Differences in Efficiency of Innovation Performance among Middle Income Countries: An Empirical Approach

The purpose of this paper is to determine empirically the differences in the efficiency of innovation performance in middle-income countries. To achieve this aim, it was used cluster analysis which is one of the multivariate statistical techniques. Ward’s agglomerative hierarchical method was employ...

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Main Author: Fatma Ünlü
Format: Article
Language:Turkish
Published: Karadeniz Technical University 2019-10-01
Series:Uluslararası Ekonomi ve Yenilik Dergisi
Subjects:
Online Access:https://dergipark.org.tr/tr/pub/ueyd/issue/45408/567962
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spelling doaj-7d8f68b7570546db9564b5485a97e3092021-04-15T18:41:45ZturKaradeniz Technical UniversityUluslararası Ekonomi ve Yenilik Dergisi2149-68382019-10-015221322910.20979/ueyd.567962533Differences in Efficiency of Innovation Performance among Middle Income Countries: An Empirical ApproachFatma Ünlü0ERCIYES UNIVERSITYThe purpose of this paper is to determine empirically the differences in the efficiency of innovation performance in middle-income countries. To achieve this aim, it was used cluster analysis which is one of the multivariate statistical techniques. Ward’s agglomerative hierarchical method was employed for cluster analysis. In determining efficiency of innovation performance, it was followed process suggested by Kula and Ünlü (2019). So, cluster analysis was performed separately for inputs and outputs indicators. Secondly, discriminant analysis was used to identify factors that lead to differences in the efficiency. According to the World Bank's income classification, it was included a total of 54 countries, including 23 lower-middle income and 31 upper-middle income. The data used in the analysis was obtained from Global Innovation Index. The findings confirm the existence of the inefficiency problem in terms of innovation performance in the middle income countries.https://dergipark.org.tr/tr/pub/ueyd/issue/45408/567962i̇novasyonorta gelirli ülkelerkümeleme analizidiskriminant analiziinnovationmiddle income countriescluster analysisdiscriminant analysis
collection DOAJ
language Turkish
format Article
sources DOAJ
author Fatma Ünlü
spellingShingle Fatma Ünlü
Differences in Efficiency of Innovation Performance among Middle Income Countries: An Empirical Approach
Uluslararası Ekonomi ve Yenilik Dergisi
i̇novasyon
orta gelirli ülkeler
kümeleme analizi
diskriminant analizi
innovation
middle income countries
cluster analysis
discriminant analysis
author_facet Fatma Ünlü
author_sort Fatma Ünlü
title Differences in Efficiency of Innovation Performance among Middle Income Countries: An Empirical Approach
title_short Differences in Efficiency of Innovation Performance among Middle Income Countries: An Empirical Approach
title_full Differences in Efficiency of Innovation Performance among Middle Income Countries: An Empirical Approach
title_fullStr Differences in Efficiency of Innovation Performance among Middle Income Countries: An Empirical Approach
title_full_unstemmed Differences in Efficiency of Innovation Performance among Middle Income Countries: An Empirical Approach
title_sort differences in efficiency of innovation performance among middle income countries: an empirical approach
publisher Karadeniz Technical University
series Uluslararası Ekonomi ve Yenilik Dergisi
issn 2149-6838
publishDate 2019-10-01
description The purpose of this paper is to determine empirically the differences in the efficiency of innovation performance in middle-income countries. To achieve this aim, it was used cluster analysis which is one of the multivariate statistical techniques. Ward’s agglomerative hierarchical method was employed for cluster analysis. In determining efficiency of innovation performance, it was followed process suggested by Kula and Ünlü (2019). So, cluster analysis was performed separately for inputs and outputs indicators. Secondly, discriminant analysis was used to identify factors that lead to differences in the efficiency. According to the World Bank's income classification, it was included a total of 54 countries, including 23 lower-middle income and 31 upper-middle income. The data used in the analysis was obtained from Global Innovation Index. The findings confirm the existence of the inefficiency problem in terms of innovation performance in the middle income countries.
topic i̇novasyon
orta gelirli ülkeler
kümeleme analizi
diskriminant analizi
innovation
middle income countries
cluster analysis
discriminant analysis
url https://dergipark.org.tr/tr/pub/ueyd/issue/45408/567962
work_keys_str_mv AT fatmaunlu differencesinefficiencyofinnovationperformanceamongmiddleincomecountriesanempiricalapproach
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