The results revealed a stark divide: Matches based on company priorities were projected to be 33% more productive than random assignments. Matches that factored in employee preferences were expected to be only 5% more productive than random ones, but employees ranked them 38% more valuable personally. In short: Manager-led assignments would maximize immediate productivity, while preference-based assignments would maximize employee happiness.