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PLS based Analysis on Innovation Effects in Small-medium-sized Enterprises of China-Comparative Study between Native and Foreign Owned Enterprises

机译:基于PLS基本和外商企业中小企业中小企业的创新效应分析

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Innovation effects, as one of the research focus in international innovation policy studies, are more and more frequently targeted on developing countries, such as countries and districts in Asia, and particularly on Chinese situations, due to the increasingly crucial role of innovation and technology resource in these increasingly competitive markets, especially when there is multinational enterprises and overseas invested firms in the market.This study, by applying Partial Least-Squares Regression (PLS regression) to the innovation effect issue, focuses on monetary input, human resource input, organizational input, and their related outcomes in small-medium-sized enterprises. The methodology may provide better solution to avoid multi-co linearity of variables in the study. Besides the application of PLS methodology, unique parts of the study can be summarized into two folds: 1)three kinds of resource input cover major components for innovation system, including human resource, research and development activities (reflected through realized intra company expenditures), and institution factors; 2)Comparative study is applied to test whether the native and foreign owned enterprises should pay attention to the same kind of input resource or not. And patent data are applied as outcome indicator. It typically reflects innovation nature in developing countries, typically in Chinese industries.Major findings in the first part include, human resource input and monetary input are more significantly influencing innovation outputs, while numbers of research institutions play less role in innovation activities of small-medium-sized enterprises. And major findings in the second part indicate that there are rather bigger differences between the two groups.Based on these careful investigations, influencing degree of those three input factors is also examined and compared, and the study confirms the patent data can be used as more convincing factors for related studies. Finally, PLS is proved to be more effective methods to provide more robust findings.
机译:创新效应,作为国际创新政策研究的研究重点之一,越来越多地针对亚洲国家和地区等发展中国家,特别是由于创新和技术资源的越来越重要的作用,尤其是中国情况在这些日益竞争的市场中,特别是在市场上有跨国企业和海外投资公司。本研究,通过将部分最小二乘因回归(PLS回归)应用于创新效应问题,重点关注货币投入,人力资源投入,组织投入,中小企业相关成果。该方法可以提供更好的解决方案,以避免研究中变量的多功能性。除了应用PLS方法的应用,该研究的独特部分可归纳为两倍:1)三种资源输入涵盖创新系统的主要组成部分,包括人力资源,研发活动(通过实现公司的内部支出反映),和机构因素; 2)对比研究用于测试本土和外国企业是否应注意同类输入资源。专利数据作为结果指标应用。它通常反映了发展中国家的创新性,通常在中国工业中。第一部分中的Major调查结果包括,人力资源投入和货币投入更为显着影响创新产出,而研究机构的数量在中小型的创新活动中发挥着较少的作用一家企业。第二部分中的主要发现表明,两组之间存在相当大的差异。基于这些仔细研究,还检查了这些三种输入因素的影响程度,并比较了这项三种输入因素,并且该研究证实了专利数据可以像更多令人信服的相关研究因素。最后,证明PLS更有效的方法提供更强大的结果。

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