NeuroHabit · Evidence matrix
NeuroHabit groups daily habits by the brain pathway they most plausibly act on: dopamine, serotonin, oxytocin or endorphin. Before a habit enters the app, it goes through this matrix: what the mechanism is, how strong the evidence is, and which literature it rests on.
The grades then set each habit's tier, and the tier sets its weight in the scoring engine. Weak evidence cannot earn a heavy weight.
Each habit is graded twice, because a plausible mechanism and a proven benefit are different claims.
How well established the link is between the habit and its named pathway, from human, animal or imaging studies.
How well established the effect is on mood, wellbeing or mental-health outcomes in people.
Three tiers carry different weight. Foundational habits unlock a category's full score, secondary habits score at weight 2, and bonus habits at weight 1. Each category's foundational habits:
Dopamine
Drive & reward
Deep Work / Main Goal · Meaningful Progress · Morning Sunlight (10–15 min)
Serotonin
Stability & mood
Sleep · Solat / Daily Prayer / Mindfulness · Rhythmic Movement (20+ min)
Oxytocin
Connection & trust
Active Socialising (20+ min) · Physical Touch / Oxytocin Anchor · Sincere Appreciation (Expressed)
Endorphin
Resilience & movement
Exercise (Dedicated Session) · Active Day (Incidental Steps)
33 habits across four pathways. Filter by category.
| Habit | Tier | Mechanism | Outcome | Key literature | Notes |
|---|---|---|---|---|---|
| Deep Work / Main GoalDopamine | Foundational | Moderate | Limited | Berke 2018, Nat Neurosci; Gershman 2024 | Dopamine ramps during sustained goal pursuit are well described in animal and computational work. Direct wellbeing trials of deep-work sessions are limited. |
| Meaningful ProgressDopamine | Foundational | Limited | Moderate | Amabile & Kramer 2011, The Progress Principle | Diary evidence links small daily progress to mood and motivation. Observational; the dopamine link is inferred. |
| Morning Sunlight (10–15 min)Dopamine | Foundational | Moderate | Moderate | Leproult & Van Cauter (circadian); Golden et al. 2005, Am J Psychiatry | Circadian entrainment by morning light is well established, and light therapy improves mood. The dopamine-specific pathway is less direct. |
| Task List CompletionDopamine | Secondary | Limited | Limited | Berridge 2007, Psychopharmacology | Small, real reward signals per completed task. Reweighted down after review: productivity gains do not map cleanly to neurochemical uplift. |
| Active Skill Practice (20+ min)Dopamine | Bonus | Moderate | Limited | Reference in review | Note in review |
| Goal-Focused JournalingDopamine | Bonus | Limited | Limited | Reference in review | Plausible prefrontal and anticipatory-reward mechanism; outcome trials for this specific habit are limited. Kept at the lowest weight. |
| Screen-Free Block (2+ hrs)Dopamine | Bonus | Moderate | Moderate | Hunt et al. 2018, J Soc Clin Psychol | Limiting social media use reduced loneliness and depressive symptoms in a randomised trial. Framed as a protective, removal habit. |
| Tyrosine-Rich MealDopamine | Bonus | Moderate | Limited | Amino-acid precursor literature | Tyrosine is the dietary precursor to dopamine. Evidence for mood outcomes from diet alone is limited. |
| Fasting (Eating Window)Dopamine | Secondary | Limited | Limited | Reference in review | A consistent eating window supports regular routines. Claims about dopamine receptor sensitivity are speculative and are not used in scoring rationale. |
| SleepSerotonin | Foundational | Strong | Strong | Scott et al. 2021, Sleep Med Rev; Zhang et al. 2024, Sleep Breath | Improving sleep improves mental health in randomised trials: the strongest causal evidence in the library. The serotonin-specific link is indirect. |
| Solat / Daily Prayer / MindfulnessSerotonin | Foundational | Moderate | Moderate | Goyal et al. 2014, JAMA Intern Med (47 trials, n=3,515) | Moderate evidence for anxiety and depression from meditation trials. Prayer-specific trials are fewer; the shared mechanism is stress-response downregulation. |
| Rhythmic Movement (20+ min)Serotonin | Foundational | Moderate | Moderate | Jacobs & Azmitia 1992, Physiol Rev | Rhythmic motor activity increases serotonergic neuron firing in animal work; walking interventions show moderate mood benefits in people. |
| 5-a-Day (Veg & Fruit)Serotonin | Secondary | Moderate | Moderate | Jacka et al. 2017, BMC Med; Firth et al. 2019, Psychosom Med | Dietary improvement reduces depressive symptoms in trials. Note: most serotonin is made in the gut but does not cross into the brain; the link runs through the microbiome and inflammation. |
| Nature Walk (20+ min)Serotonin | Secondary | Moderate | Moderate | Bratman et al. 2015, PNAS | A nature walk reduced rumination and subgenual prefrontal activity versus an urban walk. Small trial; consistent with wider nature-exposure literature. |
| Protein-Rich MealsSerotonin | Secondary | Moderate | Limited | Tryptophan precursor literature | Tryptophan is the serotonin precursor, but protein-rich meals also raise competing amino acids, so brain entry depends on the whole meal. Mood outcomes are limited. |
| Gratitude / MuhasabahSerotonin | Bonus | Limited | Moderate | Davis et al. 2016, J Couns Psychol | Gratitude interventions show small but consistent wellbeing effects. The serotonin mechanism is inferred. |
| Breathwork / DhikrSerotonin | Bonus | Moderate | Moderate | Zaccaro et al. 2018, Front Hum Neurosci; Goyal et al. 2014 | Slow breathing shifts autonomic balance toward parasympathetic activity. Effects on anxiety are modest but real. |
| Power Nap / Qailullah (10–25 min)Serotonin | Bonus | Moderate | Moderate | Brooks & Lack 2006, Sleep | Short naps improve alertness and mood; longer naps cause sleep inertia. Capped so it cannot substitute for night sleep. |
| Restorative Hobby (20+ min)Serotonin | Secondary | Limited | Moderate | Soga et al. 2017, Prev Med Rep (gardening meta-analysis) | Gardening and similar hobbies show positive wellbeing effects. Soil-bacteria serotonin findings are from animal studies only. |
| No Added Sugar TodaySerotonin | Bonus | Limited | Moderate | Knüppel et al. 2017, Sci Rep | Higher sugar intake is associated with later common mental disorders in cohort data. Association, not causation. Shown with a disordered-eating note. |
| Active Socialising (20+ min)Oxytocin | Foundational | Moderate | Strong | Holt-Lunstad et al. 2010, PLoS Med; Holt-Lunstad 2024, World Psychiatry | Social connection predicts mortality and mental health with some of the strongest evidence in behavioural science. |
| Physical Touch / Oxytocin AnchorOxytocin | Foundational | Moderate | Moderate | Light et al. 2005, Biol Psychol; Packheiser et al. 2024, Nat Hum Behav | Hugs and partner contact associate with higher oxytocin, and touch interventions improve wellbeing. Specific duration thresholds are not well supported, so the app says "sustained contact". |
| Sincere Appreciation (Expressed)Oxytocin | Foundational | Limited | Moderate | Kumar & Epley 2018, Psychol Sci | Expressing gratitude improves wellbeing for both sides, more than expressers predict. The oxytocin link is inferred. |
| Shared Meal (Eat Together)Oxytocin | Secondary | Limited | Limited | Dunbar 2017, Adapt Hum Behav Physiol | People who eat socially more often report closer relationships and higher life satisfaction. Cross-sectional. |
| Receive Care / Be VulnerableOxytocin | Secondary | Limited | Limited | Reference in review | Note in review |
| Group Singing / Shared MusicOxytocin | Bonus | Moderate | Limited | Pearce et al. 2015, R Soc Open Sci | Group singing speeds social bonding. The evidence points to endorphin-mediated bonding as much as oxytocin. |
| Community Help / Act of KindnessOxytocin | Bonus | Moderate | Moderate | Moll et al. 2006, PNAS; Curry et al. 2018, J Exp Soc Psychol | Giving activates reward circuitry, and kindness interventions show small-to-medium wellbeing effects. |
| Social Laughter / HumorOxytocin | Bonus | Moderate | Limited | Manninen et al. 2017, J Neurosci | Social laughter releases endogenous opioids (PET). Placed in Oxytocin because its function is bonding; moved from Endorphin after review. |
| Exercise (Dedicated Session)Endorphin | Foundational | Strong | Strong | Singh et al. 2023, Br J Sports Med (97 reviews, n=128,119); Boecker et al. 2008, Cereb Cortex | Exercise reduces depression and anxiety with medium effects; PET shows opioid release in running. Tiered by intensity. |
| Active Day (Incidental Steps)Endorphin | Foundational | Limited | Moderate | Bizzozero-Peroni et al. 2024, JAMA Netw Open | More daily steps associate with fewer depressive symptoms. Acute neurochemical effects are weaker than structured exercise. |
| Cold Shower / Contrast TherapyEndorphin | Secondary | Moderate | Limited | Šrámek et al. 2000, Eur J Appl Physiol; Buijze et al. 2016, PLoS One | Cold water raises noradrenaline robustly. The endorphin link is extrapolated, and the app says so. Not for people with cardiovascular conditions. |
| Creative Play / DancingEndorphin | Secondary | Moderate | Moderate | Tarr et al. 2016, Evol Hum Behav | Synchronised dancing raises pain thresholds, a marker of endorphin release, and increases bonding. |
| Yoga / Mobility / Stretching (10+ min)Endorphin | Bonus | Moderate | Moderate | Cramer et al. 2013, Depress Anxiety | Yoga shows moderate short-term benefits for depressive symptoms. |
Where meta-analyses report effects on depressive symptoms, those effect sizes anchor the weights. Values are approximate standardised mean differences summarised from the cited reviews.
| Domain | Effect on depression (SMD) | Weight | Tier | Rationale |
|---|---|---|---|---|
| Vigorous exercise (45+ min) | ~0.60–0.80 | 3 | Foundational, high level | Largest effect in the library; PET-confirmed opioid release. |
| Sleep (7–9 hrs) | ~0.40–0.55 | 2 | Foundational | Causal link shown in randomised trials of sleep improvement. |
| Moderate exercise (30 min) | ~0.43 | 2 | Foundational, moderate level | Within the WHO-recommended range; dose-response supported. |
| In-person social connection | ~0.19–0.40 | 2–3 | Foundational | Mortality-level evidence justifies weight despite a moderate depression effect. |
| Diet (fibre, protein) | ~0.25–0.35 | 1–2 | Secondary | Strong mechanism, moderate trial outcomes. |
| Mindfulness, breathwork, dhikr | ~0.30–0.38 | 1 | Bonus | Real but modest effects (Goyal et al. 2014). |
| Walking and incidental activity | ~0.25–0.30 | 1 | Bonus | Effective, but weaker than structured exercise. |
| Journaling, goal-writing | Indirect | 1 | Bonus | Plausible mechanism, insufficient outcome data. |
The matrix is not decoration: grading the evidence changed the engine.
What this is, and isn't. NeuroHabit is a habit-building and psychoeducation tool, not a treatment for any condition. Mapping a habit to one neurotransmitter is a simplification: every habit here acts on several systems at once.
The grades reflect the literature as reviewed in October 2026 and will change as evidence does.