Health Lens dimensions

Economic Hardship

Dimension 877 of 1,100 · Health Lens

Excitement Index
0.0485

Economic Hardship measures the extent to which an expression reflects financial deprivation, difficulty meeting basic material needs, and reliance on public assistance or prolonged unemployment. It encompasses problems affording housing, food, medicine, and other necessities, as well as indicators of poverty and income insecurity.

evidence final name · Welfare Public

Bands

Minimal Economic Hardship

Expressions activating this band show little to no clear material deprivation, with only diffuse or incidental references to stress, access, work, or support that do not establish sustained financial strain.

Mild Economic Hardship

Expressions activating this band describe financial strain that disrupts stability, such as inadequate housing, inability to afford medications or basic needs, and difficulty maintaining employment or household support.

Moderate Economic Hardship

Expressions activating this band reflect persistent economic insecurity marked by prolonged unemployment, trouble paying for food or rent, homelessness risk or exposure, and active efforts to obtain assistance.

High Economic Hardship

Expressions activating this band center on poverty-level conditions and formal dependence on income-support programs, especially welfare, food assistance, and subsidized housing.

Severe Economic Hardship

Expressions activating this band indicate entrenched poverty with explicit qualification for, receipt of, or collection of public assistance as a defining feature of daily material survival.

Evidence summary

Candidate names

Welfare Public1.00
Assistance0.50
Federal0.50

Sentence counts by range

B-8..B-2897,677
B-1..B54,061,036
B6..B922,665
B10..B16449
B17..B2316

Dataset representation

01__health_reviews__druglib__benefits_effectiveness34
03__fact_checking__liar__truth_ordinal93
05__whole_disney_dataset__rating52
06__text_reviews__acl_imdb__binary_sentiment71
07__emotion_labels__goemotions_reddit__multilabel60
08__dialogue_emotion__empathetic_dialogues__context64
10__social_media_sentiment__sentiment140__binary76
11__consumer_complaints__response_explanation_vs_relief98

Anchor definitions

Minimal Welfare Public

Minimal Welfare Public: Content characterized by her, wth, makes, and related themes. Expressions activating this band reflect welfare public at this level.

Emerging Welfare Public

Emerging Welfare Public: Content characterized by given, classes, appropriate, and related themes. Expressions activating this band reflect welfare public at this level.

Elevated Welfare Public

Elevated Welfare Public: Content characterized by welfare, adhd, living, and related themes. Expressions activating this band reflect welfare public at this level.

Severe Welfare Public

Severe Welfare Public: Content characterized by welfare, programs, young, and related themes. Expressions activating this band reflect welfare public at this level.