How the Test Was Built.
The Algorithm Burnout Index (ABI) is a structured self-assessment grounded in decades of peer-reviewed research — combined with twenty years of lived experience inside high-performance environments. This page exists so you can see what's behind the score.
Why Existing Burnout Frameworks Miss This.
When most people say "burnout," they're describing what Christina Maslach defined in 1982: a three-part syndrome of exhaustion, cynicism, and reduced efficacy. The ABI measures something adjacent but distinct — what happens when someone has been performing someone too long.
Exhaustion from doing too much
Rest, workload reduction, and boundaries typically resolve it.
- Emotional exhaustion
- Cynicism & depersonalization
- Reduced professional efficacy
- Classic wellness interventions work
Exhaustion from being someone too long
Identity displacement, not just fatigue. A different phenomenon.
- Somatic signal suppression
- Synthetic self fused to performance
- Autopilot & reward-loop dependency
- Amygdala dominance & chronic threat-state
- Isolation-reinforced identity drift
Where Are You on the Spectrum Right Now?
The ABI produces a 0–100 score mapped to one of five tiers. Each tier represents the current relationship between your authentic self and the pattern-builder — a relationship that can change in either direction over time.
The Eight Domains We Measure.
The 48 scored questions are drawn from eight independent domains, each targeting a construct with its own body of peer-reviewed research. Each domain produces its own 0–100 score. The overall ABI starts as the domain average, then adjusts based on detected response patterns — so the final score reflects not just what you said, but how you said it.
Origin Access
Identity Coherence
Performance Cost
Autonomy Status
Defense Profile
Cognitive Patterns
Somatic Intelligence
Recovery Resources
How the Assessment Was Built.
The ABI is rooted in decades of peer-reviewed work across neuroscience, psychology, somatic science, attachment theory, behavioral science, and sociology — combined with two decades of lived experience inside high-performance environments, and stress-tested against the 30-day removal experiment chronicled in the book, Algorithm Burnout.
Two Decades of Lived Experience & Field Observation
For roughly twenty years, James was embedded through his studio, Creative Doorway, inside the working environments of high achievers — Fortune 500 boardrooms, Hollywood production lots, visionary entrepreneurial circles. Not academic research from the outside. Direct, daily, embedded participation in the exact cultural machinery the instrument was later built to measure.
The pattern surfaced first in himself. Same quiet displacement he would later observe across hundreds of high-performers. Same rehearsed vulnerability. Same exhaustion that sleep did not fix. The instrument was designed against a phenomenon known from the inside.
The 30-Day Experiment From the Book
One chapter of the underlying manuscript, Algorithm Burnout, recounts a thirty-day removal experiment. For thirty consecutive days, the everyday overrides most people lean on to keep performing — caffeine, alcohol, sugar, processed food, the scroll, and even work itself — were deliberately set aside, along with the optimization habits built around them.
The experiment is a reference point, not primary research. It's useful because it shows, in real time, the same patterns the instrument was already designed to measure based on two decades of lived experience.
Calibration Against Peer-Reviewed Research
With the field observations and experiential documentation in hand, every construct the assessment measures was grounded in existing peer-reviewed research — spanning neuroscience, psychology, somatic science, attachment theory, behavioral science, and sociology. Not retrofitting. Calibration.
Why These Specific Questions.
Every question targets a construct with a specific research foundation, is written in language respondents can answer honestly, and is triangulated — the same construct is probed by at least one other question elsewhere in the assessment.
Respondent language, not clinical language.
Items are written in the phrasing we hear from our audience, not textbook terminology. A clinical instrument asks about "depersonalization in occupational settings." The ABI asks: "Have you ever caught a glimpse of yourself and felt like you were looking at a stranger?"
Scored 0–4, lower is healthier.
Each item offers five graded options from 0 (authentic self intact) to 4 (deep disconnection). This inverts the framing of most self-report instruments so that a higher ABI signifies higher displacement — more intuitive to interpret.
Designed to reveal, not to flatter.
The most important design decision: there's no neutral "good" answer. You can't coast to a low score by picking what looks most acceptable — because for many items, the most acceptable-looking answer indicates deeper drift.
- OA-1 ↔ OA-4Origin access, feeling vs. structural
- IC-1 ↔ IC-3Identity, behavior vs. narrative
- PC-1 ↔ PC-6Cost, current vs. hypothetical
- AS-1 ↔ AS-4Autonomy, decisions vs. self-worth
- DP-1 ↔ DP-5Defenses, checklist vs. free-text
- CP-1 ↔ CP-2Cognition, valuation vs. activity
- SI-1 ↔ SI-4Somatic, general vs. emotion-specific
- RR-1 ↔ RR-6Resources, current vs. change capacity
The Test Changes Based on How You Answer.
After every answer, the adaptive engine computes your running domain scores and selects the next question based on what's emerging. No two respondents receive the same assessment.
Why You Can Trust the Score.
An assessment that only measured what the respondent claimed would be limited by their self-awareness. The ABI addresses this through three layered integrity systems.
Mind-Body Consistency
The system compares what your cognitive and identity answers claim against what your body and behavior answers reveal. When the body reports significantly more strain than the mind admits, the gap itself becomes a self-awareness signal — and adjusts the reliability score accordingly.
Response Pattern Analysis
The system scans for twelve behavioral patterns including Consistent Minimizer, Performer Hedge, Flawless Presenter, Perfect Narrative, Humble Brag, Catastrophizer, Optimizer, Knowing-Doing Gap, and Genuine Engagement. Each adjusts the score and reliability differently.
Strategic Response Detection
Multiple protocols target respondents optimizing their answers rather than reflecting: speed-depth analysis, performer-hedge detection, flawless-presenter detection, somatic-cognitive gap measurement, and honesty-performance gap analysis.
Every result comes with a reliability measure.
The SAI starts at 100 and is adjusted by honesty check-in ratings, response timing, mind-body consistency, and detected behavioral patterns. The final SAI determines how the results are framed — whether the report speaks with confidence or flags that something may have stayed guarded.
50+ Researchers Across Six Decades.
Every domain is grounded in peer-reviewed research spanning neuroscience, psychology, somatic science, attachment theory, behavioral science, and sociology. Explore by research cluster below.
Somatic marker hypothesis — the foundational principle that the body registers emotional information before conscious awareness. His concept of the protoself directly informs the authentic-self / constructed-self distinction the entire instrument measures.
The foundational modern work on how the body remembers trauma and chronic stress even when the conscious mind has normalized them. SI-5 ("What is your body trying to tell you right now?") is a direct application of his framework.
Polyvagal Theory — a clinically applied framework for understanding how the vagus nerve mediates stress response and social engagement. Informs the assessment's recovery-time and physical-symptom items. Note: a contested framework in academic neuroscience, but widely used in clinical trauma work.
Somatic Experiencing — the clinical importance of working with the body's signals rather than overriding them. SI-6 directly probes the override behavior.
Introduced allostatic load — the cumulative biological burden of chronic stress — explaining why the body eventually stops responding to performance pressure.
Comprehensive work on stress physiology and the HPA axis, plus the finding that dopamine spikes higher in anticipation than reward.
Her three-component model of burnout became the foundation for every clinical burnout instrument. The ABI is explicitly positioned as complementary, measuring the related but distinct phenomenon of identity displacement.
The True Self / False Self framework is the clinical foundation for the ABI's authentic-self / performed-self distinction — the same construct the ABI is measuring.
Impression management — social behavior as performance calibrated to the audience. Direct ancestor of the cross-context consistency items.
Internal Family Systems — beneath protective psychological parts lies an undamaged core Self. IFS was added to the NREPP in 2015.
Sociometer theory — self-esteem as an internal monitoring system for social acceptance. Grounds AS-4.
Social comparison theory — foundational work on how humans evaluate themselves through comparison. Grounds CP-4.
The divided self — the tension between our authentic, private identity and the false, "sane" self we present to the world. Laing's 1960 framework predates and parallels Winnicott's true/false self, offering an existential reading of the same split the ABI operationalizes.
The "marketing character" — a personality type that experiences the self as a commodity, packaged and marketed for exchange value on the personality market. A pre-digital description of the phenomenon the ABI measures.
Decades of research on optimal experience established the phenomenon of intrinsic engagement — the state in which the act itself is the reward. Grounds OA-3.
Distinguished "wanting" (dopamine-driven motivation) from "liking" (actual pleasure). Explains the paradox the ABI measures: chasing things the reward system wants but life no longer likes.
Developed the concept of the arrival fallacy. AS-3 is a direct probe of arrival-fallacy dynamics.
Affective forecasting — the human inability to accurately predict future emotional states.
How modern reward environments dysregulate the brain's dopamine system. Informs the escape-patterns and algorithm-voice items.
Over 40% of daily actions are habits, not conscious decisions. The empirical basis for the entire Autonomy Status domain.
The 2014 Science paper showing participants preferred electric shocks to sitting alone with their thoughts.
The landmark lottery-winner study establishing hedonic adaptation — the treadmill whereby achievement fails to produce lasting wellbeing.
The Rat Park research — environmental isolation, not substance exposure alone, drives compulsive use.
Building on Alexander's work, Hari's multi-country investigation reframes addiction as the opposite of connection. Grounds the relational dimension of the ABI's Recovery Resources domain.
The "what-the-hell effect" — once a self-imposed rule is broken, the mind decides you might as well break it again. Grounds the binary-thinking probes in Cognitive Patterns.
Self-Determination Theory — the three innate psychological needs (autonomy, competence, relatedness) that drive intrinsic motivation. The empirical foundation for the Origin Access and Autonomy Status domains.
Mapped the pathway by which the amygdala receives threat signals in ~12 milliseconds via a direct thalamus-amygdala pathway that bypasses the cortex. The biological basis for rapid-response cognitive patterns in the CP domain.
Distinction between the experiencing self and the remembering self. Directly relevant to how the ABI interprets the gap between what a respondent reports and what their moment-to-moment experience is.
Real-time sampling found humans spend 47% of waking hours mind-wandering, and this predicts unhappiness regardless of content.
Popularized "amygdala hijack" — the takeover of rational thought by the emotional brain. Grounds CP-5 and DP-2.
Documents the measurable shrinking of sustained attention over the past two decades. Principal reference for CP-3.
Meditation measurably increases gray matter density in the prefrontal cortex and decreases density in the amygdala. Confirmed in as little as eight weeks.
Identified the Default Mode Network — the brain network that activates whenever attention is not focused on the external world. The neural seat of self-referential thinking and rumination.
The "brain drain" study — the mere presence of one's smartphone reduces available cognitive capacity.
Shame and social-evaluative threat activate the HPA axis similarly to physical threats. Grounds CP-6.
Foundational distinction between "remembering" (re-experiencing) and "knowing" (recognizing something happened).
Social Baseline Theory — the brain literally outsources threat regulation to trusted relationships. Grounds the decision to measure relational resources as a distinct weighted domain.
Bio-behavioral synchrony — nervous systems in proximity coordinate. Heart rhythms, hormones, and physiological states synchronize. Grounds the framing that isolation is actively corrosive.
The "saying-is-believing" effect — shared memories become more stable; unshared ones are treated as anomalies by the brain.
Participants who communicated their thoughts to others showed significantly greater self-concept clarity than those who engaged in private reflection.
Emotionally Focused Therapy — how attachment dynamics shift in relationships under transformative stress.
The Michelangelo phenomenon — how close partners sculpt each other toward their ideal selves. Grounds PC-4.
Pioneered the study of mystical and transformative experiences across traditions. Informs the treatment of Tier 5's transformative potential.
Individuation — the process of becoming the self one already is. The authentic self is uncovered, not created.
"Become who you are." Sits at the philosophical root of the authentic-self framing the instrument operationalizes.
Naïve realism — why we believe our perceptions are objective reality. The defensive pattern targeted by the meta-awareness paradox probe.
"We are so accustomed to disguise ourselves to others that in the end we become disguised to ourselves." Captures the phenomenon in one line.
The two hemispheres of the brain and their different modes of attention. Frames why the optimizing mode resists interruption.
What the Science Can't Measure Alone.
Peer-reviewed research provided the vocabulary. But the phenomenon the instrument measures was first identified through two decades of direct lived experience and field observation.
Two Decades of Lived Experience & Field Observation
The primary foundation of the ABI is lived experience. Over roughly two decades, James worked directly inside the environments where this phenomenon shows up most acutely — Fortune 500 companies, Hollywood production lots, visionary entrepreneurial circles — through Creative Doorway.
The pattern surfaced first in himself. The slow drift from creative spark to optimized, metric-driven version of the work. The gap between producing and being. The exhaustion that sleep did not fix. The instrument was designed against a phenomenon known from the inside.
The 30-Day Removal Experiment — Reference From the Book
One chapter of the manuscript, Algorithm Burnout, recounts a thirty-day removal experiment. For thirty consecutive days, the everyday overrides people lean on to keep performing — caffeine, alcohol, sugar, processed food, the scroll, and even work itself — were deliberately set aside.
The experiment is not primary research. It's a narrative reference point — a documented example of what happens when performance inputs are removed.
The Ongoing Audience Signal
Since the launch of the Algorithm Burnout podcast and Instagram presence, we've received a continuous stream of direct messages and correspondence describing the phenomenon in readers' own words. The ABI does not ask clinical questions — it asks the questions people have already been whispering to themselves, framed in the words they're already using.
What the ABI Is — and Isn't.
A credibility document is incomplete without an explicit statement of limits. The ABI is built to do exactly one thing well. Here's where it begins and where it ends.
What It Is
- A structured self-assessment grounded in peer-reviewed research.
- An adaptive diagnostic that changes based on your answers.
- A reliability-measured instrument with a confidence range on every result.
- A reflection tool designed to surface insight, not prescribe treatment.
- A snapshot of a dynamic state that can change over time.
What It Isn't
- Not a clinical diagnosis. Does not replace a licensed mental health professional.
- Not a personality test. It measures a dynamic state, not a fixed trait.
- Not a Maslach burnout screener. It measures an adjacent, distinct phenomenon.
- Not a substitute for crisis intervention. Tier 5 includes crisis resources.
- Not a static instrument — re-taking after 30+ days is recommended.
Now You've Seen the Work.
Take the Test.
15–25 minutes. 48 scored questions drawn from a bank of 180+ — no two assessments identical. A map of where you are on the Algorithm Burnout Spectrum.