Evidence map›Paper›PMID 39891511›Full record

ArticleJournal of personality2026

Does a Small Country Have Meaningful Regional Personality Differences? The Case of Estonia.

Ling Xu, Friedrich M Götz, Tobias Ebert, Siiri Silm, Uku Vainik, Wendy Johnson, René Mõttus

Abstract read
In one paragraph

Article in Journal of personality, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Ling XuThe University of Edinburgh, Edinburgh, UK.ORCID https://orcid.org/0009-0009-7053-6760
Friedrich M GötzThe University of British Columbia, Vancouver, British Columbia, Canada.ORCID https://orcid.org/0000-0001-8900-6844
Tobias EbertThe University of St. Gallen, St. Gallen, Switzerland.
Siiri SilmThe University of Tartu, Tartu, Estonia.
Uku VainikThe University of Tartu, Tartu, Estonia.
Wendy JohnsonThe University of Edinburgh, Edinburgh, UK.
René MõttusThe University of Edinburgh, Edinburgh, UK.

Funding

Canadian Social Sciences and Humanities Research Council 435-2024-0071Estonian Research Council PRG1291Estonian Research Council PRG2190Estonian Research Council PSG656Estonian Research Council PSG759
6 · The paper itself

Abstract

backgroundRegional differences in the Big Five personality domains have been observed in several countries at different geographical granularities, often correlating with regional political, economic, social, and health (PESH) indicators.

objectiveWe examined the extent of regional personality differences in Estonia and whether these differences were meaningfully correlated with PESH indicators.

methodsUsing data from the Estonian Biobank (N = 72,268; 7% of the adult population, providing unprecedented representativeness), we tested regional personality differences and their relations with PESH indicators with and without spatial smoothing.

resultsWe found that regional Big Five scores varied by 1.19 (extraversion) to 2.78 (openness) T-score units across counties (N = 15) and by 2.80 (extraversion) to 4.74 (openness) units across municipalities (n = 74). Also, the correlations with the PESH indicators at the county and municipality levels persisted even after controlling for gender, age, and spatial dependency, and were moderately consistent with our predictions (r = 0.23 to 0.30) and between the county and municipality levels (r = 0.41).

conclusionsEstonian residents tended to be similar in personality traits regardless of their location, replicating results from other countries. Yet, small regional personality domain differences could represent valid and possibly consequential psychological variation.

Indexed as

Health StatusPersonalityAdultAgedEstoniaFemaleHumansMaleMiddle Agedbig fivegeographical psychologyPESH outcomesregional personalityspatial analysis

Identifiers

PMID39891511
PMCPMC12780322

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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.