Evidence map›Paper›PMID 39739886›Full record

ArticlePLOS global public health2024

How investment in children shape fertility choices of families: Evidence from Pakistan.

Olan Naz, Nayab, Muhammad Ibrahim, Ayesha Khan, Adnan Ahmad Khan

Abstract read
In one paragraph

Article in PLOS global public health, 2024. 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

5 authors.

Olan NazResearch and Development Solutions, Islamabad, Pakistan.ORCID https://orcid.org/0009-0006-4688-0279
NayabResearch and Development Solutions, Islamabad, Pakistan.
Muhammad IbrahimResearch and Development Solutions, Islamabad, Pakistan.ORCID https://orcid.org/0000-0002-5612-231X
Ayesha KhanThe Akhter Hameed Khan Foundation, Islamabad, Pakistan.ORCID https://orcid.org/0000-0003-4376-6172
Adnan Ahmad KhanResearch and Development Solutions, Islamabad, Pakistan.ORCID https://orcid.org/0000-0002-3816-3943

Funding

Gates Foundation INV-033854
6 · The paper itself

Abstract

Fertility patterns are transitioning globally in that couples are choosing to have fewer children as they become more affluent, and parents are investing more time and resources in the lives of their children than they can receive back. This change is more established in developed countries and is now being recognized in developing countries. We explored this phenomenon and its implications for family planning in Pakistan, hypothesizing a quantity-quality transition underway. We examine the correlation between increased investment in children's education and the use of family planning services among Pakistani families. We conducted a secondary analysis of publicly available data from the Pakistan Social and Living Standards Measurement (PSLM) survey and its complementary Household Integrated Economic surveys (HIES) for 2018-19 accessed through the Pakistan Bureau of Statistics (PBS) website. The study included married women of reproductive age (MWRA) aged between 15 to 49 years of age. The current use of different contraceptive methods by MWRA was the outcome variable, whereas the education expenditure per child, and mother-level, child-level, and household-level factors, as control variables. The study employed multinomial logistic regression to assess the correlation between contraceptive use and education expenditure per child while controlling for other variables using STATA (version 17.0, STATA Corporation, College Station, Texas, USA). Data from 24,024 MWRA and 56,128 children were analyzed. 7,584 (30%) households have no children while 1,658 (10%) don't send any child to school. All households that send children to school incur at least some education related expense. The rise in education spending outpaces rates of rise in household incomes, suggesting that education is procured as a luxury good. However, the rate of spending on education falls off from the third child onwards. After controlling for confounders, the odds of using contraceptives increases as education expenditure rise, from 1.172 [CI, 1.029,1.336] when they spend under PKR 2000 (USD 13) to 1.495 [CI, 1.327,1.683] if they spend more than PKR 13,000 (USD 84) annually on the education of a child, compared to no education expenditure at all. There is one exception in the case of households in the wealthiest quintiles located in rural areas, where FP use reduces. Our findings support the hypothesis of a quantity-quality transition in Pakistan, where increased wealth and educational investment in children are linked to reduced fertility and higher contraceptive use households. The use of FP increases from the poor to the richest wealth quintiles nationally and correlates with spending on the education of an older child. However, an important exception was observed among the wealthiest rural households, where family planning use decreases despite higher income levels. This suggests that affluent women, particularly in rural areas, may opt for larger families due to limited labor market opportunities or cultural preferences. We describe a major social change that reflects evolving values in families.

Identifiers

PMID39739886
PMCPMC11687898

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.