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§ Methodology · Tool Documentation

Stress & Burnout Index Methodology

Effective Date May 12, 2026
Last Updated June 24, 2026
Version LBL-SBI v2.0
Questions hello@lifebylogic.com
Written by
Abiot Y. Derbie, PhD
Cognitive neuroscientist · Founder of LifeByLogic · Reviewed by Eskezeia Y. Dessie, PhD
i.

What this tool measures

The LBL Stress & Burnout Inventory (LBL-SBI v2.0) is a 24-item self-inventory measuring two related but dissociable constructs: perceived stress and personal burnout. Every item is LBL-original — written by the LifeByLogic editorial team and originality-audited against the major published instruments in the field. No item from any published scale is reproduced anywhere in the tool.

The construct definitions and the analytic framework draw on the established psychometric literature. The stress construct is conceptually informed by the Perceived Stress Scale of Cohen, Kamarck & Mermelstein (1983); the burnout construct by the Copenhagen Burnout Inventory of Kristensen, Borritz, Villadsen & Christensen (2005) and the exhaustion–cynicism–inefficacy model of Maslach, Schaufeli & Leiter (2001). These are conceptual ancestors, cited for attribution; the LBL-SBI is an independent instrument with its own items, response anchors, scoring, and interpretive thresholds.

Perceived stress is the subjective appraisal of demands — how overloaded, uncontrollable, and physically keyed-up a person currently feels. Personal burnout is cumulative physical, emotional, and motivational depletion as a settled pattern across life domains. The two correlate but neither subsumes the other: a person can run high on perceived stress without yet entering burnout (an early-stage signal), or high on burnout with normalized stress (the “I’m fine” phase of long-term depletion). Reading the two scores against each other is the central purpose of the instrument.

Neither construct is a clinical diagnosis. Stress does not appear as a disorder in DSM-5 or ICD-11; it is a transdiagnostic construct. Burnout is recognized in ICD-11 (QD85) as an occupational phenomenon, explicitly not classified as a medical condition. The LBL-SBI applies the broader personal-burnout construct that extends beyond the workplace. This tool is an educational self-inventory for two correlated psychological states — not a diagnostic instrument. A high score is reason to consider professional support, not a label.

ii.

Why LBL-original items

A range of validated stress and burnout instruments exists in the literature. For the LBL-SBI, the team deliberately drafted original items measuring the same underlying constructs rather than administering any published instrument. Three reasons motivated the choice.

(1) Licensing clarity. Some widely used instruments — the Maslach Burnout Inventory most prominently — carry per-administration commercial fees that preclude free public deployment. Others are commonly described as freely usable, but the underlying terms are more nuanced in a commercial context. Original items remove licensing risk entirely and keep the tool genuinely free.

(2) A single coherent measurement architecture. Published stress and burnout scales use different response formats and reference periods. Combining them in one instrument creates inconsistent respondent burden and complicates parallel reporting. The LBL-SBI uses one unified 5-point frequency anchor set and one reference frame across all 24 items, so the two subscales are directly comparable on a shared 0–100 display.

(3) Construct alignment without reproduction. The constructs — perceived stress and personal burnout — are well defined in the literature and are not themselves copyrightable; the specific item wordings are. The LBL-SBI aligns with the field-standard construct definitions while using entirely original wording, and adds a facet structure (below) that the source instruments do not specify.

iii.

Instrument structure

The LBL-SBI v2.0 has 24 items in two 12-item subscales. Each subscale resolves into three facets of four items each, so the instrument reports two headline scores and six facet scores. Every item is answered on a single unified 5-point frequency scale.

Unified response anchors

ResponseRaw value
Never0
Rarely1
Sometimes2
Often3
Almost always4

Subscale 1 — Perceived Stress (12 items)

Three facets. Overload — more demand than capacity. Loss of Control — low agency over what happens. Tension — the felt, bodily side of stress: keyed-up arousal and a mind that will not switch off. The Tension facet is new in v2.0 and closes a gap in appraisal-only stress measures, which capture what a person thinks about their demands but not the activation they feel.

#Item textFacet
1There’s more on my plate than I can reasonably finish.Overload
2New problems show up before I’ve finished dealing with the last ones.Overload
3I’m running behind on too many things at once.Overload
4What’s being asked of me is more than I have the time or energy to give.Overload
5The things that affect me most are decided by other people.Loss of Control
6I’m reacting to my life more than I’m directing it.Loss of Control
7The outcomes that matter aren’t really in my hands.Loss of Control
8I trust myself to handle whatever comes up.Loss of Control · reversed
9I feel keyed up or on edge, even when nothing is wrong.Tension
10My mind keeps running and won’t switch off.Tension
11I’m carrying tension in my body — tight jaw, shoulders, chest, or stomach.Tension
12I feel calm and settled.Tension · reversed

Subscale 2 — Personal Burnout (12 items)

Three facets. Exhaustion — depletion that rest does not resolve. Detachment — going through the motions, reduced caring, and questioning whether what one does matters. Inefficacy — a felt drop in capability and impact.

#Item textFacet
13My emotional reserves feel low even in easy moments.Exhaustion
14My body feels heavy in a way that rest doesn’t fix.Exhaustion
15The exhaustion has settled into who I am right now.Exhaustion
16Things that used to feel easy now take more out of me than they should.Exhaustion
17I’m going through the motions without really being present.Detachment
18I’ve stopped caring about things I used to care about.Detachment
19I find myself wondering whether what I do even matters.Detachment
20A part of me wants to stop carrying everything I’m carrying.Detachment
21I doubt I’m getting anything meaningful done.Inefficacy
22I feel less capable than I used to be.Inefficacy
23However hard I try, it doesn’t seem to make a difference.Inefficacy
24I still feel effective at the things I take on.Inefficacy · reversed

Reverse-coded items

Three items are positively worded so that the instrument is not uniformly negative and to reduce acquiescent responding: item 8 (“I trust myself to handle whatever comes up”), item 12 (“I feel calm and settled”), and item 24 (“I still feel effective at the things I take on”). The tool reverses these automatically when computing totals; respondents answer them at face value. High endorsement of a reverse-coded item lowers the relevant score.

iv.

Scoring algorithm

Each subscale score is the mean of its 12 items (after reverse-coding) on the 0–4 raw scale, multiplied by 25 to display on a 0–100 scale. The two subscales share the display range so they can be read side by side, but they are scored independently and are not summed into a single total. Facet scores use the same mean×25 transformation on their four items.

// Inputs:
//   responses[q1..q24], each in {0, 1, 2, 3, 4}
//   (5-pt frequency Likert: 0 = Never .. 4 = Almost always)

// Subscales (12 items each)
const STRESS_ITEMS  = [q1..q12]
const BURNOUT_ITEMS = [q13..q24]
const REVERSED      = {"q8", "q12", "q24"}   // positively-worded items

// Facets (4 items each)
const OVERLOAD   = [q1, q2, q3, q4]
const CONTROL    = [q5, q6, q7, q8]      // q8 reversed
const TENSION    = [q9, q10, q11, q12]   // q12 reversed
const EXHAUSTION = [q13, q14, q15, q16]
const DETACHMENT = [q17, q18, q19, q20]
const INEFFICACY = [q21, q22, q23, q24]   // q24 reversed

function itemValue(item):
    let raw = responses[item]
    return (item in REVERSED) ? (4 - raw) : raw

function subscaleScore(items):
    let mean = average(itemValue(i) for i in items)   // 0..4
    return round(mean * 25)                            // -> 0..100

stress  = subscaleScore(STRESS_ITEMS)
burnout = subscaleScore(BURNOUT_ITEMS)

// Severity bands (LBL-original interpretive thresholds)
function band(score):
    if score <= 34: return "Low"
    if score <= 54: return "Moderate"
    if score <= 74: return "Elevated"
    return "High"

// Archetype (first match wins)
function archetype(stress, burnout):
    sHigh = stress >= 55; bHigh = burnout >= 55
    sLow  = stress <= 34; bLow  = burnout <= 34
    if sHigh and bHigh: return "Compounded"
    if sHigh:           return "Pressured"
    if bHigh:           return "Depleted"
    if sLow and bLow:   return "Steady"
    return "Mixed"

// Care-aware escalation (q20 is the sentinel detachment item)
careTrigger = (stress >= 75) or (burnout >= 75) or (responses[q20] >= 3)
  
v.

Severity-band derivation

Each 0–100 score maps to one of four bands. These are LBL-original interpretive thresholds for this instrument — not normative percentiles from any published scale, and not diagnostic cutoffs. They divide the response range into four zones of increasing clinical relevance, anchored to the literature on when stress and burnout begin to warrant attention.

BandRangeReading
Low0–34Within ordinary range; no signal of concern.
Moderate35–54Present and worth noticing; a candidate for active management.
Elevated55–74Meaningfully raised; the level at which the archetype logic treats the subscale as “high.”
High75–100The level at which professional support is indicated and the care-aware logic activates.

The two thresholds that carry interpretive weight are 55 (the boundary used to classify a subscale as elevated for archetype assignment) and 75 (the boundary that triggers care-aware handling). Because the bands are interpretive rather than normative, a score should be read on its own 0–100 scale against these cutpoints, not as a percentile rank against a population.

vi.

The five archetypes

Reading the two scores together produces a profile. The archetype is assigned by a first-match decision rule on the two subscale scores, using the 55 elevated boundary as the high cut and 34 as the low cut. The point of the profile is to make explicit which of two different situations a person is in — active pressure versus accumulated depletion — because they call for different responses.

ArchetypeConditionWhat it points to
CompoundedStress ≥ 55 and Burnout ≥ 55Active stress layered on accumulated exhaustion. The body is depleted, recovery is harder, and “more effort” is no longer a viable solution.
PressuredStress ≥ 55, Burnout not elevatedDemand is high but reserves are intact. The leverage is on the demand side and on appraisal — before pressure becomes depletion.
DepletedBurnout ≥ 55, Stress not elevatedExhaustion has accumulated even though present demand reads as manageable. Recovery, not demand-reduction, is the priority.
SteadyStress ≤ 34 and Burnout ≤ 34Both signals are low. A maintenance pattern rather than a problem to solve.
MixedAny remaining patternScores sit in the middle range, or one is elevated while the other is ambiguous. Worth reflecting on which signal is rising and which is falling.
vii.

Care-aware design

Because high scores on this instrument can co-occur with genuine distress, the LBL-SBI is built to surface support rather than only a score. Three design features implement this.

A standing crisis banner. Every page of the tool carries crisis resources regardless of score: in the US, the 988 Suicide & Crisis Lifeline (call or text) and the Crisis Text Line (text HOME to 741741); in the UK, Samaritans (116 123); and internationally, findahelpline.com.

A sentinel item. Item 20 — “A part of me wants to stop carrying everything I’m carrying” — is treated as a sentinel for acute distress. Endorsing it at Often or above (a raw response of 3 or 4) activates care handling on its own, independent of the numeric scores.

Score-based escalation. A subscale score of 75 or above on either stress or burnout also activates care handling. When triggered, the results foreground a plain message that the pattern is worth taking to a primary-care doctor or mental-health professional, alongside the crisis resources above.

The same logic governs the optional premium report. If the sentinel item is endorsed at Often or above, the report path is suspended and the reader is routed to support resources rather than to a checkout — the product steps aside. Where a score reaches the High band without the sentinel, the report is still available but is written in a care-forward register that foregrounds professional support over self-directed optimization.

Care-aware escalation is a fixed property of the instrument, not a configurable option.
viii.

Validity, reliability, and planned norms

Content and face validity. Each item was written to a specified facet definition and reviewed for fit, readability, and singularity of meaning. The six-facet structure was designed a priori from the construct literature rather than discovered post hoc, and each facet is represented by four items.

Reliability. The instrument is new, so internal-consistency and test–retest estimates from LBL-SBI data are not yet published. The four-items-per-facet design and the unified anchor set are intended to support adequate internal consistency; empirical reliability will be reported once sufficient deployment data are collected.

No population norms yet. The LBL-SBI does not have its own population norms, and — because its items, anchors, and scoring differ from any published scale — norms from other instruments do not transfer to it. The band cutpoints in Section v, not percentile norms, are the intended interpretive reference. Earlier versions of this page reproduced population means from the source instruments; those have been removed because they do not apply to this instrument and could be mistaken for LBL-SBI norms.

Planned convergent-validity study. A post-launch study is planned against the DASS-21 (Lovibond & Lovibond, 1995), which is freely available for use. The pre-registered expectation is a strong positive correlation between the LBL-SBI Perceived Stress score and the DASS-21 Stress subscale, and a moderate-to-strong correlation between the LBL-SBI Personal Burnout score and the DASS-21 Depression subscale, consistent with the documented overlap between burnout and depressive symptoms (Bianchi et al., 2021). Until that study is reported, all validity claims on this page are framed as construct-alignment arguments, not empirical validation of the LBL-SBI itself.

ix.

Limitations

It is a screen, not a diagnosis. The LBL-SBI cannot diagnose any condition. Stress and burnout are not themselves clinical diagnoses, and a high score indicates a state worth attention and possible professional support — not a disorder.

It is self-report at a moment. Scores reflect how a person reads their own experience now, which can be shaped by mood, recent events, insight, and reporting style. A single administration is a snapshot; trajectory over repeated administrations is more informative than any one score.

It is not yet independently validated. As above, reliability and convergent-validity evidence specific to the LBL-SBI are planned but not yet published. The instrument’s standing rests for now on construct alignment and transparent design, documented here.

It is not a productivity tool. The instrument and its report are built to help a person recognize and recover from strain, not to optimize output. Framing high burnout as a performance problem to be pushed through is precisely the move the design avoids.

x.

Independent review

The instrument, scoring, band logic, and care-aware design were reviewed by Eskezeia Y. Dessie, PhD for construct fidelity, item clarity, and the appropriateness of the safety logic. Review focused in particular on the sentinel-item threshold and the escalation rules, to ensure that distress is surfaced conservatively rather than missed. Review is editorial and methodological; it is not a clinical endorsement, and the tool remains an educational self-inventory rather than a clinical instrument.

xi.

Version log

VersionDateChange
v2.0Jun 2026Expanded to 24 items with an explicit six-facet structure (Overload, Loss of Control, Tension; Exhaustion, Detachment, Inefficacy). Added the Tension facet to capture the somatic side of stress. Re-derived the reverse-coded set (items 8, 12, 24). Rebuilt this methodology page around the original instrument and removed reproduced source-instrument norms.
v1.0May 2026Initial release: 16 LBL-original items measuring perceived stress and personal burnout, unified 5-point anchors, LBL-original severity bands, five-archetype assignment, and three-criterion care-aware escalation.
xii.

Methodology FAQ

Does the LBL-SBI use the PSS-10 or the CBI?

No. It uses entirely original items. The Perceived Stress Scale and the Copenhagen Burnout Inventory are cited as the construct literature the instrument is informed by, but none of their items, anchors, or scoring are reproduced.

Why are the two scores not combined into one number?

Because stress and burnout are different signals that call for different responses. A single combined score would hide exactly the distinction the instrument exists to surface — whether a person is under active pressure, depleted, both, or neither.

Are the bands clinical cutoffs?

No. They are LBL-original interpretive zones for this instrument, not diagnostic thresholds or population percentiles. The High band (75–100) is the point at which the tool recommends professional support, but that is a prompt to seek help, not a diagnosis.

Is my data stored?

Scoring runs entirely in your browser. Responses are not transmitted to a server or stored in an account by the free tool. If you choose the optional premium report, only the computed scores and facet values needed to generate it are sent at the moment of purchase.

xiii.

How to cite

§ The LBL implementation

Cite this methodology and tool

APA 7
LifeByLogic. (2026). LBL Stress & Burnout Inventory (LBL-SBI v2.0): Methodology disclosure (Version 2.0). https://lifebylogic.com/life-dashboard/stress-burnout/methodology/
MLA 9
LifeByLogic. “LBL Stress & Burnout Inventory (LBL-SBI v2.0): Methodology.” LifeByLogic, 2026, lifebylogic.com/life-dashboard/stress-burnout/methodology/.
BibTeX
@misc{lifebylogic_sbi_methodology_2026, author = {{LifeByLogic}}, title = {{LBL Stress \& Burnout Inventory (LBL-SBI v2.0): Methodology disclosure}}, year = {2026}, version = {2.0}, howpublished = {\url{https://lifebylogic.com/life-dashboard/stress-burnout/methodology/}}, note = {LBL-original items measuring perceived stress and personal burnout; construct ancestors: Cohen 1983 and Kristensen 2005} }
§ Free interactive screening

Run the Stress & Burnout Index in your browser

Now that you’ve reviewed the methodology, run the inventory on yourself. The LBL-SBI v2.0 implements everything documented above: 24 LBL-original items across six facets, unified 5-point frequency anchors, two independent 0–100 subscale scores, LBL-original severity bands, five-archetype assignment, and care-aware escalation. Browser-local: no transmission, no storage, no account. Takes about 6 minutes.

Take the test →
§ Other LifeByLogic tools
Life Dashboard

Depression Test (PHQ-9)

A validated screen for depressive symptoms. Burnout overlaps meaningfully with depression, so a high burnout score is a reason to screen.

Behavior Lab

Anxiety Test (GAD-7)

A validated screen for generalized anxiety, which frequently co-occurs with elevated perceived stress.

Brain Lab

Sleep-Cognition Optimizer

Sleep regularity is among the highest-leverage variables for stress regulation and recovery from burnout.

Life Dashboard

Meaning in Life Index

Presence of meaning buffers chronic stress in longitudinal cohorts — a complementary lens on the same load.

§

Full references

The references below underpin the construct definitions and design decisions on this page. Citations #1–#3 define the constructs the LBL-SBI measures with original items; the remainder support specific claims about appraisal, allostatic load, recovery, burnout–depression overlap, and downstream outcomes.

  1. Cohen, S., Kamarck, T., & Mermelstein, R. (1983). A global measure of perceived stress. Journal of Health and Social Behavior, 24(4), 385–396. doi.org/10.2307/2136404 — Construct ancestor, Perceived Stress.
  2. Kristensen, T. S., Borritz, M., Villadsen, E., & Christensen, K. B. (2005). The Copenhagen Burnout Inventory: A new tool for the assessment of burnout. Work & Stress, 19(3), 192–207. doi.org/10.1080/02678370500297720 — Construct ancestor, Personal Burnout.
  3. Maslach, C., Schaufeli, W. B., & Leiter, M. P. (2001). Job burnout. Annual Review of Psychology, 52, 397–422. doi.org/10.1146/annurev.psych.52.1.397 — Exhaustion–cynicism–inefficacy model.
  4. Lazarus, R. S., & Folkman, S. (1984). Stress, appraisal, and coping. Springer. — Transactional appraisal–coping framework.
  5. McEwen, B. S. (1998). Stress, adaptation, and disease: Allostasis and allostatic load. Annals of the New York Academy of Sciences, 840(1), 33–44. doi.org/10.1111/j.1749-6632.1998.tb09546.x — Allostatic-load framework.
  6. Lupien, S. J., McEwen, B. S., Gunnar, M. R., & Heim, C. (2009). Effects of stress throughout the lifespan on the brain, behaviour and cognition. Nature Reviews Neuroscience, 10(6), 434–445. doi.org/10.1038/nrn2639
  7. Demerouti, E., Bakker, A. B., Nachreiner, F., & Schaufeli, W. B. (2001). The job demands–resources model of burnout. Journal of Applied Psychology, 86(3), 499–512. doi.org/10.1037/0021-9010.86.3.499 — Demands–resources account of burnout.
  8. Sonnentag, S. (2012). Psychological detachment from work during leisure time. Current Directions in Psychological Science, 21(2), 114–118. doi.org/10.1177/0963721411434979 — Recovery and detachment.
  9. Bianchi, R., Verkuilen, J., Schonfeld, I. S., et al. (2021). Is burnout a depressive condition? A 14-sample meta-analytic and bifactor analytic study. Clinical Psychological Science, 9(4), 579–597. doi.org/10.1177/2167702620979597 — Burnout–depression overlap.
  10. Söderström, M., Jeding, K., Ekstedt, M., et al. (2012). Insufficient sleep predicts clinical burnout. Journal of Occupational Health Psychology, 17(2), 175–183. doi.org/10.1037/a0027518
  11. Richardson, S., Shaffer, J. A., Falzon, L., et al. (2012). Meta-analysis of perceived stress and its association with incident coronary heart disease. The American Journal of Cardiology, 110(12), 1711–1716. doi.org/10.1016/j.amjcard.2012.08.004
  12. Lovibond, S. H., & Lovibond, P. F. (1995). The structure of negative emotional states: Comparison of the DASS with the Beck Depression and Anxiety Inventories. Behaviour Research and Therapy, 33(3), 335–343. doi.org/10.1016/0005-7967(94)00075-U — Planned convergent-validity benchmark.
  13. World Health Organization. (2019). Burn-out an “occupational phenomenon”: International Classification of Diseases (ICD-11, QD85). who.int
  14. Hofmann, S. G., Sawyer, A. T., Witt, A. A., & Oh, D. (2010). The effect of mindfulness-based therapy on anxiety and depression: A meta-analytic review. Journal of Consulting and Clinical Psychology, 78(2), 169–183. doi.org/10.1037/a0018555
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