Resonance is grounded in every
major study of human nature —
built by people who take your life seriously.
The frameworks that power Resonance were not invented for this product. They were established over decades by the world's leading researchers in psychology, relationship science, and human motivation — and have been tested, challenged, and validated across millions of subjects and hundreds of studies.
What Resonance does is apply that accumulated knowledge to the specific decisions that determine whether a person's life works — who they choose, what they build, where they belong. This is not self-help. It is applied human science, delivered with the precision it deserves.
Most personality and compatibility tools are built for engagement, not accuracy. They are designed to feel insightful — to produce the small dopamine hit of recognition — while remaining vague enough that almost anyone can see themselves in the result. This is the Barnum effect, and it is the reason most people abandon such tools after a single use.
Resonance was built on a different premise: that honest, specific, occasionally uncomfortable insight is worth more than flattery. Every domain, every dimension, every question maps to a body of published research. What follows is that body of evidence — openly, for scrutiny.
Why self-knowledge is not optional — the numbers
of first marriages in most Western countries end in divorce
CDC / ONS data
of divorcing couples cite "growing apart" — a values divergence that was measurable before marriage
Gottman Institute
accuracy with which Gottman's lab could predict divorce from a single observed conflict
Gottman & Levenson, 1992
of people report their career was chosen primarily by availability, not by self-knowledge
Gallup State of the Global Workplace
of workers globally are "engaged" — finding meaning and flow in their work
Gallup 2023
people report their closest relationships were formed by proximity and chance, not by intention
Holt-Lunstad, 2015
Eight bodies of science.
Decades of evidence.
Each pillar below directly shapes how Resonance's domains and dimensions are structured — and what the AI analysis is designed to surface.
Attachment Theory
Bowlby · Ainsworth · Hazan & Shaver
John Bowlby's foundational work established that our earliest bonds create internal working models — mental templates for how relationships work. Mary Ainsworth's Strange Situation experiments identified four distinct attachment styles that persist into adult life. Hazan & Shaver (1987) extended this to romantic relationships, demonstrating that secure, anxious, and avoidant patterns predict relationship satisfaction, conflict resolution, and longevity.
Resonance maps each person's attachment orientation across multiple dimensions — not as a simple category, but as a profile. Two people can be "anxious" in entirely different ways, and compatibility depends on the specific texture of those patterns, not just the label.
Anxious-avoidant pairings feel intensely magnetic early. The research is also unambiguous about where they tend to end up.
The Big Five (OCEAN)
McCrae & Costa · Roberts et al.
The Big Five — Openness, Conscientiousness, Extraversion, Agreeableness, Neuroticism — is the most replicated, cross-culturally validated personality framework in existence. Unlike Myers-Briggs (which has poor test-retest reliability) or DISC (designed for workplace compliance, not life decisions), the Big Five predicts real outcomes: relationship satisfaction, career performance, health behaviour, and life expectancy.
Meta-analyses by Roberts et al. across hundreds of thousands of subjects confirm that these traits are meaningfully stable across adulthood and robustly predictive. Resonance does not ask you to self-identify your Big Five. It derives the relevant dimensions from your responses to behavioural scenarios — which is more accurate than direct self-report.
High Neuroticism is the single strongest Big Five predictor of relationship dissatisfaction. It's also the trait people are most likely to under-report about themselves.
Gottman Relationship Research
John & Julie Gottman · 40 years · thousands of couples
John Gottman's longitudinal research is the most rigorous body of relationship science ever produced. By observing couples in a controlled "Love Lab" environment, his team could predict divorce with over 90% accuracy — not from conflict frequency, but from how conflict was handled. The Four Horsemen — contempt, criticism, defensiveness, and stonewalling — are patterns that emerge from specific underlying personality configurations.
Critically, Gottman found that it wasn't similarity or difference that determined success. It was whether two people's coping styles created a mutual reinforcing spiral upward, or a slow spiral into contempt. This is the core logic behind Resonance's compatibility layer — not matching scores, but identifying where two profiles create resilience and where they create a fault line.
Contempt is the single strongest predictor of relationship failure. It is almost always the downstream product of a values mismatch that was visible — but unnamed — from the beginning.
Schwartz Values Theory
Shalom Schwartz · cross-cultural validation across 82 countries
Shalom Schwartz's theory of basic human values — validated across 82 countries — identifies ten universal value types organised along two fundamental axes: Self-Enhancement vs. Self-Transcendence, and Openness to Change vs. Conservation. These aren't preferences. They are motivational goals that drive how people make decisions under pressure.
Values alignment is the most underestimated compatibility factor. Two people can share every surface lifestyle preference and still collide catastrophically when a major life decision — children, money, sacrifice, risk — forces their underlying value hierarchies into conflict. Resonance maps values explicitly, and surfaces potential fault lines before they become lived experience.
Most couples who report "growing apart" are describing values divergence that was always there. It simply took a decade of life events to make it visible.
Self-Determination Theory
Deci & Ryan
Self-Determination Theory identifies three core psychological needs whose satisfaction predicts wellbeing, motivation, and relationship quality: Autonomy (acting from genuine self-authorship), Competence (mastering meaningful challenges), and Relatedness (feeling genuinely connected). When these needs go unmet — in work, in relationships, in community — human beings wilt in predictable ways.
SDT is the backbone of Resonance's Purpose and Career domains, and runs beneath every domain that touches human motivation. A person who needs high autonomy will be miserable in a rigid hierarchy. A person who needs strong relatedness will be lonely in a remote-first role with no team. These aren't preferences to be negotiated — they are needs whose chronic frustration predicts burnout, depression, and departure.
Autonomy need is the most commonly misidentified trait at the hiring stage. It explains a significant proportion of early career exits that are attributed to "culture fit."
Positive Psychology & PERMA
Seligman · Peterson
Martin Seligman's PERMA framework — Positive Emotion, Engagement, Relationships, Meaning, and Accomplishment — represents the most evidence-backed model of human flourishing. Unlike hedonic wellbeing frameworks (which simply ask "are you happy?"), PERMA identifies the specific conditions under which people thrive over time.
Resonance uses PERMA not as a self-report checklist but as a diagnostic architecture: which of the five dimensions is this person currently most and least engaged in? And — critically — do their choices across domains (partner, career, community) support or undermine each dimension? A person who scores high on Meaning but is in a career that demands pure output and punishes reflection is in a slow collision. Resonance names it.
Engagement — the experience of flow and deep absorption — is the PERMA element most poorly predicted by salary, prestige, or stated career goals.
Relationship Satisfaction & Desire Research
Sprecher · Davis · Baumeister & Bratslavsky
Sprecher's longitudinal work on relationship satisfaction demonstrates that mismatched desire — not low desire in absolute terms — is the primary driver of sexual dissatisfaction over time. Baumeister & Bratslavsky's research on passion and intimacy confirms that emotional intimacy and desire are related but separable: relationships can be high on one and low on the other in ways that create specific, predictable tensions.
Resonance's Love domain addresses these dimensions directly — not in a clinical way, but as a serious mapping of what each person needs and gives in intimacy. Most relationships never have this conversation. The gap between what two people assume is shared and what is actually true is one of the most common sources of long-term disconnection.
Desire discrepancy is cited in the majority of long-term relationship therapies. It is almost never discussed during the early stages when it could be named without consequence.
Neurological Love Typologies
Helen Fisher
Helen Fisher's research into the neuroscience of love identified four broad neurochemical systems — dopamine-driven Explorers, serotonin-driven Builders, testosterone-driven Directors, and oestrogen-driven Negotiators — each predicting consistent patterns in how people experience attraction, commitment, conflict, and long-term bonding.
While Resonance does not rely on neurotypology as a primary framework, Fisher's work informs how the Love and Relationships domains interpret patterns of attraction, novelty-seeking, and stability preference. A high-Explorer person doesn't experience commitment the same way a high-Builder does. Neither is better. But matching two high-Explorers who both crave novelty creates a specific dynamic that differs structurally from Explorer-Builder pairings.
Fisher's research shows that opposites do attract — but along specific neurochemical axes. Pure similarity across all four systems tends to produce admiration without sustained desire.
What makes Resonance
different in practice.
Behaviour over self-report
Resonance does not ask "how agreeable are you?" It presents micro-scenarios — how you react, what you prioritise, what you notice — and derives your profile from what you actually do. Behaviour reveals what direct self-report cannot.
Specificity over flattery
The Barnum effect — why horoscopes feel accurate — is the enemy of useful insight. Resonance analysis is designed to make specific, falsifiable claims. The ones that sting slightly are the ones worth paying attention to.
Honest about complexity
"Opposites attract" is often true. "Similarities attract" is also often true. The research shows compatibility is not about alignment or difference — it is about which dimensions require alignment, and which benefit from complementarity.
Calibrated humility
No instrument — however well-designed — is omniscient. Resonance's AI analysis is designed to be honest about uncertainty. It draws patterns from your responses. It is the best starting point available, not a verdict.
Longitudinal awareness
People change. Resonance is designed to be revisited at significant life junctures — not just once. The value of the map grows when you can compare who you were at 28 with who you are at 38.
Actionable, not just accurate
Insight without direction is trivia. Every analysis surfaces specific growth edges with concrete guidance — not "be more open," but specific practices and reframes that apply to your exact profile.
Resonance is not a substitute for professional psychological, therapeutic, or medical advice. It is an instrument of self-knowledge — a starting point, not a clinical assessment.
AI-generated analysis reflects the patterns in your responses. It is not infallible. Treat it as the most honest mirror you have found — not the final word on who you are.
No framework fully captures human complexity. Resonance is built to be useful, not exhaustive. The goal is to improve the quality of your decisions, not to replace your judgement.
Compatibility analysis describes probabilities and patterns, not certainties. People surprise each other. Context matters. The map is an aid to navigation — you are still the navigator.
The research is the foundation.
You are what it was built for.
Begin with the Self domain. It is free, private, and the foundation that makes every other domain possible.
Begin Your Life Map →