Christina Maslach — On AI
This page lists every Orange Pill Wiki entry hyperlinked from Christina Maslach — On AI. 17 entries total. Each is a deeper-dive on a person, concept, work, event, or technology that the book treats as a stepping stone for thinking through the AI revolution. Click any card to open the entry; in each entry, words colored in orange link to other Orange Pill Wiki entries, while orange-underlined words with the Wikipedia mark link to Wikipedia.
AI as Burnout Amplifier
The clinical reframing of AI's relationship to occupational health: the tool does not cause burnout — it amplifies whatever organizational conditions already exist, rendering sustainable environments more engaging and toxic environments m…
Cynicism (Burnout Dimension)
The interpersonal dimension of burnout — detachment as psychological defense — whose traditional function as an alarm has been suppressed by AI tools that keep effort continuously coupled to visible outcome.
Dynamic Misfit
The AI-era failure of the person-job fit model: the gap between worker capability and job demand changes shape before the worker can close it, producing a moving target rather than a fixed distance to bridge.
Efficacy Inflation
The specific psychological mechanism by which AI tools produce amplified accomplishment that is experientially indistinguishable from personal capability — producing genuine competence on the output and structural vulnerability on the ident…
Engaged Exhaustion
The novel burnout pattern produced by AI-augmented work — high exhaustion, low cynicism, high efficacy — a configuration the three-dimensional model did not anticipate and current measurement instruments cannot reliably detect.
Flow State
Mihaly Csikszentmihalyi's name for the condition of optimal human engagement — and, in Wiener's framework, the subjective signature of a well-regulated negative feedback system.
Personal vs. System Efficacy
The measurement distinction AI-era burnout assessment requires: between capability that belongs to the individual and capability of the person-plus-tool system — two forms of efficacy that feel identical to the worker but have opposite im…
Productive vs. Compulsive Exhaustion
The clinical distinction that AI-era diagnosis requires — between the recoverable cost of chosen engagement and the unrecoverable depletion of engagement driven by inability to disengage — assessable through four indicators the traditiona…
Reduced Personal Accomplishment
The self-evaluative dimension of burnout — the erosion of professional competence and meaningful contribution — which AI tools invert through efficacy inflation that masks developing depletion beneath amplified accomplishment.
The Burnout Shop
Maslach's 2018 diagnosis of Silicon Valley's recruiting culture — the employers who advertised their intensity as a feature, seeking "type A+++ people" — and the cultural logic that has made AI-driven work intensification feel like opportu…
The Canary in the Coalmine
Maslach's signature diagnostic metaphor: when the canary shows distress, the correct response is not to build a more resilient canary — it is to fix the mine. The AI moment has produced a canary singing louder than ever above a mine whose…
The Missing Alarm
The structural failure at the heart of AI-era burnout diagnosis: cynicism has historically functioned as the warning signal that makes depletion visible, and AI tools suppress cynicism by keeping effort continuously coupled to outcome.
The Recursive Trap of AI Wellness Monitoring
The circular structure at the heart of AI-era organizational health: AI tools produce a novel burnout pattern the MBI cannot detect; AI monitoring systems validate against the MBI; the monitoring inherits the blind spot it was deployed to close…
The Six Areas of Worklife
Maslach and Leiter's framework identifying six organizational dimensions — workload, control, reward, community, fairness, and values — whose misalignment produces burnout, and whose AI-era reconfiguration redraws the map of where burnout …
The Three-Dimensional Model of Burnout
Maslach's foundational insight that burnout is not a feeling but a syndrome — a three-dimensional clinical pattern in which exhaustion, cynicism, and reduced efficacy covary in predictable ways, until the AI moment broke the covariation.
The Workload Paradox
The central empirical challenge to optimistic AI narratives: tools reduce effort per task dramatically while total workload expands through four distinct channels, producing more output and more exhaustion simultaneously.
