2022
DOI: 10.1007/s11356-022-24494-4
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Efficiency and productivity analysis of innovation, human capital, environmental, and economic sustainability nexus: case of MENA countries

Abstract: Innovation, human capital, economic, and environmental nexus is essential in sustainable development. The Middle East and North Africa (MENA) is an emerging market with the potential to transcend the dilemma of attaining economic and environmental sustainability. Data envelopment analysis through the Malmquist-Luenberger productivity index is utilized to estimate MENA country’s innovation, human capital, economic, and economic sustainability efficiency and productivity. Results indicate an upward trend in effi… Show more

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Cited by 10 publications
(5 citation statements)
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“…Álvarez et al 52 developed a data envelopment analysis toolbox for MATLAB, which contains a package for calculating MLPI. This paper uses this toolbox that has been verified by other studies to calculate MLPI, MLTE and MLTC 53 , 54 . The three input indicators are tourism practitioners, tourism fixed assets investment and energy consumption of tourism.…”
Section: Methodsmentioning
confidence: 96%
“…Álvarez et al 52 developed a data envelopment analysis toolbox for MATLAB, which contains a package for calculating MLPI. This paper uses this toolbox that has been verified by other studies to calculate MLPI, MLTE and MLTC 53 , 54 . The three input indicators are tourism practitioners, tourism fixed assets investment and energy consumption of tourism.…”
Section: Methodsmentioning
confidence: 96%
“…The introduction, absorption, digestion, imitation, and improvement of foreign advanced technologies require specific human capital threshold conditions [ 63 ]. When the degree of vertical fiscal imbalance is lower than 0.2786, local governments have relatively abundant funds to support the policy of talent introduction, attract outstanding talents to their jurisdictions, and improve the level of industry-academia research and labor productivity.…”
Section: Empirical Analysismentioning
confidence: 99%
“…The DEA method is characterized by its non-parametric and non-discriminatory nature and is extensively utilized by scholars to assess regional development efficiency due to its objectivity and precision. However, the traditional DEA model, which adopts a univariate perspective, assesses the efficiency value of a decision-making unit over a specific time period (static efficiency); it cannot capture the variations in input factors and the consequent output factors across different time periods (dynamic efficiency) [75]. Consequently, this paper employs the Malmquist index model [16] to measure the regional sustainable development index, the Green Efficiency Index (GEC), and the Green Technology Innovation Index (GTC) [76].…”
Section: Malmquist Exponential Modelmentioning
confidence: 99%