the economic consequences of reduced fertilizer use a virtual pricing approach the virtual pricing approach is applied to perform an ex ante analysis of reduced chemical use on agricultural output input demand and profitability aggregate data on indiana agriculture spanning the 1950 86 period are used to estimate parameters of a normalized quadratic profit function using bayesian techiques empirical results on the response of substitute and complementary inputs to a 15 and a 30 fertilizer restriction are obtained and the ad valorem taxes required to accomplish such restriction are calculated

whose price wins institutional and technical change in agriculture the concern for environmental quality has become an increasingly dominant force for institutional and technical change in agriculture more recently surfaceand ground water pollution from agriculture have generated public debate over the economic potential of alternative production systems and the structure of farm policies however the ability to alleviate environmental problems through technical change is predicated upon prices and institutions in agriculture such as farm programs farm producers have little incentive to adopt new more environmentally sound production systems if existing prices and institutions remain unchanged they are more likely to adopt such technologies if institutions and prices adjust to reflect the concerns of environmental and consumer groups in effect whose price wins in the struggle over environmental quality will influence the future direction of technical change in agriculture environmental regulation has been traditionally looser in agriculture than in other sectors of the economy leman and paarlberg 1988 50 thus the farm sector s price for environmental resources has prevailed and farmers have had to worry little about internalizing the effects of their chemicals and soil erosion on ground and surface water stocks low or zero shadow prices of off site water sources have translated into low prices of other agricultural inputs that are linked to water pollution as antle and capalbo 1988 conclude agricultural and environmental policies have helped push u s farmers to adopt technologies that use chemicals and capital intensively partly because of water pollution from agriculture over 16 million in federal and state funds have been allocated to 78 projects under the usda s low input sustainable agriculture lisa program usda csrs 1990 2 this program is designed specifically to develop technologies that reduce the environmental impacts of agriculture production however as ekey and crosson 1988 found currently available alternative farming systems are less profitable tha conventional methods given current prices and government policies in the absence of price and farm program changes new innovations developed under he lisa program will probably face similar obstacles increasing public concern over water quality has sparked a new perhaps stronger conflict over whose price will govern water use bromley 1988 and howe 1980 suggest that the conflicting interests between those well served by existing institutions the farm sector and those bearing unwanted costs the public as represented by environmental and consumer groups are important theoretical and policy issues since conflict is created and mitigated by existing and new technologies and

determinants of electricity consumption function in pakistan old wine in a new bottle abstract the objective of the study is to re investigate the multivariate electricity consumption function for pakistan particularly economic growth foreign direct investment and population growth over a 36 year time period i e between 1975 and 2010 the study employed the bounds testing procedure for cointegration which examines the short run and long run estimates dynamic short run causality test is applied to determine the causality direction between electricity consumption and its determinants by using wald f statistics the results reveal that determinants of electricity consumption function are cointegrated and influx of foreign direct investment income and population growth is positively related to electricity consumption in pakistan however the intensity of these determinants is different on electricity consumption if there is 1 increase in income foreign direct investment and population growth electricity consumption increases by 0 973 0 056 and 1 605 respectively this infers that income foreign direct investment and population growth induce an increase in electricity consumption in pakistan dynamic short run causality test indicates that there has been unidirectional causality which is running from population growth to electricity consumption in pakistan

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

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

electricity consumption and economic growth exploring panel specific differences abstract in this paper we examine the long and short run dynamics between electricity consumption and economic activities using panel data of per capita electricity consumption and per capita gdp of 160 countries for the period of 1980 2010 accounting for the degree of electricity dependence and the level of urbanization furthermore in order to capture the differences in this relationship the full sample is divided into various subsamples based on countries income levels regional locations and oecd memberships this framework is argued and found to be appropriate since the causal links and inferences arising therefrom differ considerably among the subsamples which led us to conclude that the electricity growth nexus is highly sensitive to regional differences countries income levels urbanization rates and supply risks

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

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

human capital adjustments in subjective probabilities and the demand for pest controls in addition to risk aversion farmer behavior in an uncertain environment is governed by subjective probability estimates of random events the estimates given here lend support to the idea that human capital development can improve farmers ability to estimate pest damage probabilities more accurate assessment of subjective probabilities leads to lower pesticide use and increases the use of labor intensive pest controls the human capital variables with the largest effects are formal schooling and farmer experience with smaller impacts from field scouting and extension schools

sustainable development challenges to profession of agricultural economics fundamentally sustainable development is a notion of discipline disciplining our current consumption this sense of intergenerational responsibility is a new political principle a virtue that must now guide economic growth the industrial world has already used so much of the planet s ecological capital that the sustainability of future life is in doubt that can t continue brundtland page 5

social orderings for the assignment of indivisible objects in the assignment problem of indivisible objects with money we study social ordering functions which satisfy the requirement that social orderings should be independent of changes in preferences over infeasible bundles we combine this axiom with efficiency consistency and equity axioms our result is that the only social ordering function satisfying those axioms is the leximin function in money utility

electricity and growth nexus dynamics in singapore fresh insights based on wavelet approach abstract this study examines the empirical relationship of electricity generation egen and economic growth ipi in singapore by using the flexible properties of the wavelet approach this innovative technique allows the decomposition of time series across time scales in this study we used continuous wavelet transform cross wavelet and wavelet coherence ratios to investigate the relationship between egen and ipi by using the monthly data from 1983 1 to 2016 1 results of autoregressive distributed lag and johansen juselius cointegration tests show that there is a significant long run relationship the mentioned variables in singapore furthermore results indicate that there is a unidirectional causal relationship running from egen to ipi in the long run while a bidirectional causal interplays are depicted between the of egen on ipi in medium run thus it can be recommended that government needs to increase electricity generation and further providing and nurturing the expansion of electricity supply in country which will ultimately benefits the economic growth

the electricity consumption versus economic growth of the polish economy abstract the aim of this contribution is an investigation of causal interdependences between electricity consumption and gdp in poland our research was conducted for total electricity consumption as well as for the industrial consumption of electricity in order to reflect the causality between gdp and electricity consumption properly we performed our investigations in a three dimensional framework with employment chosen as an additional variable we used reliable quarterly data from the period q1 2000 q4 2009 in order to check the stability of the causalities the investigations were performed on two samples a full sample and a pre crisis i e q1 2000 q3 2008 subsample we applied both traditional methods and some recently developed econometric tools we found feedback between total electricity consumption and gdp as well as between total electricity consumption and employment we also found unidirectional causality running from industrial electricity consumption to employment and no direct causal links between industrial electricity consumption and gdp in addition all these findings were in general not seriously affected by the financial and economic crises of 2008 a significant exception is the causal effect of industrial electricity consumption on employment which was more pronounced after the crisis of 2008

dynamics of electricity consumption oil price and economic growth global perspective this study uses the data from 157 countries from 1960 to 2014 to analyze the relationship between economic growth electricity consumption oil prices capital and labor the economic growth of developing countries with industrial infrastructure has a more significant association with electricity consumption than oil prices we use oil prices and electricity consumption jointly to study highly predictive observations for economic growth the data are categorized by income oecd and regional levels the panel cointegration long run parameter estimation and pool mean group tests are used to analyze the cointegration and short run and long run relationships between the variables the empirical results indicate the presence of cointegration between the variables the presence of feedback effects between electricity consumption and economic growth oil prices and economic growth is valid these findings confirm that in spite of the oil prices developing countries rely heavily on electricity consumption for economic growth in the short run growth and feedback effects suggest that more vigorous electricity policies should be implemented to attain sustainable economic growth for the long term

power sector reform in developing countries mismatched agendas power sector reform is rapidly spreading across all corners of the developing world at an alarmingly rapid pace while the rationales for reform seem to have gained acceptance among the stakeholders the reform model and process are contested this paper examines the impacts of reform using the promised outcomes as a basis for analysis the ability of reform to meet the developmental challenges facing the reformers is explored it concludes that reform has had some achievements if conventional performance indicators are used but also questions the validity of some of these indicators reform has however not fulfilled many of its goals and the prevailing recipes are likely to leave developing countries socially and economically worse off than in the pre reform period progressive government intervention is needed to shift reform process towards a more responsible development path

a note on the electricity growth nexus in lao pdr abstract this paper investigates the relationship between electricity consumption and economic growth in laos by applying the ardl bounds testing approach to cointegration and granger causality tests our results confirm the existence of a long run relationship between electricity consumption and economic growth in addition we found unidirectional causality running from economic growth to electricity consumption in the long run supporting the conservation hypothesis

residential and non residential electricity dynamics abstract this paper uses u s panel data to instrument and examine the dynamics of electricity within the world market while separating between both residential and non residential electricity consumptions during the time period of 1990 2014 to better assess the true differences within each causal relationship all panel data has been separated into one full panel and three subpanels of high middle and low income the empirical framework used consists of various tests that identify the existence of cross sectional dependency a pesaran panel unit root test a westerlund panel cointegration test and the dumitrescu hurlin method of the granger causality test furthermore this paper utilizes dols to estimate any long run elastic relations between real gdp and residential or non residential electricity consumption based on the results this paper determines that no long run relationship exists between non residential electricity consumption and economic growth throughout and that the relationship between residential electricity consumption and economic growth possesses unit elastic behavior in the long run other findings throughout imply causality moves from economic growth in the direction of residential electricity consumption for all panels

income level and the energy consumption gdp nexus evidence from sub saharan africa this study tests the relationship between energy consumption and economic growth in sub saharan africa using a panel co integration approach country level time series data of energy consumption and economic growth are pooled and used to estimate the model sub saharan african countries in the sample are classified into low income and middle income countries the findings support the neutrality hypothesis in the short run except for middle income countries and a strong causation running in both directions is found in the long run the different results for low and middle income countries provide evidence of the importance of income level in the causal relationship this study helps to explain the interdependence of energy consumption and economic growth in sub saharan africa results are critical in formulating sustainable development policies that are geared to the efficient allocation of resources which are expected to increase access to energy services in the study region

does portuguese economy support crude oil conservation hypothesis abstract this paper examines cointegration relationships and granger causality nexus in a trivariate framework among oil consumption economic growth and international oil price in portugal for this purpose we employ two granger causality approaches the johansen cointegration test and vector error correction model vecm and the toda yamamoto approaches cointegration test proves the existence of a long run equilibrium relationship among these variables and vecm and toda yamamoto granger causality tests indicate that there is bidirectional causality between crude oil consumption and economic growth feed back hypothesis therefore the portuguese economy does not support crude oil conservation hypothesis consequently policymakers should consider that implementing oil conservation and environmental policies may negatively impact on the portuguese economic growth

low input agriculture trends goals and prospects for input use low input agriculture lia has reemerged as an issue of the day it was last a topical issue during the 1970s energy crisis when the focus was on reducing our reliance on petroleumbased inputs klepper et al lia s current popularity is similarly motivated but supported by growing evidence of environmental and health risks from agrichemicals the drop in commodity prices and farm equity value which occurred between 1981 87 has rekindled interest in developing cost reducing technologies accumulated evidence on groundwater quality effects of nitrogen fertilizer and pesticides nielsen and lee has triggered numerous state and federal proposals and administrative actions with respect to agrichemicals and the environment concerns about costs of production and environmental effects are formalized in a recent u s department of agriculture usda statement which supports research and education on alternative farming systems that decrease or optimize the use of purchased inputs and that can increase net cash returns through decreased costs of production and may effectively improve the competitive position of the farmer and decrease the potential for adverse environmental impacts usda we question whether widespread employment of systems that concurrently meet these multiple objectives can occur under existing technology farm policy and economic conditions our argument rests on two basic assumptions profit maximization is a strong motivation for production decisions and externality issues are the driving force for public ncouragement of intervention to selectively reduce purchased input use we hypothesize that current high demand for agrichemicals coincides with profit maximizing levels of input use to the extent that empirical evidence supports this hypothesis the real debate involves the forms of intervention available to internalize externalities

electricity consumption oil price and economic growth global perspective abstract the study uses the panel data of 210 countries over the period 1960 2014 to analyze the empirical relationship between economic growth electricity consumption oil price gross fixed capital formation and population while the current literature on the topic focus largely on relationship between oil consumption and economic growth while only a few presented the research studying relationship between electricity and economic growth we used oil price and electricity consumption jointly to study the highly predictive observer for economic growth furthermore the data is categorized into income oecd regional level renewable energy consumption level and oil export import countries pedroni panel cointegration fully modified ols and panel vector error correction test apply to analyze the cointegration short run and the long run relationship between the variables the results of full panel confirm a bidirectional relationship between electricity consumption and gdp oil price and gdp fixed capital formation population and gdp moreover the results confirm that countries using non renewable sources for electricity generating such as through coal and oil the electricity consumption of these countries exhibit a negative relationship with the economic growth furthermore the finding varies across income oecd and regional renewable energy consumption level

foreign direct investment pollution and economic growth evidence from malaysia the bounds test developed by pesaran et al 2001 is applied to examine the existence of a long run relationship between foreign direct investment fdi inflows pollution and output of malaysia granger causality tests are also utilized to test for the presence of the short run and long run causal relationship between these variables both fdi inflows and pollution have short run causal relationship on output output only has long run causal relationship on fdi inflows

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

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

examining the economic impact of covid 19 in india through daily electricity consumption and nighttime light intensity abstract the covid 19 pandemic has disrupted economic activity in india adjusting policies to contain transmission while mitigating the economic impact requires an assessment of the economic situation in near real time and at high spatial granularity this paper shows that daily electricity consumption and monthly nighttime light intensity can proxy for economic activity in india energy consumption is compared with the predictions of a consumption model that explains 90 percent of the variation in normal times energy consumption declined strongly after a national lockdown was implemented on march 25 2020 and remained a quarter below normal levels throughout april it recovered subsequently but electricity consumption remained lower even in september not all states and union territories have been affected equally while electricity consumption halved in some it declined very little in others part of the heterogeneity is explained by the prevalence of covid 19 infections the share of manufacturing and return migration during the national lockdown higher covid 19 infection rates at the district level were associated with larger declines in nighttime light intensity without effectively reducing the risk of a covid 19 infection voluntary reductions of mobility will hence prevent a return to full economic potential even when restrictions are relaxed together daily electricity consumption and nighttime light intensity allow monitoring economic activity in near real time and high spatial granularity

clean energy growth nexus in sub saharan africa evidence from cross sectionally dependent heterogeneous panel with structural breaks abstract this paper examines the existence and nature of a causality relationship between clean energy consumption and economic growth for a panel of eleven sub saharan african countries over the period 1971 2007 we apply the panel unit root test that accounts for the presence of multiple structural breaks 13 and the newly developed panel cointegration methodology which allows for cross section dependence and multiple structural breaks 38 as well as a bootstrap corrected granger causality test the estimation results show that there is cointegration between clean energy consumption and economic growth further the results from the panel causality tests indicate that there is indeed a unidirectional granger causal flow from clean energy consumption to economic growth

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

the electricity consumption and economic growth nexus evidence from greece abstract this paper attempts to cast light into the relationship between electricity consumption and economic growth in greece in a multivariate framework for this purpose we used cointegration techniques and the vector error correction model in order to capture short run and long run dynamics over the sample period 1970 2011 the empirical results reveal that in the long run electricity demand appears to be price inelastic and income elastic while in the short run the relevant elasticities are below unity we also argue that the causal relationship between electricity consumption and economic growth in greece is bi directional our results strengthen the notion that greece is an energy dependent country and well directed energy conservation policies could even boost economic growth furthermore the implementation of renewable energy sources should provide significant benefits ensuring sufficient security of supply in the greek energy system this evidence can provide a new basis for discussion on the appropriate design and implementation of environmental and energy policies for greece and other medium sized economies with similar characteristics

energy demand convergence in apec an empirical analysis this paper empirically examines the cross country convergence of per capita energy and electricity usage in apec a significant economic bloc to this end the study applies conventional panel unit root tests and sequential panel selection model spsm procedure based on the panel kss unit root with a fourier function for robustness analysis the results from conventional unit root test results indicate that per capita energy usage and electricity consumption are converging for all apec countries in line with improving living standards in apec the findings also provide some support for policies to promote energy integration among apec countries according to spsm analysis evidence of energy convergence is found for 15 out of 19 apec countries and evidence of electricity convergence is found for 17 out of 19 apec countries pursuit of policies to achieve energy supply stability can move divergent countries toward convergence

renewable electricity consumption and economic development new findings from the baltic countries abstract this study employed homogeneous and heterogeneous panel methods to examine the relationship between renewable and non renewable electricity consumption and economic development in three transition economies in the baltic region namely estonia latvia and lithuania for the period of 1992 2011 the study put forward four hypotheses to examine the renewable electricity development nexus the findings indicated that there existed a unidirectional causality from the economic development to renewable electricity consumption thus the results obtained from the statistical analyses have provided empirical evidence in support of the conservation hypothesis that postulates that economic development causes the expansion of renewable electricity consumption but not vice versa

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

energy demand economic growth and energy efficiency the bakun dam induced sustainable energy policy revisited abstract in embarking on a dynamic course of economic development and industrial modernism malaysia sees the need to increase its electricity generation capacity through the development of a mega dam project the bakun dam although hydroelectricity generation offers one of the benign options in accommodating the increasing energy consumption per capita in malaysia it is argued that the construction of bakun s dam which involves a complete and irreversible destruction of 69 640 ha of old forest ecosystem remains a difficult and uncertain endeavour it is further argued that apart from mega dam technology there are also other means to orchestrate a sustainable energy system in malaysia these include the implementation of demand and supply initiatives such as the deployment of energy saving technology or influencing behavioral change towards a sustainable energy consumption pattern

analyzing the effects of energy action plans on electricity consumption in covenant of mayors signatory municipalities in andalusia permitted deposit due to funding body institutional and governmental policy or mandate may be required to comply with embargo periods of 12 months to 48 months

electricity demand elasticities and temperature evidence from panel smooth transition regression with instrumental variable approach abstract this study applies a non linear model i e the recently developed panel smooth transition regression pstr model and takes into account the potential endogeneity biases to investigate the demand function of electricity for 24 oecd countries from the period 1978 2004 our empirical results demonstrate that there is a strongly non linear link among electricity consumption real income electricity price and temperature a result that is new to the literature as real income rises electricity consumption rapidly increases first and after the level of real income exceeds approximately us 2500 its increasing rate turns slow down an increase in electricity price has a negative or no influence on electricity consumption evidence of a u shaped relationship between electricity consumption and temperature is supported and the threshold value of temperature is approximately 53 f which is endogenously determined furthermore the estimated elasticities of time dynamic indicate that electricity demand is income inelastic price inelastic and temperature inelastic as time goes on the absolute elasticities of electricity demand gradually decrease with respect to real gdp and electricity price whereas they gradually increase with respect to temperature suggesting that the impact of temperature on electricity demand is becoming more important in recent years

a literature survey on energy growth nexus abstract this paper provides a survey of the recent progress in the literature of energy consumption economic growth and electricity consumption economic growth causality nexus the survey highlights that most empirical studies focus on either testing the role of energy electricity in stimulating economic growth or examining the direction of causality between these two variables although the positive role of energy on growth has become a stylized fact there are some methodological reservations about the results from these empirical studies a general observation from these studies is that the literature produced conflicting results and there is no consensus neither on the existence nor on the direction of causality between energy consumption electricity consumption and economic growth as a policy implication to avoid from conflicting and unreliable results the authors may use the autoregressive distributed lags bounds test two regime threshold co integration models panel data approach and multivariate models including new variables such as real gross fixed capital formation labor force carbon dioxide emissions population exchange rates interest rates etc thus the authors should focus more on the new approaches and perspectives rather than by employing usual methods based on a set of common variables for different countries and different intervals of time

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