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IZA Discussion Paper No. 18092
August 2025
Pipeline vs. Choice: The Global Gender Gap in STEM Applications
Isaac Ahimbisibwe, Adam Altjmed, Georgy Artemov, Andres Barrios-Fernandez, Aspasia Bizopoulou, Martti Kaila, Jin-Tan Liu, Rigissa Megalokonomou, Jose Montalban, Christopher A. Neilson, Jintao Sun, Sebastian Otero, Xiaoyang Ye

Women account for only 35% of global STEM graduates, a share that has remained unchanged for a decade. We use administrative microdata from centralized university admissions in ten systems to deliver the first cross-national decomposition of the STEM gender gap into a pipeline gap (academic preparedness) and a choice gap (first-choice field conditional on eligibility). In deferred-acceptance platforms where eligibility is score-based, we isolate preferences from access. The pipeline gap varies widely, from -19 to +31 percentage points across education systems. By contrast, the choice gap is remarkably stable: high-scoring women are 25 percentage points less likely than men to rank STEM first.

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Mark Fallak
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+352 585-855-526
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Olga Nottmeyer
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+352 585-855-501
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Christina Gathmann
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The IZA@LISER Network is a global community of scholars dedicated to excellence in labor economics and related fields, now coordinated at the Luxembourg Institute of Socio-Economic Research (LISER) following its transition from Bonn.

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