Evidence map›Paper›PMID 39371593›Full record

ArticleEuropean sociological review2024

Educational field, economic uncertainty, and fertility decline in Finland in 2010-2019.

Julia Hellstrand, Jessica Nisén, Mikko Myrskylä

Abstract read
In one paragraph

Article in European sociological review, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Infertility and Unrealized Ideal Family Size.Population and development review · 2026
    Article
  2. Two universal pathways in demographic transition.Evolutionary human sciences · 2026
    Article
  3. Article
  4. Article
  5. 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

3 authors.

Julia HellstrandHelsinki Institute for Demography and Population Health, Helsinki, Finland.
Jessica NisénHelsinki Institute for Demography and Population Health, Helsinki, Finland.ORCID https://orcid.org/0000-0001-7269-0483
Mikko MyrskyläHelsinki Institute for Demography and Population Health, Helsinki, Finland.ORCID https://orcid.org/0000-0003-4995-027X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Fertility declined sharply and unexpectedly in Finland in the 2010s across educational levels. Using Finnish register data, we calculated total fertility rates (TFRs) and the proportion of women expected to have a first birth in 2010-2019 for 153 educational groups-reflecting field and level-and estimated how the characteristics of a group predicted its decline. As the educational field predicts factors related to economic uncertainty, heterogeneity in fertility decline across fields could shed light on the role of economic uncertainty behind the recent fertility decline. In general, women with the highest initial fertility levels (health, welfare, and education) and women in agriculture experienced weaker fertility declines (around -20% or less), while women with the lowest initial levels (ICT, arts and humanities) experienced stronger declines (around -40% or more). The extent of the fertility decline increased with higher unemployment and lower income levels in the field and with a lower share employed in the public sector. These uncertainty measures together explained one-fourth of the decline in TFR and two-fifths of the decline in first births. The results imply that fertility declined across all groups, but those with stable job prospects escaped very strong declines. Objective economic uncertainty is one aspect that mattered for the recent fertility decline.

Identifiers

PMID39371593
PMCPMC11451949

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Registered trials

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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.