Causal Connections between Scientometric Indicators: Which Ones Best Explain High-Technology Manufacturing Outputs?
نویسندگان
چکیده
Scientometric models can connect indicators via cross-country correlations, but these are not enough to assert causality. Sometimes a causal connection can be argued from the physical process. In other cases the causality or its direction is not clear, and the Granger test is often used to clarify the connection. Here it was shown that gross expenditures on R&D (GERD) Granger caused scientific papers in the U.S., EU, and some others, which has policy implications. Granger causality also reinforces earlier findings on why the EU passed the U.S. in papers in the mid-1990s. Downstream, it is difficult to prove the connection between research and gross domestic product (GDP), since the contributions of science are diluted by other factors. New data allows a focus on a sector that is more closely associated with science: high technology (HT) manufacturing outputs. This value-added data permits more accurate models for today's international supply chains. Correlations show that business expenditures on R&D (BERD) and scientific indicators like patents are closely connected with HT manufacturing outputs. However for BERD, either direction of causality is plausible, and enough countries had significant results to show that causality can indeed be in either direction. The connections between papers and patents with HT manufacturing were also investigated; in several countries patents could be said to have Granger caused HT manufacturing. Conference Topic Country-level studies
منابع مشابه
تحلیل وضعیت تولیدات علمی محققان ایرانی در برخی حوزههای موضوعی با استفاده از شاخصهای علمسنجی و تحلیل شبکه اجتماعی
The aim of this study is to analyze the status of Iranian scientific production in selected areas relating to science and information technology including information technology, management, and library and information science by scientometric and social network analysis indicators. This research has a look on the approach of the scientific outputs of Iranian scholars indexed in WOS database. I...
متن کاملتحلیلی بر رتبهبندی دانشگاههای ایران با استفاده از شاخصهای علمسنجی
Nowadays, universities and higher education institutions have a critical role in developing countries and it is essential that their performance is evaluated with appropriate methods and criteria. Among the various functions of universities, research and scientific production is the most important one. The evaluation of scientific outputs is an attempt to assess the performance of universities....
متن کاملScientometric indicators for Brazilian research on High Energy Physics, 1983-2013.
This article presents an analysis of Brazilian research on High Energy Physics (HEP) indexed by Web of Science (WoS) from 1983 to 2013. Scientometric indicators for output, collaboration and impact were used to characterize the field under study. The results show that the Brazilian articles account for 3% of total HEP research worldwide and that the sharp rise in the scientific activity between...
متن کاملExperimental Investigation and Analysis of Manufacturing Wind Turbine Blades Produced by Hydroforming of Aluminum Alloy AA5754
Development of new technologies and combined with creativity and innovation, plays the fundamental role in developing of any community′s value. Thus, in this research the design and production of hydroforming device was introduced. One of the best and most efficient technologies in the world of metal forming is wind turbine blade producing with hydroforming method which seems as an innovative m...
متن کاملExperimental Investigation and Analysis of Manufacturing Wind Turbine Blades Produced by Hydroforming of Aluminum Alloy AA5754
Development of new technologies and combined with creativity and innovation, plays the fundamental role in developing of any community′s value. Thus, in this research the design and production of hydroforming device was introduced. One of the best and most efficient technologies in the world of metal forming is wind turbine blade producing with hydroforming method which seems as an innovative m...
متن کامل