Conceptual Aspects of Human Capital Measurement

Mamuka Khuskivadze, Lia Totladze
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The Income-Based Approach - measures human capital by looking at the stream of future earnings that human capital investment generates over the lifetime of a person. The approach elaborated by Jacob Mincer is empirically implemented by explaining the logarithm of the wage of a worker from her/his educational attainment and labour market experience (which is another source of human capital formation), while controlling for a set of background characteristics such as gender, type of labour contract (e.g. full-time or part-time, fixed term or tenure). The Indicators-based Approach - recently are widely used for measurement of human capital. 1. The UN Human Development Index (HDI), which combines measures of average achievements in a country in three basic dimensions of human development, i.e. health, education and knowledge, and standards of living. The Human Development Index (HDI) provides a single index measure which aims to capture three key dimensions of human development: an access to knowledge, long and healthy life and a sufficient standard of living; 2. World Bank Human Capital Index (HCI); 3. The PISA, which tests 15-16 year olds students for their cognitive skills in terms of reading, mathematics, science and problem solving; 4. The PIAAC, which tests adults for their competencies in terms of literacy, numeracy and ability to solve problems in technology-rich environments. The PISA and the PIAAC are new measures and express cognitive skills and abilities of students. A new approaches of human capital measurement clarifies what indicators can be considered to precisely measure more accurate human capital. The paper presents an empirical analysis of the dynamics of human capital of the Eastern Partnership (EaP) countries and draws relevant conclusions. 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Abstract

The hyper-competitive global economy of the twenty-first century has become an era of innovation, technology, productivity, new knowledge and skills and focused on sustainable and inclusive growth. Human capital is one of the fundamental factors for ensuring sustainable and inclusive growth. The process of human capital formation is long and is influenced by many factors. Its measurement is one of the actual issues. The article discusses the analysis of both theoretical concepts of human capital measurement, as well as measurement problems. We consider three approaches for human capital measurement: The Cost-Based Approach - measures human capital by looking at the stream of past investments undertaken by individuals, households, employers and governments. The Income-Based Approach - measures human capital by looking at the stream of future earnings that human capital investment generates over the lifetime of a person. The approach elaborated by Jacob Mincer is empirically implemented by explaining the logarithm of the wage of a worker from her/his educational attainment and labour market experience (which is another source of human capital formation), while controlling for a set of background characteristics such as gender, type of labour contract (e.g. full-time or part-time, fixed term or tenure). The Indicators-based Approach - recently are widely used for measurement of human capital. 1. The UN Human Development Index (HDI), which combines measures of average achievements in a country in three basic dimensions of human development, i.e. health, education and knowledge, and standards of living. The Human Development Index (HDI) provides a single index measure which aims to capture three key dimensions of human development: an access to knowledge, long and healthy life and a sufficient standard of living; 2. World Bank Human Capital Index (HCI); 3. The PISA, which tests 15-16 year olds students for their cognitive skills in terms of reading, mathematics, science and problem solving; 4. The PIAAC, which tests adults for their competencies in terms of literacy, numeracy and ability to solve problems in technology-rich environments. The PISA and the PIAAC are new measures and express cognitive skills and abilities of students. A new approaches of human capital measurement clarifies what indicators can be considered to precisely measure more accurate human capital. The paper presents an empirical analysis of the dynamics of human capital of the Eastern Partnership (EaP) countries and draws relevant conclusions. For this purposes we consider several measurements of human capital: Human Capital Index (http://databank.worldbank.org/data); Human Development Index (http://hdr.undp.org/en/content/human-development-index-hdi), Public Expenditure on education (http://databank.worldbank.org/data) and (http://data.uis.unesco.org). Based on the analysis of the values ​​of the indicators and characteristics discussed above the following can be clearly identified: The higher government spending on education, the higher value of PISA (conclusion are similar regarding HCI and HDI). Georgia's favorable positions allows us to draw certain conclusions: the country requires active support from the government to improve problematic situation in terms of both healthcare and education. It is necessary to have an effective educational system that contributes to raising the level of education in the country (especially at the general education level), attracting qualified personnel to schools, supporting science, introducing scientific and technological achievements, analyzing and evaluating global technological trends. The high level of education of the population is a prerequisite for the development of demand for high-tech products and stimulates the creation of innovative products and processes. The current picture shows the impact of the pandemic on human capital through increasing mortality (which is related to the spread of infection), increasing government spending (related to manage the spread of the virus); It is clear that there is a transmission of the pandemic on the economic equilibrium (through the impact on demand and supply). At the same time, however there is the effect that we can consider as a positive result - acceleration of digitization. Since the process of formation and accumulation of human capital is not short-term, quantitative assessment of the impact will be possible after a certain period of time (the time lag should be taken into account); Keywords: Human Capital; Human Capital Index; Human Development Index; Government Expenditure on Education; PISA. JEL Codes: E24, J24, J41
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人力资本计量的概念方面
21世纪竞争激烈的全球经济已成为创新、技术、生产力、新知识和新技能的时代,并注重可持续和包容性增长。人力资本是确保可持续和包容性增长的根本因素之一。人力资本形成的过程是漫长的,受多种因素的影响。它的测量是实际问题之一。本文对人力资本计量的理论概念和计量问题进行了分析。我们考虑了三种衡量人力资本的方法:基于成本的方法——通过观察个人、家庭、雇主和政府过去的投资流来衡量人力资本。基于收入的方法——通过观察人力资本投资在一个人的一生中产生的未来收益流来衡量人力资本。雅各布·明瑟(Jacob Mincer)阐述的方法是从经验上实施的,通过解释工人的教育程度和劳动力市场经验(这是人力资本形成的另一个来源)对工资的对数,同时控制一组背景特征,如性别、劳动合同类型(例如全职或兼职、固定期限或终身)。基于指标的方法-最近被广泛用于人力资本的衡量。1. 联合国人类发展指数(HDI),综合衡量一个国家在人类发展的三个基本方面的平均成就,即健康、教育和知识以及生活水平。人类发展指数(HDI)提供了一个单一的指数衡量标准,旨在涵盖人类发展的三个关键方面:获得知识、健康长寿和足够的生活水平;2. 世界银行人力资本指数;3.PISA测试15-16岁学生在阅读、数学、科学和解决问题方面的认知能力;4. PIAAC测试成人的读写能力、计算能力以及在技术丰富的环境中解决问题的能力。PISA和PIAAC是反映学生认知技能和能力的新测试。一种新的人力资本测量方法阐明了可以考虑哪些指标来精确地测量更准确的人力资本。本文对东部伙伴关系国家的人力资本动态进行了实证分析,并得出了相关结论。为此,我们考虑了人力资本的几种测量方法:人力资本指数(http://databank.worldbank.org/data);人类发展指数(http://hdr.undp.org/en/content/human-development-index-hdi)、公共教育开支(http://databank.worldbank.org/data)及(http://data.uis.unesco.org)。通过对上述指标的价值和特征的分析,可以清楚地看出以下几点:政府对教育的投入越高,PISA的价值就越高(HCI和HDI的结论相似)。格鲁吉亚的有利地位使我们能够得出某些结论:该国需要政府的积极支持,以改善医疗保健和教育方面的问题。必须有一个有效的教育制度,有助于提高国家的教育水平(特别是普通教育水平),吸引合格的人才到学校,支持科学,引进科技成果,分析和评价全球技术趋势。人口的高教育水平是发展对高科技产品需求的先决条件,并刺激创新产品和工艺的创造。目前的情况表明,大流行病对人力资本的影响是:死亡率上升(这与感染的传播有关)、政府支出增加(与控制病毒的传播有关);很明显,大流行病对经济平衡产生了影响(通过对需求和供应的影响)。然而,与此同时,我们也可以认为这是一个积极的结果——数字化的加速。由于人力资本的形成和积累过程不是短期的,需要经过一定的时间(要考虑时间的滞后性)才能对其影响进行定量评价;关键词:人力资本;人力资本指数;人类发展指数;政府教育开支;比萨。JEL代码:E24, J24, J41
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