CHRP

The Science

What the research says — and where it stops.

The evidence that music shifts how people feel and perform is strong; the evidence that everyday behavior can reveal that state is still emerging; and CHRP's own model is something we are building, not something we have published. Those three things are true at three different strengths, and this page keeps them that way. Every claim below carries what it rests on and what it does not establish.
139-study meta-analysisThree foundations, three strengthsCaveats stated, not buriedWhat CHRP does not claim

What does the research actually show about music and performance?

A 2020 meta-analytic review of 139 studies and 3,599 participants found that music was associated with improved affective valence, better physical performance, reduced perceived exertion, and changes in oxygen consumption during exercise and sport. This is the strongest evidence CHRP rests on, and it is peer-reviewed.

Published in Psychological Bulletin, it is a synthesis rather than a single trial, which is what makes it useful: the effect direction holds across many independent studies rather than resting on one result that might not replicate.

Peer-reviewedC-001Scope: Exercise and sport populations

In exercise and sport, music is associated with improved affective valence, physical performance, reduced perceived exertion, and oxygen consumption.

Basis
Terry, P. C., Karageorghis, C. I., Curran, M. L., Martin, O. V., & Parsons-Smith, R. L. (2020). Effects of music in exercise and sport: A meta-analytic review. Psychological Bulletin, 146(2), 91–117. 139 studies, 3,599 participants.
What this does not establish
These are group-average effects from a meta-analysis, not a guarantee for any individual. The evidence is drawn from exercise and sport populations and does not transfer to military, workplace, or clinical populations on this citation alone.
The foundational reference
FieldValue
TitleEffects of music in exercise and sport: A meta-analytic review
AuthorsTerry, P. C., Karageorghis, C. I., Curran, M. L., Martin, O. V., & Parsons-Smith, R. L.
Published2020, Psychological Bulletin, 146(2), 91–117
Studies analysed139
Participants3,599
Outcomes examinedAffective valence, physical performance, perceived exertion, oxygen consumption
Population studiedExercise and sport
DOI10.1037/bul0000216

One limit worth stating plainly, because it is easy to skip: this evidence comes from exercise and sport populations. CHRP also works with military and workplace groups, and this citation does not extend to them on its own. Where the research has not gone, we say so rather than borrowing its authority.

Emerging evidenceC-002

Music a person chooses for themselves tends to produce a stronger individual response than music imposed on them.

Basis
The preferred-versus-imposed music line of work within the corpus D-004 names. The specific reference is not filed in this repository.
What this does not establish
Directionally consistent across the literature, but stated here without a filed citation. Treated as emerging until a specific reference lands in the corpus.

Can everyday behavior really say something about how a person is doing?

There is a real and active research area — digital phenotyping — built on the idea that patterns in ordinary digital behavior carry meaningful signal about psychological state, but it is genuinely unsettled, and music listening specifically is less studied than phone-sensor or social-media traces.

This is the least settled of the three foundations and we would rather you hear that from us. The logic is sound: behavior a person produces anyway, at high frequency, without being asked, avoids the recall bias and survey fatigue that self-report carries. But “promising” is not “proven,” and reported effect sizes vary widely by population and signal type.

Emerging evidenceC-003

Patterns in ordinary digital behavior carry meaningful signal about psychological state.

Basis
The digital phenotyping research area, named as a corpus source family in D-004. Specific references are not filed in this repository.
What this does not establish
An active and genuinely unsettled field. Reported effect sizes vary widely by population and signal type, and music listening specifically is less studied than phone-sensor or social-media traces. This is the least settled of the three foundations, and it is stated that way deliberately.
Emerging evidenceC-004

Emotional state is commonly modeled along dimensions such as valence and arousal rather than as discrete labels.

Basis
The circumplex and arousal-model traditions (Russell; Thayer), named as corpus source families in D-004. Specific references are not filed in this repository.
What this does not establish
This is a modeling convention the field uses, not a finding about CHRP or evidence that any particular product measures those dimensions accurately.

What is CHRP building on top of that evidence?

CHRP reads music listening behavior — what you play, when, in what sequence, and how that moves against your own baseline — and turns it into an EPI Score™ and playlists aimed at the state you are trying to reach. That is a description of how the product works, not a research finding, and the distinction matters.

No peer-reviewed validation of CHRP's own model exists, and we do not claim any. What the literature supports is the channel — that music is a real lever on how people feel and how hard effort feels. What CHRP adds is a way to read the lever you are already pulling. Whether it reads it well is a question we are still answering, in product, with real users.

How CHRP is builtC-005

EPI Score is derived from music listening behavior — what someone plays, when, in what sequence, and how that deviates from their own baseline — not from surveys, check-ins, or wearables.

Basis
How the product is built. A description, not a research finding.
What this does not establish
Says nothing about accuracy. That the score is derived from behavior is a design fact; how well it reflects state is a question CHRP is still answering.
How CHRP is builtC-006

CHRP is building models that read listening behavior and map it toward a state a person is trying to reach.

Basis
Product engineering direction, tested in-product.
What this does not establish
This is what CHRP is building, not a published result. No peer-reviewed validation of CHRP’s own models exists yet, and none is claimed.

How strong is each claim CHRP makes?

CHRP's claims sit at four distinct strengths — peer-reviewed, emerging, how the product is built, and founder conviction — and the table below states which is which for every claim on this site. Nothing is presented as stronger than the strength recorded here.

The two lower tiers are not filler. “How CHRP is built” means a true statement about the product that no citation can support, because it is design rather than discovery. “Our conviction” means exactly that — an idea we believe and have not proven, which under our own governance may never be dressed up as research.

Every public claim, at its recorded strength
ClaimStrengthWhat it does not establish
In exercise and sport, music is associated with improved affective valence, physical performance, reduced perceived exertion, and oxygen consumption.Peer-reviewedThese are group-average effects from a meta-analysis, not a guarantee for any individual. The evidence is drawn from exercise and sport populations and does not transfer to military, workplace, or clinical populations on this citation alone.
Music a person chooses for themselves tends to produce a stronger individual response than music imposed on them.Emerging evidenceDirectionally consistent across the literature, but stated here without a filed citation. Treated as emerging until a specific reference lands in the corpus.
Patterns in ordinary digital behavior carry meaningful signal about psychological state.Emerging evidenceAn active and genuinely unsettled field. Reported effect sizes vary widely by population and signal type, and music listening specifically is less studied than phone-sensor or social-media traces. This is the least settled of the three foundations, and it is stated that way deliberately.
Emotional state is commonly modeled along dimensions such as valence and arousal rather than as discrete labels.Emerging evidenceThis is a modeling convention the field uses, not a finding about CHRP or evidence that any particular product measures those dimensions accurately.
EPI Score is derived from music listening behavior — what someone plays, when, in what sequence, and how that deviates from their own baseline — not from surveys, check-ins, or wearables.How CHRP is builtSays nothing about accuracy. That the score is derived from behavior is a design fact; how well it reflects state is a question CHRP is still answering.
CHRP is building models that read listening behavior and map it toward a state a person is trying to reach.How CHRP is builtThis is what CHRP is building, not a published result. No peer-reviewed validation of CHRP’s own models exists yet, and none is claimed.
The individual sees their own EPI Score. Organizations receive anonymous aggregate trends only, never individual data.How CHRP is builtA statement about architecture. It is verifiable by review of the product, not by citation.
Music can act as a trigger for the shift into a focused, absorbed state.Our conviction, not researchConsumer metaphor only. Must never be presented as a research finding, and must never appear on a page in a way that implies the corpus supports it.

A gap worth naming: the Scientific Foundation behind CHRP runs to 29 references, and only the meta-analysis above is published here with a citable DOI today. Claims drawing on the rest are capped at “emerging” until their specific references are published — not because the underlying literature is weak, but because a claim you cannot check is a claim you should not have to take on faith.

Where does the idea of flow fit in?

Flow is a belief we hold, not a finding we cite. We think music can act as a trigger for the shift into a focused, absorbed state, and that belief shapes how CHRP is designed — but there is no flow-cycle source in our research corpus, and we will not present it as though there were.

It appears here rather than being quietly dropped because a reader deserves to know which parts of a company's thinking are evidence and which are conviction. This one is conviction.

Our conviction, not researchC-008

Music can act as a trigger for the shift into a focused, absorbed state.

Basis
Founder conviction, in the flow-cycle tradition. D-004 is explicit that the corpus contains no flow-cycle source.
What this does not establish
Consumer metaphor only. Must never be presented as a research finding, and must never appear on a page in a way that implies the corpus supports it.

What does CHRP not claim?

CHRP does not diagnose, treat, or cure anything, does not determine fitness for duty, and does not guarantee a competitive outcome. The full list is below, and it is a standing boundary rather than a legal footer.

Emotional Performance Intelligence is a performance category, not a medical one. Reading how someone listens is not the same as assessing their health, and CHRP is built so the two can never be confused — by a user, a coach, or an organization.

  • CHRP does not diagnose, treat, or cure medical or psychological conditions.
  • CHRP does not determine fitness for duty or inform employment decisions.
  • CHRP does not infer precise emotional states with clinical-grade accuracy.
  • CHRP is not a substitute for licensed clinical, psychological, or medical care.
  • CHRP does not guarantee a competitive outcome or a specific performance gain.
  • CHRP does not publish peer-reviewed validation of its own model, and does not claim any.

What are the three foundations, in one view?

CHRP rests on three ideas — that music is a real lever, that behavior carries signal, and that a model can connect them — and they are load-bearing in that order, from strongest to least settled.

01

Music is a meaningful intervention channel

Peer-reviewed
02

Behavioral traces carry signal

Emerging evidence
03

A model can connect the two

How CHRP is built

For researchers and program leads

The foundational documents behind CHRP are available to qualified researchers, institutional partners, and program leads. Start a conversation to request access.

See what your own music says.

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