energy consumption and economic growth nexus in tanzania an ardl bounds testing approach abstract in this paper we examine the intertemporal causal relationship between energy consumption and economic growth in tanzania during the period of 1971 2006 unlike the majority of the previous studies we employ the newly developed autoregressive distributed lag ardl bounds testing approach by pesaran et al 2001 bounds testing approaches to the analysis of level relationships journal of applied econometrics 16 289 326 to examine this linkage we also use two proxies of energy consumption namely total energy consumption per capita and electricity consumption per capita the results of the bounds test show that there is a stable long run relationship between each of the proxies of energy consumption and economic growth the results of the causality test on the other hand show that there is a unidirectional causal flow from total energy consumption to economic growth and a prima facie causal flow from electricity consumption to economic growth overall the study finds that energy consumption spurs economic growth in tanzania

movers and shakers chaos makers in tourism development abstract like most of their counterparts in other social sciences tourism researchers have traditionally focused on aspects of tourism phenomena that exhibit order linearity and equilibrium while eschewing situations where disorder non linearity and disequilibrium are more apparent although constructs such as the destination life cycle model demonstrate the heuristic value of this approach it results in aspects of tourism development that are intrinsically chaotic being overlooked thus for instance the fundamental role of entrepreneurs in destination development has received scant attention largely because their behaviour is not readily understood in terms of the conventional analytical framework this paper argues that the chaos complexity perspective provides a potentially useful alternative framework for providing insights into the underlying dynamics of tourism development and a case study involving the examination of entrepreneurial activity on the gold coast in australia is used for illustrative purposes in this context chaos is presented as essentially a creative process and entrepreneurs play a primary role both as chaos makers and as initiators of adaptive responses to chaos induced by external events

a dynamic panel study of economic development and the electricity consumption growth nexus abstract this study examines the relationship between electricity consumption and economic growth for 88 countries categorized into four panels based on the world bank income classification high upper middle lower middle and low income within a multivariate panel framework over the period 1990 2006 the larsson et al 2001 panel cointegration test indicates there is a long run equilibrium relationship between real gdp coal consumption real gross fixed capital formation and the labor force for the high upper middle and lower middle income country panels the results from the panel vector error correction models reveal 1 bidirectional causality between electricity consumption and economic growth in both the short and long run for the high income and upper middle income country panels 2 unidirectional causality from electricity consumption to economic growth in the short run but bidirectional causality in the long run for the lower middle income country panel and 3 unidirectional causality from electricity consumption to economic growth for the low income country panel

electricity supply employment and real gdp in india evidence from cointegration and granger causality tests abstract this study probes nexus between electricity supply employment and real gdp for india within a multivariate framework using autoregressive distributed lag ardl bounds testing approach of cointegration long run equilibrium relationship has been established among these variables for the time span 1970 71 to 2005 06 the study further establishes long and short run granger causality running from real gdp and electricity supply to employment without any feedback effect thus growth in real gdp and electricity supply are responsible for the high level of employment in india the absence of causality running from electricity supply to real gdp implies that electricity demand and supply side measures can be adopted to reduce the wastage of electricity which would not affect future economic growth of india

the relationship between gdp and electricity consumption in 10 asian countries the purpose of this study is to estimate the relationships between gdp and electricity consumption in 10 newly industrializing and developing asian countries using both single data sets and panel data procedures the empirical results from single data set indicate that the causality directions in the 10 asian countries are mixed while there is a uni directional short run causality running from economic growth to electricity consumption and a bi directional long run causality between electricity consumption and economic growth if the panel data procedure is implemented these empirical findings imply that electricity conservation policies through both rationalizing the electricity supply efficiency improvement to avoid the wastage of electricity and managing demand side to reduce the electricity consumption without affecting the end user benefits could be initiated without adverse effect on economic growth the findings on the long run relationship indicate that a sufficiently large supply of electricity can ensure that a higher level of economic growth

electricity consumption real gdp causality nexus evidence from a bootstrapped causality test for 30 oecd countries the goal of this paper is to examine any causal effects between electricity consumption and real gdp for 30 oecd countries we use a bootstrapped causality testing approach and unravel evidence in favour of electricity consumption causing real gdp in australia iceland italy the slovak republic the czech republic korea portugal and the uk the implication is that electricity conservation policies will negatively impact real gdp in these countries however for the rest of the 22 countries our findings suggest that electricity conversation policies will not affect real gdp

disaggregated energy consumption and gdp in taiwan a threshold co integration analysis abstract energy consumption growth is much higher than economic growth for taiwan in recent years worsening its energy efficiency this paper provides a solid explanation by examining the equilibrium relationship between gdp and disaggregated energy consumption under a non linear framework the threshold co integration test developed with asymmetric dynamic adjusting processes proposed by hansen and seo hansen b e seo b 2002 testing for two regime threshold cointegration in vector error correction models journal of econometrics 110 293 318 is applied non linear co integrations between gdp and disaggregated energy consumptions are confirmed except for oil consumption the two regime vector error correction models vecm show that the adjustment process of energy consumption toward equilibrium is highly persistent when an appropriately threshold is reached there is mean reverting behavior when the threshold is reached making aggregate and disaggregated energy consumptions grow faster than gdp in taiwan

the relationship between energy and production evidence from turkish manufacturing industry this paper investigates the relationship between energy and production at the industry level in an emerging market turkey in a multivariate framework the electricity consumption and value added relation is examined in the turkish manufacturing industry while also accounting for labor and fixed investment we find that labor fixed investment electricity consumption and value added are related via three cointegrating vectors the vec results indicate uni directional causality running from electricity consumption to value added generalized impulse response and variance decomposition analyses confirm these results thus energy input appears to be closely related to production hence energy saving technologies and increased energy efficiency may increase the growth in manufacturing value added

a re examination of the relationship between electricity consumption and economic growth in malaysia abstract the purpose of this study is to re investigate the relationship between electricity consumption and economic growth in malaysia from 1972 1 to 2003 4 this study adopted the newly developed ecm based f test kanioura a turner p 2005 critical values for an f test for cointegration in the multivariate model applied economics 37 3 265 270 for cointegration to examine the presence of long run equilibrium relationship through the autoregressive distributed lag ardl model the empirical evidence suggests that electricity consumption and economic growth are not cointegrated in malaysia however the standard granger s test and mwald test suggest that electricity consumption and economic growth in malaysia granger causes each other this finding provides policymakers with a better understanding of electricity consumption and allows them to formulate electricity consumption policy to support the economic development and to enhance the productivity of capital labour and other factors of production for future economic growth in malaysia

the impact of electricity supply on economic growth in sri lanka abstract yang energy econ 22 2000 309 has found a bi directional causal relationship between gross domestic product and electricity consumption in taiwan roc this study applies yang s model to examine the impact of electricity supply on economic growth in sri lanka morimoto and hope an extended cba model of hydro projects in sri lanka 2001 have found that the expected increase in economic output due to increased electricity supply parameter eo plays a crucial role in their cost benefit analysis model this study shows that the application of yang s regression analysis is one possible approach to estimate a better range for the parameter eo the estimated figure is that an extra output of rs 88 000 137 000 us1120 1740 for every 1 mw h increase in electricity supply

electricity consumption and economic growth in seven south american countries abstract this paper attempts to investigate the causal relationship between electricity consumption and economic growth among seven south american countries namely argentina brazil chile columbia ecuador peru and venezuela using widely accepted time series techniques for the period 1975 2006 the results indicate that the causal nexus between electricity consumption and economic growth varies across countries there is a unidirectional short run causality from electricity consumption to real gdp for argentina brazil chile columbia and ecuador this means that an increase in electricity consumption directly affects economic growth in those countries in venezuela there is a bidirectional causality between electricity consumption and economic growth this implies that an increase in electricity consumption directly affects economic growth and that economic growth also stimulates further electricity consumption in that country however no causal relationships exist in peru the documented evidence from seven south american countries can provide useful information for each government with regard to energy and growth policy

economic growth electricity consumption causality in 12 european countries a dynamic panel data approach abstract this paper applies recent panel methodology to investigate the long run and causal relationship between electricity consumption and real gdp for a set of 12 european countries using annual data for the period 1970 2007 the sample countries have moved faster than other neighboring countries towards the creation of a single electricity market over the past 30 years energy prices are also included in the study due to their important role in affecting the above variables thus avoiding the problem of omitted variable bias tests for panel unit roots cointegration in heterogeneous panels and panel causality are employed in a trivariate vecm estimated by system gmm the results show evidence of a long run equilibrium relationship between the three series and a negative short run and strong causality from electricity consumption to gdp as expected there is bidirectional causality between energy prices and gdp and weaker evidence between electricity consumption and energy prices these results support the policies implemented towards the creation of a common european electricity market

causality relationship between electricity consumption and gdp in bangladesh in this paper we examine the causal relationship between the per capita electricity consumption and the per capita gdp for bangladesh using cointegration and vector error correction model our results show that there is unidirectional causality from per capita gdp to per capita electricity consumption however the per capita electricity consumption does not cause per capita gdp in case of bangladesh the finding has significant implications from the point of view of energy conservation emission reduction and economic development

the determinants of coupon usage this paper uses a large sample of survey data to investigate the empirical determinants of coupon usage the broad set of control variables allows for comparisons of the relative importance of indi

electricity consumption and economic growth a time series experience for 17 african countries abstract while the availability of electricity by itself is not a panacea for the economic and social problems facing africa the supply of electricity is nevertheless believed to be a necessary requirement for africa s economic and social development this paper tests the long run and causal relationship between electricity consumption per capita and real gross domestic product gdp per capita for 17 african countries for the period 1971 2001 using a newly developed cointegration test proposed by pesaran et al 2001 and using a modified version of the granger causality test due to toda and yamamoto 1995 the advantage of using these two approaches is that they both avoid the pre testing bias associated with conventional unit root and cointegration tests the empirical evidence shows that there was a long run relationship between electricity consumption per capita and real gdp per capita for only 9 countries and granger causality for only 12 countries for 6 countries there was a positive uni directional causality running from real gdp per capita to electricity consumption per capita an opposite causality for 3 countries and bi directional causality for the remaining 3 countries the result should however be interpreted with care as electricity consumption accounts for less than 4 of total energy consumption in africa and only grid supplied electricity is taken into account

multivariate granger causality between electricity consumption exports and gdp evidence from a panel of middle eastern countries this paper examines the causal relationship between electricity consumption exports and gross domestic product gdp for a panel of middle eastern countries we find that for the panel as a whole there are statistically significant feedback effects between these variables a 1 per cent increase in electricity consumption increases gdp by 0 04 per cent a 1 per cent increase in exports increases gdp by 0 17 per cent and a 1 per cent increase in gdp generates a 0 95 per cent increase in electricity consumption the policy implications are that for the panel as a whole these countries should invest in electricity infrastructure and step up electricity conservation policies to avoid a reduction in electricity consumption adversely affecting economic growth further policy implications are that for the panel as a whole promoting exports particularly non oil exports is a means to promote economic growth and that expansion of exports can be realized without having adverse effects on energy conservation policies

electricity consumption and economic growth in china abstract this paper applies the error correction model to examine the causal relationship between electricity consumption and real gdp for china during 1971 2000 our estimation results indicate that real gdp and electricity consumption for china are cointegrated and there is unidirectional granger causality running from electricity consumption to real gdp but not vice versa in order to overcome the constraints on electricity consumption the chinese government has to speed up the nation wide interconnection of power networks to upgrade urban and rural distribution grids and to accelerate rural electrification

electricity consumption and economic growth in china cointegration and co feature analysis abstract this paper applies the cointegration theory to examine the causal relationship between electricity consumption and real gdp gross demostic product for china during 1978 2004 our estimation results indicate that real gdp and electricity consumption for china are cointegrated and there is only unidirectional granger causality running from electricity consumption to real gdp but not the vice versa then hodrick prescott hp filter is applied to decompose the trend and fluctuation component of the gdp and electricity consumption series the estimation results indicate that there is cointegration between not only the trend components but also the cyclical components of the two series which implies that the granger causality is probably related with the business cycle the estimation results are of policy implication to the development of electric sector in china

a note on the causal relationship between energy and gdp in taiwan abstract this paper re examines the causality between energy consumption and gdp by using updated taiwan data for the period 1954 1997 as a secondary contribution we investigate the causal relationship between gdp and the aggregate as well as several disaggregate categories of energy consumption including coal oil natural gas and electricity applying granger s technique we find bidirectional causality between total energy consumption and gdp we find further that different directions of cause exist between gdp and various kinds of energy consumption

electrical energy usage over the business cycle causality from macroeconomic conditions to electrical usage overall and in the residential commercial industrial and other sectors is examined the paper shows that changes in macroeconomic conditions cause significant changes in electrical usage in the commercial and industrial sectors and overall in addition the paper shows that causality occurs at business cycle frequencies and that there are asymmetries over the business cycle an implication is that forecasts used to assess the probability of exceeding capacity constraints should incorporate forecasts of macroeconomic conditions asymmetries over the cycle and how the commercial and industrial sectors will respond to such changes

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

electricity consumption growth nexus evidence from panel data for transition countries abstract this paper investigates the long run relationship and causality issues between electricity consumption and economic growth in 15 transition countries albania belarus bulgaria czech republic estonia latvia lithuania macedonia moldova poland romania russian federation serbia slovak republic and ukraine by using the pedroni panel cointegration method for the 1990 2006 period results suggest that the pedroni panel cointegration tests do not confirm a long term equilibrium relationship between electricity consumption per capita and real gdp per capita moreover since no cointegration was found error correction mechanisms plus causality tests cannot be run for further steps in the long term to investigate the causality between electricity consumption and economic growth overall it can be said that the electricity consumption related policies have no effect or relation on the level of real output in the long run for these countries as a conclusion the literature has conflicting results and there is no consensus either on the existence or the direction of causality between electricity consumption and economic growth thus the findings of this study have important policy implications and it shows that this issue still deserves further attention in future research

causality between income and emission a country group specific econometric analysis abstract empirical studies of the environmental kuznets curve ekc examine the presence or otherwise of an inverted u shaped relationship between the level of pollution and the level of income customarily in the diagram of ekc the level of income is shown on the horizontal axis and that of pollution on the vertical axis thus it is presumed that the relationship between income and pollution is one of unidirectional causality with income causing environmental changes and not vice versa the validity of this presumption is now being questioned it is being asserted that the nature and direction of causality may vary from one country to the other in this paper we present the results of a study of income co 2 emission causality based on a granger causality test to cross country panel data on per capita income and the corresponding per capita co 2 emission data briefly our results indicate three different types of causality relationship holding for different country groups for the developed country groups of north america and western europe and also for eastern europe the causality is found to run from emission to income for the country groups of central and south america oceania and japan causality from income to emission is obtained finally for the country groups of asia and africa the causality is found to be bi directional the regression equations estimated as part of the granger causality test further suggest that for the country groups of north america and western europe the growth rate of emission has become stationary around a zero mean and a shock in the growth rate of emission tends to generate a corresponding shock in the growth rate of income in contrast for the country groups of central and south america oceania and japan a shock in the income growth rate is likely to result in a corresponding shock in the growth rate of emission finally causality being bi directional for the country groups of asia and africa the income and the emission growth rates seemed to reinforce each other

income and emission a panel data based cointegration analysis this paper presents the results of an investigation of the causality issue of incomeemission relationship based on time series econometric techniques of unit root test cointegration and related error correction model for a panel data set here the nature of causality between per capita co2 emission pcco2 and per capita gdp pcgdp has been examined using a cross country panel data set covering 88 countries for the period 1960 90 using the panel unit root test procedure of im et al 1997 ips we have found that the hypothesis of unit root i e non stationarity of the time series of pcgdp and pcco2 can not be rejected for individual country groups as both the variables are found to follow i 1 process we next have performed the panel data co integration test and finally we have estimated the ecm for these country groups for which significant income emission cointegration was obtained to explore the nature of dynamics implicit in the given panel data set our findings suggest that there is more or less a bi directional causal relationship between income pcgdp and co2 emission pcco2 for africa central america america as a whole eastern europe western europe europe as a whole and the world as a whole that means the movement of the one variable directly affects the other variable through a feedback system thus the policy makers should be cautious to make proper decision about the control of emission level

the causal relationship between electricity consumption and economic growth in the asean countries abstract this paper investigates the causal relationship between electricity consumption and economic growth among the association of south east asian nations asean 4 members namely indonesia malaysia singapore and thailand using modern time series techniques for the period 1971 2002 the results indicate that there is a bi directional causality between electricity consumption and economic growth in malaysia and singapore this means that an increase in electricity consumption directly affects economic growth and that economic growth also stimulates further electricity consumption in the two countries however uni directional causality runs from economic growth to electricity consumption in indonesia and thailand without any feedback effect thus electricity conservation policies can be initiated without deteriorating economic side effects in the two countries

electricity consumption and economic growth bounds and causality analyses of opec members this paper investigates the relationship between electricity consumption and economic growth for opec members the bounds test yields evidence of a long run relationship between electricity consumption and economic growth for all opec members causality results suggest that economic growth is dependent on electricity consumption in five countries less dependent in three countries and independent in three countries because these countries do not necessarily share similar political and economic traits no single universal policy implication can be inferred from the results the disparities across these causality results therefore stress the importance of formulating causality explanations while taking into account the particularities of individual countries rather than blindly applying the conventional interpretations

electricity consumption and economic growth evidence from korea abstract this paper investigates the short and long run causality issues between electricity consumption and economic growth in korea by using the co integration and error correction models it employs annual data covering the period 1970 2002 the overall results show that there exists bi directional causality between electricity consumption and economic growth this means that an increase in electricity consumption directly affects economic growth and that economic growth also stimulates further electricity consumption

energy consumption and economic activities in iran abstract the causal relationship between overall gdp industrial and agricultural value added and consumption of different kinds of energy are investigated using vector error correction model for the case of iran within 1967 2003 a long run unidirectional relationship from gdp to total energy and bidirectional relationship between gdp and gas as well as gdp and petroleum products consumption for the whole economy was discovered causality is running from value added to total energy electricity gas and petroleum products consumption and from gas consumption to value added in industrial sector the long run bidirectional relations hold between value added and total energy electricity and petroleum products consumption in the agricultural sector the short run causality runs from gdp to total energy and petroleum products consumption and also industrial value added to total energy and petroleum products consumption in this sector

electricity consumption and economic growth evidence from turkey abstract this study investigates the causal relationship between electricity consumption and real gdp in turkey during the period of 1950 2000 both of the series were found to be a stationary process around a structural break by the zivot and andrews test thus two different methodologies have been employed to test the granger non causality the dolado lutkepohl test using the vars in levels and the standard granger causality test using the detrended data both tests have yielded a strong evidence for unidirectional causality running from the electricity consumption to the income this implies that the supply of electricity is vitally important to meet the growing electricity consumption hence to sustain the economic growth in turkey

electricity consumption growth nexus the case of malaysia abstract the goal of this paper is to model the relationship between electricity consumption and real gross domestic product gdp for malaysia in a bivariate and multivariate framework we use time series data for the period 1971 2003 and apply the bounds testing approach to search for a long run relationship our results reveal that electricity consumption real gdp and price share a long run relationship the results of the autoregressive distributed lag ardl estimates of long run elasticity of electricity consumption on gdp are found to be around 0 7 and statistically significant finally in the short run the results of the causality test show that there is a unidirectional causal flow from electricity consumption to economic growth in malaysia from these findings we conclude that malaysia is an energy dependent country leading us to draw some policy implications this paper adds support and validity thus reducing the policy makers concern on the ambiguity of the electricity and growth nexus in malaysia

electricity consumption and economic growth in india abstract this paper tries to examine the granger causality between electricity consumption per capita and gross domestic product gdp per capita for india using annual data covering the period 1950 51 to 1996 97 phillips perron tests reveal that both the series after logarithmic transformation are non stationary and individually integrated of order one this study finds the absence of long run equilibrium relationship among the variables but there exists unidirectional granger causality running from economic growth to electricity consumption without any feedback effect so electricity conservation policies can be initiated without deteriorating economic side effects

structural breaks energy consumption and economic growth revisited evidence from taiwan abstract this paper studies the stability between energy consumption and gdp for taiwan during 1954 2003 we use aggregate as well as various disaggregate data of energy consumption including coal oil gas and electricity to employ the unit root tests and the cointegration tests allowing for structural breaks our main findings are first though gas consumption seems to have structural breaks in the 1960s after considering the structural breaks the series is a stationary variable when taiwan adopted its expansionary export trade policy second we find that different directions of causality exist between gdp and various kinds of energy consumption the empirical result shows unanimously in the long run that energy acts as an engine of economic growth and that energy conservation may harm economic growth third the cointegration between energy consumption and gdp is unstable and some economic events may affect the stability overall we do find the structural breakpoints and they look to match clearly with the corresponding critical economic incidents

electricity use and economic development abstract a study of the relationship between electricity use and economic development in over one hundred countries constituting over 99 of the global economy has been undertaken correlations between electricity consumption capita and gdp capita have been analysed and compared with those between total primary energy supply capita and gdp capita a supporting analysis has correlated the proportion of energy used in the form electricity the e e ratio with gdp capita the general conclusions of this research are that wealthy countries have a stronger correlation between electricity use and wealth creation than do poor countries and that for the global economy as a whole there is a stronger correlation between electricity use and wealth creation than there is between total energy use and wealth the study also shows that in wealthy countries the increase in wealth over time correlates with an increase in the e e ratio the results imply that the energy ratio toe should be replaced by the electricity ratio kwh as a development indicator and more precisely by the e e ratio kwh toe

the electricity consumption and gdp nexus for the fiji islands fiji is a small open island economy dependent on energy for its growth and development hence the relationship between energy consumption and economic growth is crucial for fiji s development in this paper we investigate the nexus between electricity consumption and economic growth for fiji within a multivariate framework through including the labour force variable we use the bounds testing approach to cointegration and find that electricity consumption gdp and labour force are only cointegrated when gdp is the endogenous variable we use the granger causality f test and find that in the long run causality runs from electricity consumption and labour force to gdp implying that fiji is an energy dependent country and thus energy conservation policies will have an adverse effect on fiji s economic growth

energy consumption and economic growth evidence from china at both aggregated and disaggregated levels using a neo classical aggregate production model where capital labor and energy are treated as separate inputs this paper tests for the existence and direction of causality between output growth and energy use in china at both aggregated total energy and disaggregated levels as coal oil and electricity consumption using the johansen cointegration technique the empirical findings indicate that there exists long run cointegration among output labor capital and energy use in china at both aggregated and all three disaggregated levels then using a vec specification the short run dynamics of the interested variables are tested indicating that there exists granger causality running from electricity and oil consumption to gdp but does not exist granger causality running from coal and total energy consumption to gdp on the other hand short run granger causality exists from gdp to total energy coal and oil consumption but does not exist from gdp to electricity consumption we thus propose policy suggestions to solve the energy and sustainable development dilemma in china as enhancing energy supply security and guaranteeing energy supply especially in the short run to provide adequate electric power supply and set up national strategic oil reserve enhancing energy efficiency to save energy diversifying energy sources energetically exploiting renewable energy and drawing out corresponding policies and measures and finally in the long run transforming development pattern and cut reliance on resource and energy dependent industries

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

disaggregate energy consumption and industrial production in south africa abstract this paper tries to assess the relationship between disaggregate energy consumption and industrial output in south africa by undertaking a cointegration analysis using annual data from 1980 to 2005 we also investigate the causal relationships between the various disaggregate forms of energy consumption and industrial production our results imply that industrial production and employment are long run forcing variables for electricity consumption applying the toda h y yamamoto t 1995 statistical inference in vector autoregressions with possibly integrated processes journal of econometrics 66 225 250 technique to granger causality we find bi directional causality between oil consumption and industrial production for the other forms of energy consumption there is evidence in support of the energy neutrality hypothesis there is also evidence of causality between employment and electricity consumption as well as coal consumption causing employment