What type of study is this?

This is a ARDL study (also classified as: Granger Causality Tests, Observational).

Demographic Transition and Economic Growth in Nigeria: An Empirical Investigation

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A 1% increase in child population results in a 23.76% rise in GDP per capita over the long run.
The analysis shows a bidirectional relationship between the aged population and economic growth.
Using the ARDL model, significant long-run effects of demographic changes on GDP were established.
Strategic investment in education and healthcare is vital for harnessing Nigeria's demographic potential.

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Empirical investigation reveals strong ties between demographic structure and GDP per capita in Nigeria.

Alawode et al. (2025) studied this question.

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