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In the fight against global climate change, improving energy efficiency and reducing related emissions are critical to mitigating sustainability issues such as global warming. In this regard, technological progress is known to improve energy efficiency and reduce related emissions. However, previous sustainability studies on Africa have paid less attention to energy and emission efficiency convergence among countries, along with the contribution of technological progress to the continent's sustainability. Accordingly, this paper develops a novel framework that assesses energy and emission efficiency convergence, gauges technology inequality, identifies the barriers to technology diffusion, and explores the factors influencing energy and emission efficiency convergence in Africa. The proposed framework incorporates Data Envelopment Analysis (DEA), several economic convergence concepts, a K-means clustering model, the concept of efficiency Gini coefficient, and a group-based inequality decomposition method. We empirically covered 39 African countries from 2006 to 2018. The results show that African countries are, on average, 71.1% energy efficient and 65.3% CO 2 emission efficient, leaving more room for energy saving and emissions reduction. Second, there is strong evidence of convergence in energy and emission efficiencies in Africa. Third, despite the observed convergence process, there is significant heterogeneity between two research groups (i.e., low-and high-efficiency groups of countries) in terms of energy and emission efficiencies, with persistent technology inequality suggesting a lower contribution of environmental technological advancements to the continent's sustainability. Furthermore, cross-group inequality is the primary barrier to technology diffusion. Fourth, regional cooperation accelerates the convergence process in the two efficiency indicators. While economic development, industrial structure, and renewable energy consumption (REC) tend to favor energy and emission efficiency growth, rising foreign direct investment (FDI) and energy prices have a negative impact. Meanwhile, the effects of energy prices, FDI, and REC on emission efficiency are insignificant. Based on our findings, we discussed policy implications to promote energy and emission efficiency convergence and narrow environmental technology gaps. • Convergence in Total-factor energy and emission efficiency in Africa is explored. • Technology inequality across African countries is measured. • There is strong evidence of convergence in TFEE and TFCEE in Africa. • A persistent technology inequality is found among African countries. • Cross-group efficiency inequality is the main barrier to technology diffusion. [ABSTRACT FROM AUTHOR]

Africa is predicted to be the region most affected by climate change and water is one of the sectors with anticipated severe impacts. Innovations in this sector are being promoted as part of the adaptation solutions to this problem. In this paper, we use available data on water-related climate change adaptation technological developments to examine the degree to which the vulnerability to climate change in the water sector is motivating these innovations. Using pooled data for African countries between 1990 and 2016, we estimate the relationship between climate-induced vulnerability in the water sector and water-related innovations, controlling for country size and proxies for technology transfer environment, institutional and regulatory quality, knowledge base, and research and development activity. Data on innovative activity shows evidence of over-dispersion; thus we use the negative binomial distribution with robust standard errors for estimation of our model. We find evidence that countries most exposed to water stress are innovating at lower rates. Though counterintuitive, this result is explained by the fact that such vulnerable countries also tend to have little research and development infrastructure needed to develop the kind of high quality innovations that usually necessitate patenting. Our result suggests that African countries experiencing water stress may need to reconsider priorities in the design of water-related adaptation to climate change. We also find that a country's knowledge base and openness to trade are important determinants of adaptation technologies in the water sector. [ABSTRACT FROM AUTHOR]