renewable and non renewable energy growth emissions linkages review of emerging trends with policy implications abstract this study is an extension of the previous studies which focused mainly on energy growth nexus but fails to consider the carbon emission implication of this relationship the methodology of the study permits a comprehensive and comparative analysis of existing studies on renewable and non renewable energy growth emission nexus in order to draw some implications for policy and research the survey revealed the extent of the spread of studies across issues time and geographical space countries and regions it also disclosed the range of methodological approaches adopted to analyse the issues over time and the frequency of their use it unravelled the varied findings across countries and regions given the diverse methods employed and specific features of the economies analysed arising from the literature survey this study highlights the existing gaps in the literature and new direction for policy and research the general policy implication of the findings of this study is that pollution effect of energy growth nexus should be taken into consideration in policy formulation for sustainable development further the design of regional and global policies should recognise the fact that energy growth emission linkages varied across countries even in the same region some new direction for research on renewable and non renewable energy growth emission linkages pointed out in this survey includes the following future research on energy growth nexus without considering the pollution impact may not contribute so much to the literature studies should investigate the substitution complementary effects of the energy varieties on growth emission nexus while new methodological contributions are imperative

causal relationship between trade openness economic growth and energy consumption a panel data analysis of asian countries abstract this paper explores the causal relationship between economic growth trade openness and energy consumption using data of 15 asian countries the study covers the period of 1980 2011 we have applied panel cointegration and causality approaches to examine the long run and causal relationship between variables empirical results confirm the presence of cointegration between variables the impact of economic growth and trade openness on energy consumption is found to be positive the panel granger causality analysis reveals the bidirectional causality between economic growth and energy consumption trade openness and energy consumption

the impact of renewable energy consumption to economic growth a panel data application internationally the importance of renewable energy in the energy mix has been increasingly appreciated the advantages of the renewable energy usage for the world s energy security and the environment are indisputable and much discussed in the literature however its effects on the economic welfare of the countries are yet to be examined fully and described quantitatively the purpose of this paper is to estimate the impact of the renewable energy consumption to economic welfare by employing panel data techniques the results show that the influence of renewable energy consumption or its share to the total energy mix to economic growth is positive and statistically significant from a policy point of view promoting renewable energies bears benefits not only for the environment but also for the economic conditions of the countries

exploring the effects of energy consumption on output per worker a study of albania bulgaria hungary and romania in this article we explore the long run cointegration between output capital and energy consumption in per worker terms for albania bulgaria hungary and romania we use the augmented solow 1956 model and the ardl bounds procedure pesaran et al 2001 to examine the short run and long run effects of energy and capital on output in per worker terms we also conduct causality test using the toda and yamamoto 1995 non causality procedure our results show the existence of long run cointegration between output per worker and energy per worker for all the four countries we find that energy per worker have a dynamic short run positive effect in albania 0 37 bulgaria 0 25 hungary 0 36 and romania 0 68 and a long run positive effect in bulgaria 0 32 and romania 0 63 which duly indicate that energy consumption has a momentous long run effect in these two countries the causality results indicate a unidirectional causation from output per worker to energy per worker for all the four countries and from capital per worker to energy per worker for albania and romania consequently a balance between effective energy consumption and sound energy conservation policies are likely to support economic growth in the four countries

the causal relationship between biomass energy use and economic growth in the united states abstract this paper examines the causality relations among economic growth biomass energy consumption employment and capital in the u s between 1961 and 2011 using the ardl bounds testing approach to cointegration long and short run relationships among the variables are estimated long run and short run coefficients indicate that biomass energy consumption has positive impacts on economic growth for the u s in addition the granger causality results illustrate that unidirectional causality from biomass energy consumption to real gdp supportive of the growth hypothesis

is the energy led growth hypothesis valid new evidence from a sample of 85 countries abstract the energy growth literature contains a large number of discussions on the causal relationship between energy consumption and economic growth the central debate focuses on whether energy consumption contributes or not to economic growth since it has direct implications for the formulation of strategic policies nevertheless current studies cannot provide a conclusive suggestion due to mixed causality results this inconclusive evidence is potentially attributed to model specifications and the stage of economic development of the countries under investigation hence this study attempts to empirically re investigate the validity of the energy led growth hypothesis using a different model specification and different stages of economic development for 85 selected countries around the globe overall although the causality results are mixed among countries we do find a systematic pattern in particular granger causality models with three and four variables are more likely to support the hypothesis compared to their counterparts that contain only two variables in addition both developed and developing countries are more likely to support the energy led growth hypothesis compared to the less developed or low income countries therefore causality results are very sensitive to the choice of the model specification along with the stages of economic development finally energy conservation policies should only focus on low income countries as these policies may not retard the process of economic growth

rents from in kind subsidy charity in the public sector public choice analysis usually focuses attention on the behaviour of self interested individuals but this paper considers rent seeking when some taxpayers are motivated by altruism redistribution policies initiated by self interested rent seekers require taxpayer approval even if taxpayers are fully informed their resistance to inefficient schemes is reduced when public sector schemes are the only means available to pursue altruistic goals altruism serves to broaden the scope within which rent seekers may operate a discussion of international tied aid illustrates the impact which rent seeking can exert on public sector charity

disaggregate energy consumption employment and income in turkey the purpose of this paper is to contribute to literature on energy consumption and economic growth relationship by examining how much of the variance in national income growth can be explained by the growth of different sources of energy consumption and employment in turkey we use the recently developed generalized forecast error variance decomposition technique of koop et al j econom 74 1996 119 and pesaran and shin econ lett 58 1998 17 to determine the information content of the growth rate of energy consumption waste seems to have the largest initial impact followed by oil however over a 3 year horizon lignite appears to explain the largest forecast error variance of gdp the total energy consumption explains 21 of forecast error variance of gdp energy consumption appears to be almost as important as employment in turkey therefore policy makers may be interested in identifying the energy dependencies of economic growth in allocating the energy investment budget

co2 emissions non renewable and renewable electricity production economic growth and international trade in italy abstract this paper applies the autoregressive distributed lag ardl bounds testing approach to cointegration to investigate the dynamic causal relationships between co2 emissions per capita real gdp per capita per capita non renewable electricity production and per capita renewable electricity production and international trade in the case of italy from 1960 to 2011 we find cointegration among these variables in the presence of possible structural breaks and we overcome the problem of multicollinearity in the research design the environmental kuznets curve ekc hypothesis is validated analytically because the estimated pollution model indicates that economic growth leads to less pollution over time per capita renewable electricity production reduces the level of co2 emissions per capita in the short run and in the long run whereas international trade only impacts positively upon carbon dioxide emissions per capita in the long run international trade granger causes co2 emissions per capita and non renewable electricity production per capita moreover the results depict the existence of the long run unidirectional granger causality relation running from output per capita to renewable electricity production per capita and from non renewable electricity production per capita to renewable electricity production per capita the findings indicate that renewable electricity production is a key solution in reducing pollutant emissions over time this result should be of concern to policy makers

on the causal dynamics between emissions nuclear energy renewable energy and economic growth this paper examines the causal relationship between co2 emissions nuclear energy consumption renewable energy consumption and economic growth for a group of 19 developed and developing countries for the period 1984 2007 using a panel error correction model the long run estimates indicate that there is a statistically significant negative association between nuclear energy consumption and emissions but a statistically significant positive relationship between emissions and renewable energy consumption the results from the panel granger causality tests suggest that in the short run nuclear energy consumption plays an important role in reducing co2 emissions whereas renewable energy consumption does not contribute to reductions in emissions this may be due to the lack of adequate storage technology to overcome intermittent supply problems as a result electricity producers have to rely on emission generating energy sources to meet peak load demand

natural gas consumption and economic growth nexus panel data analysis for gcc countries abstract this study investigates the relationship between natural gas energy consumption and economic growth by including trade openness total labor force and gross fixed capital formation as a major determinants of gdp growth within the multivariate framework model in gulf cooperation council gcc countries a panel gdp model is constructed taking the period of 1980 2012 the result revealed that natural gas energy consumption is cointegrated with gdp growth in the investigated countries in addition based on the panel dynamic ordinary least square dols and the fully modified ordinary least square fmols this study concluded that the natural gas energy consumption affects the gcc s countries gdp growth positively in the long run furthermore the results from the granger causality test revealed bidirectional causality between natural gas energy consumption and gdp growth which confirms the feedback hypothesis from the outcome of this research a number of policy implications were provided for the gcc countries

a robust analysis of the relationship between renewable energy consumption and its main drivers we provide a comprehensive and robust analysis of the drivers of renewable energy consumption for a panel of 64 countries using both the static pooled ols panel fixed and random effects and dynamic difference and system gmm panel data estimation approaches we show that the dynamic panel data model provides more efficient estimators than the static ones and that increases in per capita co2 emissions and per capita trade with foreign partners mainly drive the changes in per capita renewable energy consumption we also find limited evidence of oil price effects on renewable energy consumption which reflects the fact that renewable energy is just a complement and not a perfect substitute of crude oil at least in the short run

granger non causality tests between non renewable energy consumption and output in italy since 1861 the ir relevance of structural breaks abstract the present paper considers an italian dataset with an annual frequency from 1861 to 2000 it implements granger non causality tests between energy consumption and output contrasting methods allowing for structural change with those imposing parameter stability throughout the sample though some econometric details can differ results have clear policy implications energy conservation policies hasten an underlying tendency of the economy towards a more efficient use of fossil fuels the abandonment of traditional energy carriers was a positive change the challenge for renewable energy is to diversify among different sources and to overcome possible social acceptance problems

estimating the environment kuznets curve hypothesis evidence from latin america and the caribbean countries this study explores the effect of economic growth gdp renewable energy consumption re and financial development fd on co2 emission co2 in latin america and caribbean countries to achieve this goal a panel co2 model was built over the period 1980 2010 the kao cointegration test results revealed that the variables are cointegrated the fully modified ols fmols results indicated an inverted u shape relationship between co2 and gdp thus confirming the environmental kuznets curve hypothesis furthermore fmols results also revealed that fd can improve environmental quality by its negative long run effect on co2 however re has no long run effect on co2 indicating that the re does not contribute to co2 reduction the vecm granger causality results revealed feedback causality between gdp re fd and co2 in both short and long run additionally granger causality results also revealed that re gdp and fd can be a good solution to reduce environmental damage since they have a causal effect on co2 this study shows the investigated countries should increase their banking loans on green energy energy efficiency and energy saving projects to reduce environmental damage in addition the above recommendation can increase the contribution of renewable energy in reducing environmental damage

the relationship amongst energy consumption renewable and non renewable and gdp in algeria abstract this study aims to explore economic growth energy consumption nexus in algeria between 1980 and 2012 with cointegration tests we demonstrate the existence of long run link between real gross domestic product real capital and the two categories of energy consumption i e renewable energy per capita and non renewable energy the long run and the short run autoregressive distributed lag ardl estimates indicate that only the non renewable energy sort and capital can contribute to enhancing economic growth whereas renewable energy does not show any significant effect the outcome of causality tests proves a feedback link among non renewable energy consumption and gross domestic product among capital and gross domestic product and among non renewable energy and capital in both short run and long run terms moreover the results reveal a unidirectional link going from renewable energy to economic growth capital and non renewable energy respectively in the long run furthermore the results illustrate the presence of a unidirectional link going from non renewable energy to renewable energy in the short term our outcome suggests that policy makers in algeria should enhance the renewable energy share together with controlling the non renewable one

growth and renewable energy in europe a random effect model with evidence for neutrality hypothesis this is an empirical study on the causal relationship between economic growth and renewable energy for 27 european countries in a multivariate panel framework over the period 1997 2007 using a random effect model and including final energy consumption greenhouse gas emissions and employment as additional independent variables in the model empirical results do not confirm causality between renewable energy consumption and gdp although panel causality tests unfold short run relationships between renewable energy and greenhouse gas emissions and employment the estimated cointegration factor refrains from unity indicating only a weak if any relationship between economic growth and renewable energy consumption in europe suggesting evidence of the neutrality hypothesis which can partly be explained by the uneven and insufficient exploitation of renewable energy sources across europe

ordinary and special regimes of electricity generation in spain how they interact with economic activity abstract the purpose of this paper is to review the literature focused on the energy electricity growth nexus highlighting how the focus has shifted from aggregated energy electricity consumption towards specific energy sources moreover it aims to shed light on the relationships between different energy electricity sources and economic growth empirically the paper focuses on the analysis of interactions between electricity generation in spain under both the special regime sr and the ordinary regime or and their relationship with economic activity data for spain is studied for a time span from january 2003 to january 2016 the toda yamamoto causality test is carried out to check for causality relationships additionally both short and long run effects are assessed by using the ardl bounds test approach overall the results reveal high internal consistency when comparing the ardl results with the causality analysis the substitution effect was detected between or and sr however the negative effect of the sr on economic activity deserves special attention by energy policymakers this paper argues that the main challenge of renewable sources for policymakers is their cost effectiveness

potential cooperation in renewable energy between china and the united states of america abstract china and the united states of america us are developing renewable energy concurrently in this paper we seek the opportunities for potential cooperation between these two countries based on the analysis of annual economic data a mathematical model has been established to characterize correlations among gdp carbon dioxide emissions energy prices and the renewable energy cooperation index based on statistical analyses such cooperation can promote economic development reduce carbon dioxide emissions improve the environment and realize green growth if us monetary and technology resources and chinese markets are combined benefits can be mutually gained

renewable energy consumption economic growth nexus in turkey abstract this paper examines the renewable energy consumption economic growth causality nexus in turkey studies in the literature can be grouped as country specific and multi country studies the results of these studies are inconsistent and there is no agreement on the existence or the direction of causality between renewable energy consumption and economic growth the results of this country specific study support conservation hypothesis the results of empirical tests from ardl approach show that renewable energy consumption has a negative impact on economic growth and the ones of toda yamamoto causality tests show that there is a unidirectional causality running from economic growth to renewable energy consumption

restricted stock markets in simple general equilibrium models with production uncertainty it is shown that in a two sector production model with uncertainty analogous to work of batra and sakai there exists an implicit and arbitrarily restricted stock market interpretation of the model and that the appropriate duality lies between the relation of factor endowments and equity outputs and the relation of factor prices and equity prices these observations permit a generalization of the batra sakai assumption of maximization of expected utility of profits this is accompanied by an extensive characterization of the implicit market and several of its comparative statics properties a 2 2 2 2 joint production formulation is developed to examine stability properties

the fuelwood market in greece an empirical approach abstract wood has been since ancient times the basic household heating medium nowadays wood remains the primary energy source in rural areas of developing countries mainly in africa in greece the domestic demand of fuelwood is relied mainly on the fuelwood domestic supply especially during the post war period the domestic supply satisfies adequately the domestic demand eliminating the role of imports the present study surveys the long run relationship between the fuelwood prices of different forest species in order to determine the role of the special market conditions in their price formation in addition the error correction model is estimated in order to survey the direction of the granger causality among the prices of the fuelwood forest species the implementation of the impulse response analysis and the variance decomposition confirmed that coniferous and beech fuelwood producer price may account for the volatility of the oak fuelwood producer price this result may contribute greatly to the conservation of oak forest an important carbon storage forest ecosystem

rejecting renewables the socio technical impediments to renewable electricity in the united states if renewable power systems deliver such impressive benefits why do they still provide only 3 percent of national electricity generation in the united states as an answer this article demonstrates that the impediments to renewable power are socio technical a term that encompasses the technological social political regulatory and cultural aspects of electricity supply and use extensive interviews of public utility commissioners utility managers system operators manufacturers researchers business owners and ordinary consumers reveal that it is these socio technical barriers that often explain why wind solar biomass geothermal and hydroelectric power sources are not embraced utility operators reject renewable resources because they are trained to think only in terms of big conventional power plants consumers practically ignore renewable power systems because they are not given accurate price signals about electricity consumption intentional market distortions such as subsidies and unintentional market distortions such as split incentives prevent consumers from becoming fully invested in their electricity choices as a result newer and cleaner technologies that may offer social and environmental benefits but are not consistent with the dominant paradigm of the electricity industry continue to face comparative rejection

the growth of income and energy consumption in six developing countries this paper reexamines the inter temporal link between energy consumption and income in six developing countries with diverse economic backgrounds and energy statistics in a production function framework we employ the generalized variance decompositions and generalized impulse response techniques to see if the growth of income and energy consumption contains considerable information to predict each other in all countries energy appears as an essential factor of production results indicate that energy may be a relatively more important input than labor and or capital in some countries hence neutrality of energy does not seem to hold

investigation of the causal relationships between combustible renewables and waste consumption and co2 emissions in the case of tunisian maritime and rail transport abstract this study investigates the dynamic causal links between carbon dioxide co 2 emissions real gross domestic product gdp combustible renewables and waste consumption and maritime and rail transport in tunisia spanning the period 1980 2011 the autoregressive distributed lag ardl approach and granger causality tests are employed to examine the short and long run relationships between variables the empirical results suggest a bidirectional short run causality between co 2 emissions and maritime transport and a unidirectional causality running from real gdp combustible renewables and waste consumption rail transport to co 2 emissions the long run estimates reveal that real gdp contributes to the decrease of co 2 emissions while combustible renewables and waste consumption and maritime and rail transport have a positive impact on emissions our policy recommendation is that tunisia should use more combustible renewables and waste energy and increase the number of passenger s rail and maritime transport in order to motivate economic activities however the level of renewables energy required to reduce co 2 emissions caused by transport sector is still very weak

renewable energy oil prices and economic activity a granger causality in quantiles analysis this paper analyzes the causal relationship between renewable energy consumption oil prices and economic activity in the united states from july 1989 to july 2016 considering all quantiles of the distribution although the concept of granger causality is defined for the conditional distribution the majority of papers have tested granger causality using conditional mean regression models in which the causal relations are linear we apply a granger causality in quantiles analysis that evaluates causal relations in each quantile of the distribution under this approach we can discriminate between causality affecting the median and the tails of the conditional distribution we find evidence of bi directional causality between changes in renewable energy consumption and economic growth at the lowest tail of the distribution besides changes in renewable energy consumption lead economic growth at the highest tail of the distribution our results also support the unidirectional causality from fluctuations in oil prices to economic growth at the extreme quantiles of the distribution finally we find evidence of lower tail dependence from changes in oil prices to changes in renewable energy consumption our findings call for government policies aimed at developing renewable energy markets to increase energy efficiency in the u s

international trade and incomplete markets trade theorists since the influential paper by helpman and razin 1978 have considered the impact of uncertainty and international trade in securities from the point of view of available risk markets helpman and razin elegantly showed that in a model with multiplicative production uncertainty the validity of the traditional theorems of international trade follows from the existence of domestic securities markets and international trade in securities under their assumptions output was written

modeling the causal linkages between nuclear energy renewable energy and economic growth in developed and developing countries abstract this article investigates the causal relationship between two types of energy variables and economic growth using dynamic simultaneous equation panel data models for 17 developed and developing countries our results indicate that there is a unidirectional causality running from nuclear consumption to economic growth in belgium and spain while a unidirectional causality running from economic growth to nuclear consumption is supported in bulgaria canada netherlands and sweden a bidirectional relationship appears in argentina brazil france pakistan and the usa while no causality exists in finland hungary india japan switzerland and the u k second the results for the second nexus among renewable energy and economic growth show that there is a unidirectional causality running from renewable consumption to economic growth in hungary india japan netherlands and sweden while there exist a unidirectional running from economic growth to renewable consumption in argentina spain and switzerland a bidirectional relationship is supported in belgium bulgaria canada france pakistan and the usa while no causality exists in brazil finland and switzerland third we find the existence of a bidirectional causality between nuclear consumption and economic and a unidirectional causality running from economic growth to renewable energy consumption for the global panel

economic growth fossil fuel and non fossil consumption a pooled mean group analysis using proxies for capital this study employs a pooled mean group estimator to examine the nexus between economic growth and fossil and non fossil fuel consumption for 53 countries between 1990 and 2012 the global sample was divided into four categories developed exporters developed importers developing exporters and developing importers the purpose of these categories was to observe whether factors unique to these countries influence the relationship between energy consumption and economic growth with the exception of developing importers evidence of bi directional causality between fossil fuel consumption and real gdp across all subsamples is observed this leads to the conclusion that efforts to directly conserve fossil fuels may harm economic growth in terms of non fossil fuel use the results are more diverse bi directional causality between non fossil fuel use and real gdp is found in the long and short run for developed importers bi directional causality only in the long run for developed exporters negative long run causality from real gdp to non fossil fuels for developing exporters and long run causality from non fossil fuel use to real gdp for developing importers these results lead to the conclusion that other factors have been responsible for the progress seen in non fossil fuel use thus it is concluded that economic growth on its own is insufficient to promote clean energy development there is a need for policy makers to create an environment conducive to renewable energy investment

coupling model of energy consumption with changes in environmental utility abstract this study explores the relationships between metropolis energy consumption and environmental utility changes by a proposed environmental utility of energy consumption euec model based on the dynamic equilibrium of input output economics theory it considers three simulation scenarios fixed technology technological innovation and green building effect it is applied to analyse hong kong in 1980 2007 continual increase in energy consumption with rapid economic growth degraded environmental utility first energy consumption at fixed technology was determined by economic outcome in 1990 it reached a critical balanced state when energy consumption was 22 109 kwh before 1990 x1 22 109 kwh expansion of energy consumption facilitated socio economic development but suppressed environmental benefits second technological innovation strongly influenced energy demand and improved environmental benefits the balanced state remained in 1999 when energy consumption reached 32 33 109 kwh technological innovation dampened energy consumption by 12 99 exceeding the fixed technology condition finally green buildings reduced energy consumption by an average of 17 5 in 1990 2007 they contributed significantly to energy saving and buffered temperature fluctuations between external and internal environment the case investigations verified the efficiency of the euec model which can effectively evaluate the interplay of energy consumption and environmental quality

renewable energy consumption and income in emerging economies abstract increased economic growth and demand for energy in emerging economies is creating an opportunity for these countries to increase their usage of renewable energy this paper presents and estimates two empirical models of renewable energy consumption and income for a panel of emerging economies panel cointegration estimates show that increases in real per capita income have a positive and statistically significant impact on per capita renewable energy consumption in the long term a 1 increase in real income per capita increases the consumption of renewable energy per capita in emerging economies by approximately 3 5 long term renewable energy per capita consumption price elasticity estimates are approximately equal to 0 70

renewable and non renewable energy consumption growth nexus evidence from a panel error correction model abstract unlike previous renewable energy consumption growth studies this study examines the relationship between renewable and non renewable energy consumption and economic growth for 80 countries within a multivariate panel framework over the period 1990 2007 the pedroni 1999 2004 heterogeneous panel cointegration test show a long run equilibrium relationship between real gdp renewable energy consumption non renewable energy consumption real gross fixed capital formation and the labor force with the respective coefficient estimates positive and statistically significant there is little difference in the elasticity estimates with respect to renewable and non renewable energy consumption the results from the panel error correction model reveal bidirectional causality between renewable and non renewable energy consumption and economic growth in both the short and long run also there is bidirectional short run causality between renewable and non renewable energy consumption indicative of substitutability between the two energy sources

energy consumption and economic growth evidence from the commonwealth of independent states abstract this study examines the relationship between energy consumption and economic growth for eleven countries of the commonwealth of independent states over the period 1991 2005 within a multivariate panel data framework based on pedroni 1999 pedroni 2004 heterogeneous panel cointegration test and corresponding error correction model cointegration is present between real gdp energy consumption real gross fixed capital formation and labor force with the respective coefficients positive and statistically significant the results of the error correction model reveal the presence of unidirectional causality from energy consumption to economic growth in the short run while bidirectional causality between energy consumption and economic growth in the long run thus the results lend support for the feedback hypothesis associated with the relationship between energy consumption and economic growth

causality between energy consumption and output growth in the indian cement industry an application of the panel vector error correction model vecm abstract the aim of this paper is to examine the existence and direction of the causal relationship between energy consumption and output growth in the indian cement industry for the period 1979 80 to 2004 05 the most recently developed panel unit root a heterogeneous panel cointegration and panel based error correction model is applied within a multivariate framework the empirical results confirm a positive long run cointegrated relationship between output and energy consumption when heterogeneous state effects are taken into account we also found a long run bi directional relationship between energy consumption and output growth in the indian cement industry for the study period implying that an increase in energy consumption directly affects the growth of this sector and that growth stimulates further energy consumption these empirical findings imply that energy consumption and output are jointly determined and affect each other the empirical evidence also suggests the implementation of energy conservation policies oriented toward improving energy use efficiency to avoid any negative impacts of the conservation policies on the growth of this industry

export credit subsidies export credit subsidies jacques melitz and patrick messerlin in recent years governments have increasingly resorted to export credit subsidies the major motivation for the proliferation of such schemes seems to be macroeconomic rather than microeconomic in nature the conventional argument namely that they simultaneously increase demand and improve the current account is fundamentally flawed in ignoring the second round effects on prices and the exchange rate the authors investigate whether there is a valid macroeconomic case for export credit subsidies and find that temporary measures can be useful in reducing the recessionary costs of a disinflationary program by permitting a larger appreciation of the exchange rate during the initial stages of the program they also present detailed evidence on the impact across different industries of export credits in france these are heavily concentrated on a small number of industries specifically machine tools construction metalworking aircraft ships and electrical equipment the distortionary effect on industrial structure is consequently large and any beneficial macroeconomic benefits are likely to be outweighed by the microeconomic costs the case for export credit subsidies is not persuasive

constant increasing and decreasing risk aversion with many commodities the arrow 1971 pratt 1964 theory of risk aversion has achieved important successes in the study of economic responses to risk this theory applies to a special class of cases in which the von neumann morgenstern expected utility hypothesis is used to explain these responses under this hypothesis individuals who maximize the expected utility of different utility functions will in general make different choices in the face of uncertainty for the purpose of predicting which of two different utility functions will lead to locally more risk averse economic behaviour the essential feature of these functions is their associated arrow pratt absolute risk aversion measures in fact the local comparisons can be extended to global comparisons if the arrow pratt absolute measures are uniformly comparable the arrow pratt measure of absolute risk aversion and a closely related measure of relative risk aversion also play crucial roles in the investigation of changes induced by wealth increases in the risk taking behaviour of a single expected utility maximizing individual this study has resulted in a satisfactory theory of increasing decreasing and constant absolute and relative risk aversion the special cases to which the arrow pratt theory is directly applicable are those in which the utility functions in question are functions of a single variable e g wealth unfortunately the models required to explain many economic decisions employ a version of the expected utility hypothesis in which the argument of the utility function is a multidimensional vector one example arises in the study of the consumption savings decision another occurs in the analysis of the combined consumption savings portfolio decision a final example is obtained in the investigation of demand for goods of uncertain quality the papers of kihlstrom mirman 1974 and diamond stiglitz 1974 have suggested a partial generalization of the arrow pratt theory of absolute risk aversion this

the causal relationship between energy resources and economic growth in brazil abstract this study investigates the causal relationship between clean and non clean energy consumption and economic growth in brazil over the period of 1980 2009 clean energy consumption at aggregated level of total renewable energy consumption and disaggregated levels of hydroelectric new renewables and nuclear energy consumption are tested within a production function framework a cointegration test reveals a long term equilibrium relationship between real output capital labor and renewable and non renewable energy consumption at aggregated level and a long term equilibrium relationship between real output capital labor and hydroelectric new renewables nuclear and fossil fuel energy consumption at disaggregated level the capital labor and new renewables elasticities of real output are positive and statistically significant other energy consumption item s elasticities are insignificant the results from error correction model reveal the interdependencies between new renewables nuclear fossil fuel and total non renewable energy consumption and economic growth the unidirectional causality from hydroelectric total renewable consumption to economic growth the substitutability between new renewables and fossil fuel consumption and the substitutability between new renewables and nuclear energy consumption additionally nuclear and new renewables energy consumption responds to bring the system back to equilibrium overall aggregated analysis may obscure the relationship between different types of clean energy consumption and economic growth

on the causal dynamics between economic growth renewable energy consumption co2 emissions and trade openness fresh evidence from brics countries abstract the current study investigates the causal relationship between economic growth and renewable energy consumption in the brics countries over the period 1971 2010 within a multivariate framework the ardl bounds testing approach to cointegration and vector error correction model vecm are used to examine the long run and causal relationships between economic growth renewable energy consumption trade openness and carbon dioxide emissions empirical evidence shows that based on the ardl estimates there exist long run equilibrium relationships among the competing variables regarding the vecm results bi directional granger causality exists between economic growth and renewable energy consumption suggesting the feedback hypothesis which can explain the role of renewable energy in stimulating economic growth in brics countries

green growth in oil producing african countries a panel data analysis of renewable energy demand renewable energy has been considered as the solution to the hydra headed problems of energy security energy access and climate change especially in africa in addition renewable energy sources such as the sun wind wave and waste abound in africa are in need of investment in order to provide both policy and investment guide this study investigates the drivers of renewable energy demand in oil producing african countries three panel data models a random effect model a fixed effects model and a dynamic panel data model are used to estimate renewable energy demand with a comprehensive set of determinants the estimation results indicate that the main drivers of renewable energy in oil producing african countries are real income per capita energy resource depletion per capita carbon emissions per capita and energy prices the study recommends that policies should encourage the consumption of commercial sources of renewable energy to attract the needed investments

dynamic stability and international trade under uncertainty in the presence of output or price uncertainty the heckscher ohlin samuelson h o s model with incomplete risk markets has been shown to exhibit a wide range of perverse comparative statics responses which contradict the predictions d la stolper samuelson and rybczynski and opens up the possibility of perverse price output responses this paper revisits the question raised by neary 1978 and examines the dynamic stability properties of an h o s model under uncertainty in relation to the conditions under which these perverse responses emerge the findings suggest that once the risk attitudes of the representative entrepreneur is appropriately accounted for in the specification of value factor intensities dynamic stability with respect to a marshallian adjustment process is necessary and sufficient for the normality of all of the standard comparative statics responses except for the rybczynski result the basic analytics are then applied to various existing setups of the h o s model under uncertainty in each case the applicability of the stability condition in precluding comparative static responses that violate standard predictions is examined

regional spillover effects of renewable energy generation in italy in a multivariate setting we document that renewable energy generation has a positive impact on economic growth at the regional level in italy we do so by adopting panel data unit root and cointegration tests as well as granger non causality tests relying on the system gmm estimator our results are interpreted in three ways renewable energy generation alleviates balance of payments constraints and reduces the exposure of a regional economy to the volatility of the price of fossil fuels and to negative environmental and health externalities deriving from non renewable energy generation therefore our evidence supports policies promoting renewable energy generation in an appendix we show that our results are robust to the adoption of alternative econometric methods and definitions for our energy variable they are also stable over time

energy consumption and gdp causality a three step analysis for emerging european countries abstract the established european targets should play a leading role in the complex economic process of energy consumption and the emerging countries have to consider their implications for adjusting the energy policies at national level this paper develops investigations on the causality relationship between energy consumption and gdp in the context of emerging european countries covering the period 1980 2013 this research covers the limits identified by previous researchers by detailing the energy consumption by sources and by referring to five emerging countries in europe unlike most of the previous studies it has a double approach long and short run bidirectional relationships a detailed analysis on the impact of economic growth on the energy consumption by country is conducted in order to contribute to the enrichment of the research field towards this objective a three step analysis is performed stationarity cointegration and causality tests are considered the empirical study shows mixed results there is a balance in confirming conservation growth and neutrality hypotheses in some specific cases results imply that energy consumption and economic growth are jointly determined however a comparative analysis for different significance levels draws attention on the differences in judgment of results for this type of studies discussions on the results in terms of causality are conducted in order to identify future trends for research

causal relationships between energy consumption foreign direct investment and economic growth fresh evidence from dynamic simultaneous equations models this paper examines the interrelationships between energy consumption foreign direct investment and economic growth using dynamic panel data models in simultaneous equations for a global panel consisting of 65 countries the time component of our dataset is 1990 2011 inclusive to make the panel data analysis more homogenous we also investigate this interrelationship for a number of sub panels which are constructed based on the income level of countries in this way we end up with three income panels namely high income middle income and low income panels in the empirical part we draw on the growth theory and augment the classical growth model which consists of capital stock labor force and inflation with foreign direct investment and energy generally we show mixed results about the interrelationship between energy consumption fdi and economic growth

causal nexus between energy consumption and economic growth for high middle and low income countries using frequency domain analysis abstract this study aims to investigate the causal nexus between energy consumption and economic growth for 119 countries from all over the world having at least 30 years of available data on candidate variables including 30 high income oecd 13 high income non oecd 65 middle income and 11 low income countries the study employs granger causality in the frequency domain context for empirical analysis which allows one to examine the causal nexus over different frequencies and thus provides relatively a better picture of the causal nexus between the candidate variables in particular we examine the temporary short run as well as at permanent long run causal nexus between energy consumption and economic growth the empirical results suggest that 18 countries including 5 high income oecd 2 high income non oecd 10 middle income and 1 low income confirm the existence of feedback hypothesis 25 countries including 4 high income oecd 3 high income non oecd 14 middle income and 4 low income confirm growth hypothesis out of total 119 countries similarly 40 countries including 6 high income oecd 6 high income non oecd 27 middle income and 1 low income suggest conservation hypothesis while 36 countries comprising of 15 high income oecd 2 high income non oecd 14 middle income and 5 low income hold neutrality hypothesis between energy consumption and economic growth out of 119 countries the findings of the study suggest that an appropriate and effective public policy is required for all sample countries both in the short and long term while considering sustainable economic growth and development

economic growth energy intensity and the energy mix abstract this paper explores how changes in energy intensity and the switch to renewables can boost economic growth to do so we implement a dynamic panel data approach on a sample of 134 countries over the period 1960 to 2010 we incorporate a set of control variables related to human and physical capital socio economic conditions policies and institutions which have been widely used in the literature on economic growth given the current state of technology improving energy intensity is growth enhancing at the worldwide level moreover conditional to energy intensity moving from fossil fuels to frontier renewables wind solar wave or geothermic is also positively correlated with growth our results are robust to the specification of the dynamic panel with respect to alternative approaches pooled ols within group or system gmm and to alternative specifications accounting for heterogeneity across countries a set of institutional factors and other technical aspects

is renewable energy effective in promoting growth abstract this paper applies panel data techniques to analyze the role of the various energy sources in economic growth for a set of 24 european countries 1990 2007 controlling for energy consumption and energy dependency the results suggest that the negative effect of the use of renewables supplants the positive effect of creating income by exploiting a natural resource locally and thus growth does not appear to improve with the change towards renewables the high costs of promoting renewables are probably being placed excessively upon the economy namely by increasing the costs of electricity tariffs thus inducing a deceleration in economic activity fossil fuels lead to dissimilar effects on growth while natural gas does not appear to be relevant in explaining growth coal hampers the capacity for growth whereas the use of oil stimulates that growth this is in line with productive structures that are deeply grounded in fossil fuels particularly oil

does renewable and or non renewable energy consumption matter for total factor productivity tfp growth evidence from the brics abstract studies proved that output growth is mainly associated with the total factor productivity tfp growth and variables that affect the tfp have an important explanatory power on output in this regards the aim of this study is to examine the causal relationship between different types of energy consumption and tfp growth in the brics from 1992 to 2012 a panel bootstrap granger causality test by konya 2006 68 was employed to investigate the direction of possible connection between energy consumption and tfp growth results show that no remarkable causal link exists between renewable energy consumption and tfp growth in the brics however in the case of non renewables energy consumption creates a positive externality that contributes economic development in brazil and south africa by the growth of tfp as well as energy use itself in this respect policies that promote coal and non renewable electricity consumption in south africa and natural gas consumption in brazil may be beneficial for their economic development

an investigation of renewable and non renewable energy consumption and economic growth nexus using industrial and residential energy consumption abstract our study shows that links between economic growth and energy consumption both expressed in per capita terms differed for renewables and non renewables for income panels over the period 1971 to 2011 renewables are mainly found to support the neutrality hypothesis only renewable totals in low and lower middle income llmi countries are found to drive economic growth the feedback growth and conservative hypotheses strongly feature with non renewables total and industrial our results are derived by linking different definitions of energy consumption with economic growth for 89 countries divided into llmi upper middle income umi and high income hi panels

renewable energy consumption co2 emissions and oil prices in the g7 countries abstract economic and societal issues related to energy security and global warming is placing greater emphasis on the consumption of renewable energy this paper presents and estimates an empirical model of renewable energy consumption for the g7 countries panel cointegration estimates show that in the long term increases in real gdp per capita and co2 per capita are found to be major drivers behind per capita renewable energy consumption these results are robust across two different panel cointegration estimators oil price increases have a smaller although negative impact on renewable energy consumption deviations from equilibrium are driven mostly by the error correction term as opposed to short term shocks short term deviations from the long term equilibrium take anywhere from between 1 3 years france and 7 3 years japan to correct

greenhouse gas emissions energy consumption and economic growth a panel cointegration analysis from canadian industrial sector perspective abstract this paper investigates the long run and the causal relationship between greenhouse gas emissions energy consumption and economic growth for canadian industrial sectors over the period 1990 2007 the empirical findings suggest that in the long run equilibrium energy consumption has a positive and statistically significant impact on greenhouse gas emissions whereas a non linear relationship is found between greenhouse gas emissions and economic growth consistent with the environmental kuznets curve the short run dynamics conveys that there is a unidirectional granger causality running from energy consumption to greenhouse gas emissions from economic growth to greenhouse gas emissions and a weak unidirectional causality running from greenhouse gas emissions to energy consumption from economic growth to energy consumption in the long run however there seems to be a weak one way causality flowing from energy consumption and economic growth to greenhouse gas emissions

driving force of rising renewable energy in china environment regulation and employment abstract this paper studies the development of renewable energy in china by examining the driving force of environment quality regulation and employment on renewable energy generation we adopt renewable energy as a metric for environment quality and test the relationship between renewable energy and income using environment kuznets curve ekc theories the impact of employment on renewable energy is tested and dummy variables are used to indicate when the regulation was in effect the results show that there exists a quadratic relationship between renewable energy and income but the results fail to provide that the renewable energy generation is a job creator when the lagged unemployment rate is included as an explaining variable we consider the employment population and the finding shows that the employment can promote the development of renewable energy the regulation has significantly positive impacts on renewable energy the interaction of income and employment show that along with the income increases the impacts of employment on renewable energy decrease our findings are helpful for government to figure out the determinants for rising the renewable energy generation and take efficient measures to promote its development

a reexamination of the neoclassical trade model under uncertainty abstract this paper presents a model that pinpoints the exact places and reasons that the propositions of the heckscher ohlin samuelson model break down under uncertainty within the model if preferences exhibit decreasing absolute risk aversion i a capital poor country tends to obtain lower revenues from its resources than the same resources would yield in capital rich countries ii if there is one riskless and one risky sector a capital abundant country tends to have a comparative advantage in the risky sector and iii the pattern of trade depends on the intra national as well as the inter national distribution of endowments

does renewable energy consumption add in economic growth an application of auto regressive distributed lag model in pakistan abstract the objective of the study is to examine the relationship between renewable energy consumption and economic growth by incorporating capital and labour as potential determinants of production function in case of pakistan this study used auto regressive distributed lag ardl model and rolling window approach rwa for cointegration in context of pakistan the study used quarterly data over the period of 1972q1 2011q4 the causality analysis applied through vecm granger causality and innovative accounting approaches the results reveal that all the variables in the study are cointegrated that shows the long run relationship between the variables furthermore renewable energy consumption capital and labour boost economic growth the causality analysis shows the feedback effect between economic growth and renewable energy consumption

renewable energy consumption and economic growth evidence from a panel of oecd countries abstract this study examines the relationship between renewable energy consumption and economic growth for a panel of twenty oecd countries over the period 1985 2005 within a multivariate framework given the relatively short span of the time series data a panel cointegration and error correction model is employed to infer the causal relationship the heterogeneous panel cointegration test reveals a long run equilibrium relationship between real gdp renewable energy consumption real gross fixed capital formation and the labor force with the respective coefficients positive and statistically significant the granger causality results indicate bidirectional causality between renewable energy consumption and economic growth in both the short and long run

literature survey on the relationships between energy environment and economic growth abstract the aim of this study is to exhibit an exhaustive survey which is related to the great flight of the literature of energy environment growth nexus at the individual and regional scale studies covering the period from 1978 to 2014 the survey takes into consideration the sample country region etc periods covering econometric strategies and conclusions our survey is based on the causality direction among i the energy use variables electricity nuclear renewable and non renewable and output growth ii between economic growth and environment and between the three variables at the same time globally these surveys provide paradoxical and not conclusive results which energy consumption can boost economic growth through the productivity enhancement and it can boost also the environmental damages through the enhancement of pollutant emissions our survey sheds more the lights on the energy environment growth literature by giving an extensive listing 1978 2014 of these causal linkages among the energy use variables environment and economic growth for both individual and collective cases there is a unanimous consensus about the importance of dealing with such dynamic relationship which is seems to be a cornerstone element in setting any ambition strategies energy ecological and economics

the hydroelectricity consumption and economic growth in asian countries evidence using an asymmetric cointegration approach this study examines the four commonly tested hypotheses in hydroelectricity consumption economic growth literature for 12 asian countries our results from a recently developed hidden cointegrati

disciplining trade finance the oecd export credit arrangement the salience of tariffs quotas and other import restrictions in current discussions of trade policy obscures what may well become a more significant form of government intervention subsidized export promotion over the past two decades subsidized trade finance has been one of the most widely used instruments of export promotion this article offers an historical description and a theoretical explanation for the success of the organization for economic cooperation and development oecd export credit arrangement an international regime restricting the provision of subsidized trade finance the explanation emphasizes three factors the structure of government institutions the relative power of states and the functional value of information more generally the analysis demonstrates the inherent weaknesses of monocausal explanations of international cooperation and the advantages of explanations based on a conception of international cooperation as a multistage process each stage of which may be explained by a separate theory

a simple sieve bootstrap range test for poolability in dependent cointegrated panels abstract we develop a sieve bootstrap range test for poolability of cointegrating regressions in dependent panels and evaluate by simulation its performances the test seems to have good size and power properties even with small cross sections moderate time samples and low heterogeneity

will initiatives to promote hydroelectricity consumption be effective evidence from univariate and panel lm unit root tests with structural breaks abstract this paper examines whether initiatives to promote hydroelectricity consumption are likely to be effective by applying univariate and panel lagrange multiplier lm unit root tests to hydroelectricity consumption in 55 countries over the period 1965 2011 we find that for the panel as well as about four fifths of individual countries that hydroelectricity consumption is stationary this result implies that shocks to hydroelectricity consumption in most countries will only result in temporary deviations from the long run growth path an important consequence of this finding is that initiatives designed to have permanent positive effects on hydroelectricity consumption such as large scale dam construction are unlikely to be effective in increasing the share of hydroelectricity relative to consumption of fossil fuels

economic welfare impacts from renewable energy consumption the china experience over the last years renewable energy sources have increased their share on electricity generation of china due to environmental and security of supply concerns in this work author assesses the role of both the amount and share of renewable energy consumption in economic welfare using cobb douglas type production functions this assessment is carried out by multivariate ols and spss software for china from 1978 to 2008 results indicate that a 1 increase in renewable energy consumption rec increases real gdp by 0 120 gdp per capita by 0 162 per capita annual income of rural households by 0 444 and per capita annual income of urban households by 0 368 respectively the impact of renewable energy consumption share srec on economic welfare is insignificant and an increasing share of rec negatively affects economic welfare growth to a certain extent in this paper the cost structural demand accounting mechanism and policy reasons of renewable energy development are interpreted marginal effects analysis show that the shape of sound and robust renewable energy institutions and policies would matter for increasing the standards of economic welfare in the context of speeding up renewable energy development and increasing share of renewable energy consumption especially the goal oriented policy refinement should be addressed efficiently in improvement households income while increasing share of renewable energy consumption c 2011 elsevier ltd all rights reserved

energy consumption and economic growth in the usa evidence from renewable energy abstract recent debates about renewable energy consumption manifest two main expectations firstly renewable energy consumption should contribute to economic growth and secondly it should not cause damage on environment this study focuses on the first issue by applying toda yamamoto procedure and bootstrap corrected causality test for the us since empirical literature criticizes the toda yamamoto test which bases on asymptotic distribution the models consist of real gdp employment investment and kinds of renewable energy consumption only one causal relationship was found from biomass waste derived energy consumption to real gdp no causal relationship was found between real gdp and all of the other renewable energy kinds total renewable energy consumption geothermal energy consumption hydro electric energy consumption biomass energy consumption and biomass wood derived energy consumption that is using of energy from waste cause not only solving the dumping problems but also it contributes to real gdp for policy purpose the results of this study suggest that countries should concentrate on energy producing from waste as an alternative energy resource

does wood biomass energy use reduce co2 emissions in european union member countries evidence from 27 members abstract this study investigates the effect of wood biomass energy consumption on co2 emissions in 27 european union eu member countries for the 1990 2017 period applying panel dynamic ordinary least squares dols the results revealed that co2 emissions decline with an increase in wood biomass energy consumption while fossil fuel gdp per capita and trade openness are found to be increasing co2 emissions the finding implies that co2 emissions in eu member countries can be effectively reduced by increasing the amount wood biomass energy consumption in production processes this will eventually contribute to tackling global warming the estimated results are considered robust as they were validated by panel fmols and pooled ols the study recommends for eu member countries to increase the share of wood biomass energy in their energy mix to reduce co2 emissions policy makers in these countries should also invest more in wood biomass energy production to increase its supply and accessibility the authorities of these countries can equally emphasize on efficiency and sustainability of wood biomass energy to achieve energy security and reduce dependency on fossil fuel

an evaluation of the economic effects of the aid and trade provision this article offers an evaluation of the aid and trade provision from its introduction in 1978 up to 1990 in economic terms it is an export subsidy and we ask if it meets the criteria for a subsidy under strategic trade policy the commercial benefits to specific industries and companies are shown to be quite high especially relative to the initial outlay and atp appears to go to some industries earning monopoly rents and exhibiting scale or external economies so it could form part of a strategic trade policy we argue that even where it is awarded to suitable industries atp is unlikely to confer strategic benefits on the uk largely because of international practice and rent seeking we conclude that atp is unlikely to be of a net economic benefit to the uk or ldcs

the relationship between disaggregate energy consumption and industrial production in the united states an ardl approach abstract we re examine the relationship between disaggregate energy consumption and industrial output as well as employment in the united states using the autoregressive distributed lag ardl approach developed by pesaran and pesaran pesaran m h pesaran b 1997 working with microfit 4 0 camfit data ltd cambridge and pesaran shin and smith pesaran m h shin y smith r j 2001 bounds testing approaches to the analysis of level relationships journal of applied econometrics 16 289 326 in particular we focus attention on the following energy consumption variables coal fossil fuels conventional hydroelectric power solar energy wind energy natural gas wood and waste the sample period covers 2001 1 2005 6 our results imply that real output and employment are long run forcing variables for nearly all measures of disaggregate energy consumption

the link between renewable energy production and gross domestic product in africa a comparative study between 1980 and 2008 abstract renewable energy re projects are arguably one of the most important strategies that can be used in the mitigation of climate change impacts at the same time re technologies can generate clean energy and potentially boost the economy of the african continent it is thus not surprising that recent studies have investigated the relationship between re and economic growth in some african countries however the limitation of these reductionist analytical frameworks is that they can conceal the true regional picture in terms of the link between investments in re technologies and gross domestic product gdp this holistic analysis is important in order to inform regional policies on climate change the article uses statistical analytic techniques to examine the correlation between re production and economic growth across different blocks of the african continent between 1980 and 2008 the analysis is between geographical blocks e g southern africa western africa etc and between oil and non oil producing blocks generally speaking while there exists a similar pattern in all the studied blocks in terms of mean standard deviation and correlation between re and gdp a few exceptions can be found for instance the rise in re gdp correlation from 1992 1993 onwards was conspicuously higher in north africa and oil producing countries compared to all the other blocks similarly southern africa was the only block where the correlation between re and gdp was negative throughout the period under review except 1988 1989 and 1997 when it was positive

the causal relationship between renewable electricity generation and gdp growth a study of energy sources abstract this paper examines the causal relationship between economic growth and electricity generation from renewable sources biomass geothermal hydroelectric solar waste and wind across 20 oecd countries over 1990 to 2008 the results from a commonly used panel error correction model find a a bidirectional relationship between aggregate renewable generation and real gdp b biomass hydroelectricity waste and wind energy exhibit a positive long run relationship with gdp c hydroelectricity and waste generation exhibit a short run positive bidirectional relationship with gdp growth and d biomass hydroelectric and waste electricity generation have the largest impact on real gdp in the long run we extend the analysis to consider the possibility of structural breaks and cross sectional dependence accounting for cross sectional dependence we find that in the short run increases in biomass and waste generation negatively affect gdp while aggregate renewable and hydroelectricity increase gdp energy conservation policies will positively impact gdp if the policies cause decreases in biomass or waste energy but increase hydroelectricity and wind energy

energy consumption and economic growth in central america evidence from a panel cointegration and error correction model abstract this study examines the relationship between energy consumption and economic growth for six central american countries over the period 1980 2004 within a multivariate framework given the relatively short span of the time series data a panel cointegration and error correction model is employed to infer the causal relationship based on the heterogeneous panel cointegration test by pedroni pedroni p 1999 critical values for cointegration tests in heterogeneous panels with multiple regressors oxford bulletin of economics and statistics 61 653 670 pedroni p 2004 panel cointegration asymptotic and finite sample properties of pooled time series tests with an application to the ppp hypothesis new results econometric theory 20 597 627 cointegration is present between real gdp energy consumption the labor force and real gross fixed capital formation with the respective coefficients positive and statistically significant the granger causality results indicate the presence of both short run and long run causality from energy consumption to economic growth which supports the growth hypothesis