Partner choice increasingly reflects shared career aspirations, intensifying income inequality. Using Danish registry data and machine learning, this research shows assortative matching by education and career focus has risen since the 1980s. If pairing patterns had remained unchanged, today’s income inequality would be over 40% lower, highlighting family formation as a key economic force.