ArticleScandinavian journal of psychology2026
Regional Personality Variation in Sweden: Trait Clusters, Links to Health and Well-Being, and Historical Context.
Article in Scandinavian journal of psychology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
1 citing paper in PubMed.
- Regional Personality Variation in Sweden: Trait Clusters, Links to Health and Well-Being, and Historical Context.Scandinavian journal of psychology · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Personality traits (e.g., the Big Five) shape human behavior, decision-making, and life outcomes. Evidence from various countries suggests that these traits are not randomly distributed but follow systematic regional patterns, fueling interest in their geographical variation. We analyze N = 22,225 geo-coded personality assessments, aggregated at regional levels. Using Hot Spot analysis (Getis-Ord Gi), we identify spatial clusters of personality traits and test their associations with health and well-being indicators at the regional level. Even though Sweden has a reputation for equality, our analysis reveals notable spatial differences in personality composition. The data reveal overlapping geographical clustering in Extraversion, Conscientiousness, and Emotional Stability (i.e., low Neuroticism), traits that are established predictors of better psychological functioning. These traits co-occur at relatively higher levels in southern Sweden, particularly in the Scania region, whereas they co-occur at relatively lower levels in parts of central Sweden. These patterns are descriptively supported by municipal-level correlations with health and well-being variables, although the associations are not uniform across all measures. In view of these results, we reflect on how these clusters may connect to long-standing regional histories, including industrial legacies. Such interpretations remain speculative, and we outline a future research agenda to further investigate the causes and consequences of regional personality variation, as well as its possible societal implications.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.