — inter-rater and test–retest, reported by dimension and age group — is planned, not finished.
Not a behavioural diagnosis
The test describes tendencies. It does not diagnose anxiety, aggression or any clinical condition, and it is not a substitute for a veterinarian or a qualified trainer.
A good match is not a guarantee
A strong fit means a good first meeting is more likely — not certain. Meet on neutral ground, keep the first one short, and watch your dog, not the app.

Built with insights from canine behavioral science and developed in consultation with leading experts in dog behavior.

See your dog’s type in two minutes

Sixteen questions, four traits, one of sixteen archetypes — free, and no app needed.