一个基于代理方法的预测劳动力市场技能需求的概念模型

D. Gainanov, A. Minyazev
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引用次数: 0

摘要

一个运转良好、发展中经济体的最重要条件之一是劳动力平衡。劳动力需求与劳动力供给之间的不匹配导致失业率上升、生活水平和生活质量下降、影子经济不断扩大以及对人口造成的其他负面影响。与此同时,合格劳动力的短缺影响了企业的效率。社会经济变化和危机现象对劳动力的形成产生重大影响。在改革后时期,劳动力资源的质量显著下降,职业教育制度与生产之间的联系已被切断。为了评估劳动力市场的情况,我们使用了对劳动力资源平衡的预测。根据俄罗斯联邦劳工部核可的方法,劳动力资源平衡预测是根据专家估计和数据外推,在不断变化的经济条件下不能提供必要的可靠性。利用适当的经济和数学方法和模型预测短期、中期和长期的劳动力市场需求正变得十分重要。对现有预测模型的分析表明,其中大多数是根据人口和年龄结构的预测,推断劳动力市场就业和失业的回顾性数据。与此同时,这一方向的研究人员很少关注经济主体的行为特征和劳动力市场的结构性变化,这些变化可能发生在经济的数字化转型中。提出了一种基于主体方法的模型,该模型考虑了经济和人力资源政策的情景选择,用于预测劳动力需求。应用该模型,可以预测不同影响情景下的劳动力资源,如人口条件、社会经济条件的变化、劳动力市场新职业的消失或出现、教育,获得一套代理行为的前瞻性策略,评估对劳动力资源形成的影响程度,选择最有效的影响情景。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A CONCEPTUAL MODEL FOR FORECASTING SKILLS NEEDS IN THE LABOUR MARKET BASED ON AN AGENT-BASED APPROACH
One of the most important conditions for a well-functioning and developing economy is a balanced labour force. The mismatch between the demand for labour and its supply leads to higher unemployment, lower living standards and quality of life, an expanding shadow economy and other negative consequences for the population. At the same time, the shortage of qualified labour affects the efficiency of enterprises. Socio-economic changes and crisis phenomena have a significant impact on the formation of the labour force. In the post-reform period, the quality of labour resources has declined significantly and the link between the vocational education system and production has been severed. To assess the situation on the labour market, a forecast of the labour resources balance is used. According to the methodology approved by the Ministry of Labour of the Russian Federation, labour resource balance forecasts are based on expert estimates and extrapolation of data, which cannot provide the necessary reliability under changing conditions in the economy. Forecasting labour market demand in the short, medium and long term using appropriate economic and mathematical methods and models is becoming relevant. Analysis of existing forecasting models shows that most of them are based on forecasts of demography and agesex structure, extrapolating retrospective data on employment and unemployment in the labour market. At the same time, researchers in this direction pay little attention to the behavioural characteristics of economic agents and structural changes in the labour market that may occur in the digital transformation of the economy. A model based on the agent-based approach, which takes into account scenario options of economic and human resource policies, is proposed for forecasting labour demand. Applying this model, it is possible to forecast labour resources under different impact scenarios, such as demographic conditions, changes in socio-economic conditions, disappearance or emergence of new professions in the labour market and education, obtain a set of prospective strategies of agent behaviour, assess the degree of impact on labour resource formation and choose the most effective scenario of impact.
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