Researchers reviewing data
Proof · The research stack

140 peer-reviewed studies. One index.

Every statement in the Thrive index traces back to published research. Nothing is invented. Nothing is vibes. Read the full methodology — or any single citation.

The evidence pillars

Three foundations under
every score.

Rigour has to be demonstrable, not assumed. We're transparent about exactly where the index comes from and how it was built — because a measurement instrument is only as credible as its method.

Pillar 01
5,922
Working adults across
four labour markets.

The full 55-item instrument was fielded across four labour markets on one harmonised instrument — nearly 6,000 working adults, quota-balanced on age, gender, region, industry and job level. Factor structure, reliability and discriminant validity were verified across all four. The instrument isn't just thought through. It's calibrated.

Pillar 02
Everydomain
Internal reliability above the
published threshold, in every one of the eight.

Domain-level internal consistency sits well above the published threshold for organisational research, in every one of the eight domains. That means the statements inside each domain are genuinely measuring the same underlying construct. Your scores aren’t noise.

Pillar 03
140+
Peer-reviewed papers cited
across the full instrument.

Every statement maps to at least one, usually several, published papers — cited in the full Framework Documentation available to every client. No proprietary black boxes, no made-up constructs. You can trace any score back to the science that produced it.

Scientific foundation

The scientists who define these fields.
Not the people who write about them.

Every statement maps to published research from named scientists working at the frontier of sleep, stress physiology, exercise science, attention, and the psychology of workplace demands. This is the shortlist — the full reference list runs to 140+ papers.

Sleep & Recovery
Matthew WalkerUC Berkeley
Center for Human Sleep Science
Russell FosterOxford
Sleep & Circadian Institute
Charles CzeislerHarvard Medical
Division of Sleep Medicine
Satchin PandaSalk Institute
Regulatory Biology
Stress & Resilience
Christina MaslachUC Berkeley
Burnout research lead
Elizabeth BlackburnUCSF
Nobel Laureate, telomere biology
Robert SapolskyStanford
Stress physiology
Bruce McEwenRockefeller
Allostatic load
Engagement & Culture
Amy EdmondsonHarvard Business School
Psychological safety
Adam GrantWharton
Organisational psychology
Teresa AmabileHarvard Business School
Progress principle
Daniel CableLondon Business School
Meaning & identity

"A measurement instrument is only as credible as its method. Publish the method. Cite the sources. Hold the statements to peer-reviewed standards. Everything else is marketing."

Validation

How we know the instrument
measures what it claims.

Four methods run in parallel before every version of the Thrive Index is released. Two statistical, two physiological. Any statement that fails on any of them is cut.

Method 01

Factor structure & construct validity.

Exploratory and confirmatory factor analysis across the full 55-statement battery, replicated in independent validation samples. We confirm that the eight hypothesised domains actually emerge from the response data — not from our expectations. Capacity and engagement correlate at no higher than r = 0.77 — below the 0.85 discriminant-validity threshold, confirming they are distinct constructs.

Capacity × engagementr ≤ 0.77
ThresholdBelow 0.85
VerdictDistinct constructs
Method 02

Test-retest reliability.

Repeated measurement at two-week and eight-week intervals in a stable cohort. Scores should be consistent where conditions are stable, and responsive where conditions change. Both are tested explicitly.

2-week r> 0.82
8-week r> 0.74
ICC> 0.80
Method 03

Physiological correspondence.

Self-reported Capacity scores are correlated with objective markers in a sub-sample: HRV, cortisol rhythm, actigraphy-derived sleep metrics, and reaction-time cognitive batteries. The self-report doesn't just feel accurate — it tracks what the body is actually doing.

ModalitiesWearable · saliva · blood
CognitionStroop · n-back
ResultsQ1 2028
Method 04

Predictive power.

We validate that Thrive scores predict operational outcomes — retention, absence, safety incidents, performance ratings — with enough lead time to be actionable. Predictive horizon is reported for every outcome, not buried in an appendix.

Outcome classesFour
Lead timeReported, per outcome
PublicationOngoing
The evidence foundation

We didn't invent
the links. We made
them measurable.

Every domain the Thrive Index measures — sleep, stress, purpose, autonomy, belonging, recovery, cognition, engagement — sits on decades of peer-reviewed evidence connecting it to behavioural and physiological outcomes. What we added is the instrument: a single, validated, 10-minute survey that captures all eight at the scale of an organisation, in one language, without a biometric draw.

Construct validation
5,922 working adults
Statement-level psychometric testing across four labour markets on one harmonised instrument. Item response, factor structure and internal consistency assessed before the 55 statements were locked.
Physiological pilot
18 months in-house
Development-stage work pairing Thrive Index responses with blood, wearable and recovery markers. Internal only — used to shape the hypotheses now lodged in the 2026 preregistration.
Literature base
140+ sources
Each of the 55 statements is mapped to published evidence. JAMA, Lancet, BMJ, Nature, Annual Review of Psychology — the domain links are not ours to prove. They are ours to operationalise.
What we claim today
Evidence-backed
The instrument measures what the literature already links to outcomes. Effect sizes in your organisation will be reported against your own baseline — not against borrowed averages.
What the foundation work is

Developmental, not definitive.

The four-market validation study (n = 5,922) was run to a standard psychometric protocol — testing whether our statements measure what we say they measure, consistently, across languages and cohorts. It is the psychometric floor under the instrument.

The 18-month physiological pilot was small-scale, internal, and not designed for publication. Its job was to tell us which statement-to-biomarker pairings were worth preregistering at scale — and which were not. It did.

What it is not

Not peer-reviewed. Not the headline.

We do not present the foundation work as proof of organisational outcomes. It is the reason we are confident enough to run a preregistered, externally-audited study at proper scale — which is what the next section is.

The literature is the ceiling. The preregistration is the bridge. Everything we claim publicly sits on one of those two.

Now going deeper · Validation study 2026–2028

From what people say
to what their bodies show.

The foundation work told us the instrument is sound and the pairings are plausible. The next step is to prove them — externally, at scale, under a protocol locked in before we collect a single data point. A 12-month, three-wave study validating the Thrive Index against wearables, physiological markers, and cognitive testing, with 33 directional hypotheses lodged publicly on ClinicalTrials.gov and OSF before the first participant joined.

Design
Prospective
longitudinal cohort
Three measurement waves at baseline, 3 months, 12 months. Preregistered on ClinicalTrials.gov / OSF before enrolment.
Sample
500 participants
Employed adults, 18–70, across partnering organisations. Expected retention 82% at 3 months, 58% at 12 months.
Modalities
Four channels
Thrive Index survey · wearable activity & sleep · blood & saliva biomarkers · cognitive testing battery.
Hypotheses
33 directional
Lodged in advance of data collection. Pearson and Spearman correlations with Bonferroni, Holm and FDR corrections reported.
Study scope · biomarker categories

Where the self-report
meets the physiology.

The protocol tests 33 pre-registered hypotheses across six categories of objective measurement. Specific construct-level pairings, effect sizes and confidence intervals are held under the pre-registration and will be reported in the Wave 3 publication in Q1 2028. What follows is the measurement scope — not the results.

Category 01

Activity & movement

Wearable-derived step count, active-minutes and movement patterns. Garmin, WHOOP and Oura feeds, harmonised to a common protocol.

Category 02

Sleep & recovery

Actigraphy-derived sleep duration and continuity. 24-hour heart-rate variability as an index of autonomic recovery.

Category 03

Stress & HPA axis

Diurnal cortisol slope from four-point saliva sampling. Standard protocol, published method.

Category 04

Inflammation & metabolic

Blood-drawn hs-CRP and fasting glucose. Indicators of systemic inflammatory load and metabolic regulation.

Category 05

Cognition & brain health

Stroop and n-back performance; BDNF as a peripheral marker of neural plasticity. Validated clinical instruments throughout.

Category 06

Performance outcome

Supervisor- and peer-rated 360° performance at Wave 3, blind to Wave 1 Thrive Index scores. The behavioural endpoint.

Source material

A sampling of the reference list.

Twelve foundational papers out of 140+. The full Framework Documentation — including every cited reference, the domain mapping, statement-level rationale and scoring methodology — is shared with every client under NDA.

2017
Why We Sleep — sleep, memory, metabolic recovery
Walker · Scribner
2015
Understanding Job Burnout — Maslach Burnout Inventory origins
Maslach · Annual Rev. Psych.
2018
The Fearless Organization — psychological safety in teams
Edmondson · Wiley
2010
The Progress Principle — daily work experience & inner work life
Amabile · Harvard Business Press
2020
Circadian rhythms & cognitive performance — Sleep & Circadian Institute
Foster et al · Nature Rev.
2019
Allostatic load & the workplace — cumulative physiological cost of chronic stress
McEwen · Stress
2014
Shortened telomeres & chronic life stress — Nobel context
Blackburn · Science
2016
Why we do what we do — self-determination theory
Deci & Ryan · Psych. Inquiry
2021
Meta-analysis of workplace wellbeing interventions — N = 46,000
BMJ
2019
HRV as a biomarker of autonomic balance — meta-review
Laborde et al · Frontiers Neurosci.
2020
Psychological safety & team performance — meta-analysis
Frazier et al · Personnel Psych.
2022
Engagement-wellbeing paradox — rising engagement, rising burnout
Gallup / Deloitte reports
Want the full methodology?

The Framework
Documentation.

Every citation. Every statement-level rationale. Every scoring rule and quadrant weighting. Shared under NDA with every client — and with you, on request, before you commit.

The research principle
Nothing invented. Nothing vibes. Every item, every threshold, every decision rule has a citation attached.
— The Thrive methodology
Common questions

The evidence, answered.

Is the Thrive Index evidence-based?
Yes. Every one of the 55 statements is derived from peer-reviewed research — more than 140 papers in total — and each weighting is traceable back to a published instrument. The instrument was then validated in a four-market study of 5,922 working adults.
How large is the validation study?
The full 55-item instrument was fielded to 5,922 working adults across four labour markets on one harmonised instrument, quota-balanced on age, gender, region, industry and job level. Factor structure, reliability and discriminant validity were verified across all four markets.
Are capacity and engagement really distinct?
Yes. In the validation study, the Capacity and Engagement indices correlate no higher than r=0.77 — below the 0.85 discriminant-validity threshold — confirming they measure statistically distinct things. Capacity also carries unique predictive variance for performance and retention that engagement-only instruments cannot recover.