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Numéro 160 - Mars 2021

Comment améliorer l’efficacité des formations pour les demandeurs d’emploi grâce aux outils du Big Data ?

Bart Cockx

RE160Ce numéro de Regards économiques analyse la question de la formation des demandeurs d’emploi en Belgique, du côté néerlandophone en particulier. Ces formations sont-elles efficaces pour améliorer l’insertion professionnelle des chômeurs et si oui, pour quels demandeurs d’emploi en particulier ?

Pour mener cette étude, Bart Cockx, spécialiste des questions du marché de l’emploi, a travaillé en collaboration avec le VDAB (le service public de l’emploi flamand) et le professeur Michael Lechner (Université de Saint-Gall en Suisse). Ils ont utilisé les techniques d’analyse statistique des Big Data. Ils les ont appliquées à un grand ensemble de données administratives anonymisées sur des demandeurs d’emploi résidant en Flandre. Ces techniques permettent de prévoir le gain d’emploi qu’un chômeur peut espérer de sa participation à une formation donnée.

Les trois résultats majeurs présentés dans cette étude sont les suivants :

1. Quelles sont les formations les plus efficaces ? Parmi les types de formation étudiés (sessions d’orientation professionnelle, formation professionnelle de type court et formations de durée moyenne), ce sont les formations professionnelles courtes qui sont les plus efficaces; elles augmentent la durée moyenne passée en emploi des participants de 3,5 mois (soit + 21%) par rapport à l’absence de participation.

2. Pour quel profil de demandeur d’emploi les formations sont les plus efficaces ? Les formations ont le plus d’impact sur le retour à l’emploi des immigrés récents dont la connaissance du néerlandais est limitée.

3. Comment améliorer l’efficacité des formations ? Si le VDAB attribuait les programmes de formation aux demandeurs d’emploi selon l’algorithme informatique développé par les chercheurs, on obtiendrait une augmentation de 20 % de la durée passée en emploi grâce aux formations.

Cette étude démontre que les outils informatiques et statistiques peuvent apporter un soutien dans l’attribution des politiques d’aide à l’emploi pour les chômeurs mais également que les gains d’emploi peuvent être conséquents si on alloue les formations à celles et ceux qui en tirent le plus de bénéfices.

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