D4 Julkaistu kehittämis- tai tutkimusraportti tai -selvitys

A General Method for Comparing Probitand Logit-models with Single and Multilevel Data




TekijätAntti Veilahti

KustantajaTurku Centre for Welfare Research

KustannuspaikkaTurku

Julkaisuvuosi2017

Sarjan nimiWorking Papers on Social and Economic Issues

Numero sarjassa8

Verkko-osoitehttp://wpsei.utu.fi/a-general-method-for-comparing-probitand-logit-models-with-single-and-multilevel-data/

Rinnakkaistallenteen osoitehttps://research.utu.fi/converis/portal/detail/Publication/28953391


Tiivistelmä

The paper proposes a method for overcoming the so-called latent scale-problem that
prevents nested logistic and probit models from being compared. This allows us to
decompose direct and indirect effects for binary outcomes. Our solution is based on an
explicit construction of a latent propensity behind a given binary variable. The method
is validated based on both simulated and the European Social Survey data. It is more
accurate and easier to interpret than the previously available methods. Furthermore, it is
the only method allowing us to compare mixed binary models: the so-called ystandardisation method, for instance, is not suitable for multilevel data because there is
no global scale parameter applicable to both fixed and random effects. Finally, the paper
concludes that the reason why nested binary regression models are not comparable is
not related to ‘unobserved heterogeneity’, like Mood (2010) suggested, but it reflects
the structure of the observed model.


Ladattava julkaisu

This is an electronic reprint of the original article.
This reprint may differ from the original in pagination and typographic detail. Please cite the original version.





Last updated on 2024-26-11 at 23:22