Health Lens dimensions

Job Demands

Dimension 257 of 1,100 · Health Lens

Excitement Index
0.0660

Job Demands measures how much an expression reflects work that is effortful, complex, skill-intensive, or taxing in its cognitive, physical, or attentional requirements. It encompasses workload pressure, responsibility, task complexity, required expertise, sustained concentration, and the need to learn or perform varied tasks.

evidence final name · Content Skill

Bands

Minimal Job Demands

Expressions activating this band describe work in broad or evaluative terms, with little direct indication that tasks are especially effortful, complex, or demanding. Work may be mentioned through satisfaction, amount of work, or general environment rather than through concrete requirements.

Mild Job Demands

Expressions activating this band describe noticeable workload or effort requirements, especially time pressure, heavy workload, or the need to invest energy in work. The demands are present as strain or obligation but are not yet defined by complex skill or specialized performance requirements.

Moderate Job Demands

Expressions activating this band describe work that carries responsibility or requires sustained functioning within repetitive or mentally challenging tasks. The demands are characterized by role responsibility, difficulty with complex thinking, training needs, or monotonous task requirements.

High Job Demands

Expressions activating this band describe work that requires competence across varied, physically taxing, or complex activities. The demands are experienced as needing relevant skills, handling complex problems, advising others, or maintaining engagement in a demanding line of work.

Intense Job Demands

Expressions activating this band describe work with strong ongoing requirements for specialized knowledge, learning, creativity, precision, sustained attention, hard effort, or physical exertion. The demands are explicit features of the role itself and define the work as highly skill-based or taxing.

Evidence summary

Candidate names

Stress81.70
Agree69.30
Disagree69.30
Burnout57.70
Content Skill56.90

Sentence counts by range

B-8..B-22,184,828
B-1..B02,127,038
B1..B7667,405
B8..B91,699
B10..B23873

Dataset representation

01__health_reviews__druglib__benefits_effectiveness65
03__fact_checking__liar__truth_ordinal77
05__whole_disney_dataset__rating126
06__text_reviews__acl_imdb__binary_sentiment186
07__emotion_labels__goemotions_reddit__multilabel125
08__dialogue_emotion__empathetic_dialogues__context137
10__social_media_sentiment__sentiment140__binary127
11__consumer_complaints__response_explanation_vs_relief151

Anchor definitions

Minimal Content Skill

Minimal Content Skill: Content skill is present at a low level. Expressions activating this band reflect early or diffuse content skill.

Emerging Content Skill

Emerging Content Skill: Content skill is present here in a general or mixed form without a single dominant facet. Unlike the band below, where content skill was characterized by a general form, the proxy here has shifted in character. The facets that dominated at lower levels have receded. Expressions activating this band may reflect general or diffuse content skill.

Elevated Content Skill

Elevated Content Skill: Content skill is experienced here as observable behavioral patterns associated with problematic or disordered functioning. Unlike the band below, where content skill was characterized by a general or mixed form, the proxy here has shifted in character. Expressions activating this band engage with content skill at a level associated with formal behavioral assessment.

Severe Content Skill

Severe Content Skill: Content skill is clearly present at this level. Unlike the band below, where content skill was characterized by the behavioral form, the proxy here has shifted in character. The facets that dominated at lower levels have receded. Expressions activating this band reflect content skill at this level of intensity.