As a phenomenal large language model, ChatGPT has achieved unparalleled success in various real-world tasks and increasingly plays an important role in our daily lives and work. However, extensive concerns are also raised about the potential ethical issues, especially about whether ChatGPT-like artificial general intelligence (AGI) will replace human jobs. To this end, in this paper, we introduce a preliminary data-driven study on the future of ChatGPT-enabled labor market from the view of Human-AI Symbiosis instead of Human-AI Confrontation. To be specific, we first conduct an in-depth analysis of large-scale job posting data in BOSS Zhipin, the largest online recruitment platform in China. The results indicate that about 28% of occupations in the current labor market require ChatGPT-related skills. Furthermore, based on a large-scale occupation-centered knowledge graph, we develop a semantic information enhanced collaborative filtering algorithm to predict the future occupation-skill relations in the labor market. As a result, we find that additional 45% occupations in the future will require ChatGPT-related skills. In particular, industries related to technology, products, and operations are expected to have higher proficiency requirements for ChatGPT-related skills, while the manufacturing, services, education, and health science related industries will have lower requirements for ChatGPT-related skills.
翻译:作为现象级的大语言模型,ChatGPT在各种实际任务中取得了前所未有的成功,并在我们的日常生活与工作中扮演着日益重要的角色。然而,人们也对其潜在的伦理问题产生广泛担忧,尤其是类似ChatGPT的通用人工智能(AGI)是否会取代人类的工作。为此,本文从人机共生而非人机对抗的视角,引入了一项关于ChatGPT赋能劳动力市场未来的数据驱动初步研究。具体而言,我们首先对国内最大在线招聘平台BOSS直聘上的大规模职位发布数据进行了深入分析。结果表明,当前劳动力市场中约28%的职业需要ChatGPT相关技能。此外,基于大规模以职业为中心的知识图谱,我们开发了一种语义信息增强的协同过滤算法,用于预测劳动力市场未来的职业-技能关系。结果发现,未来还将有45%的职业需要ChatGPT相关技能。特别地,与科技、产品和运营相关的行业预计对ChatGPT相关技能有更高的熟练度要求,而制造、服务、教育和健康科学相关行业对ChatGPT相关技能的要求则相对较低。