The global workforce is urged to constantly reskill, as technological change favours particular new skills while making others redundant. But which skills are most marketable and have a sustainable demand? We propose a model for skill evaluation that attaches a premium to a skill based on near real-time online labour market data. The model allows us to isolate the economic return of an individual skill measured as a premium on hourly wages. We demonstrate that the value of a specific skill is strongly determined by complementarity - that is with how many other high-value skills a competency can be combined. Specifically, we show that the value of a skill is relative, as it depends on the capacities it is combined with. For most skills, their value is highest when used in combination with skills of the same type. In addition, we find that supply and demand and the membership in specific skill communities, such as finance and legal or software and development, determine the value of a skill. We illustrate that AI skills are hub skills, as they can be combined with other high-value skills to generate beneficial complementarities. The value of some of these in-demand skills has increased significantly over the last years. Furthermore, we contrast our skill premia with automation probabilities and find that some skills are very susceptible to automation despite their high economic value. The model and metrics of our work can inform digital re-skilling to reduce labour market mismatches. In cooperation with online platforms and education providers, researchers and policy makers should consider using this blueprint to provide learners with personalised skill recommendations that complement their existing capacities and fit their occupational background.
翻译:要求全球劳动力不断更新技能,因为技术变革有利于特定的新技能,而使其他技能变得多余。但是,哪些技能最能销售,并且具有可持续的需求?我们提出了一个技能评价模式,该模式将基于近实时在线劳动力市场数据的技能放在重要位置上;该模式使我们能够将个人技能的经济回报孤立,以每小时工资的溢价来衡量;我们证明,具体技能的价值由互补性决定,即能够与其他许多高价值技能结合起来,从而能够产生有益的互补性。具体地说,我们表明,技能的价值是相对的,因为它取决于与技能相结合的能力。对于大多数技能来说,如果与同类技能结合使用,其价值最高。此外,我们发现,供求以及特定技能社区的成员,如金融和法律或软件以及开发,可以决定技能的价值。我们证明,一项具体技能的价值是核心技能,因为这些技能可以与其他高价值技能相结合,从而产生有益的互补性。我们发现,某些需求技能的互补性是相对的,因为它取决于其背景。对于大多数技能而言,如果与同一类型技能相结合,其价值是最高价值。此外,我们发现,我们的技能需求前期技能与高水平相比,尽管自动化的竞争力和高标准比,我们的市场价值,我们可以降低。