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:作为一款现象级的大语言模型,ChatGPT已在各类实际任务中取得了前所未有的成功,并日益在我们的日常生活与工作中扮演重要角色。然而,其潜在的伦理问题也引发了广泛关注,尤其是类似ChatGPT的通用人工智能是否将取代人类工作岗位。为此,本文从人机共生而非人机对抗的视角,引入了一项基于数据的初步研究,探讨ChatGPT赋能的劳动力市场未来。具体而言,我们首先对中国最大的在线招聘平台BOSS直聘上的大规模招聘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,基于一个大规模的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,用于预测未来劳动力市场中职业与技能之间的关系。结果发现,未来将有额外45%的职业需要ChatGPT相关技能。其中,技术、产品及运营相关行业对ChatGPT相关技能的专业要求预计较高,而制造、服务、教育及健康科学相关行业对此类技能的要求则较低。