increasing dominance with no efficiency effect abstract i uncover a new force towards increasing dominance the property whereby in dynamic games the leader tends to increase his or her lead in expected terms the new effect results from the strategic choice of covariance in races i assume that players must choose not the amount of resources to spend but how to allocate those resources i show that in equilibrium the laggard chooses a less promising path in effect trading off lower expected value for lower correlation with respect to the leader this results in increasing dominance and holds true even if no joint payoff or efficiency effect is present journal of economic literature classification numbers c7 l1

public opinion and foreign aid cuts in economic crises economic crises generally lead to reductions in foreign aid however the widely held view that budgetary constraints caused by economic crises reduce aid is inaccurate because donor government outlays actually tend to increase we develop an argument that aid cuts occur because voters place a lower priority on aid during economic downturns and politicians respond by cutting aid using data from eurobarometer we demonstrate that economic downturns lead to reduced public support for helping the poor abroad these findings are robust across a large number of alternative specifications our findings have implications for how advocates may prevent aid reductions during economic recessions

energy consumption and gdp in developing countries a cointegrated panel analysis in this paper we re investigate the co movement and the causality relationship between energy consumption and gdp in 18 developing countries using data for the period 1975 to 2001 recently developed tests for the panel unit root heterogeneous panel cointegration and panel based error correction models are employed the empirical results provide clear support of a long run cointegration relationship after allowing for the heterogeneous country effect the long run relationship is estimated using a full modified ols the evidence shows that long run and short run causalities run from energy consumption to gdp but not vice versa this result indicates that energy conservation may harm economic growth in developing countries regardless of being transitory or permanent

the causality relationship between energy consumption and gdp in g 11 countries revisited abstract this paper explores whether energy conservation policies can be implemented in countries with the same level of development that is is restraining energy consumption without compromising economic growth feasible in all industrialized countries a new granger non causality testing procedure developed by toda and yamamoto 1995 journal of econometrics 66 225 250 is applied to re investigate the relationship if any between energy consumption and income in 11 major industrialized countries the results clearly do not support the view that energy consumption and income are neutral with respect to each other except in the case of the united kingdom germany and sweden where a neutral relationship is found bi directional causality in the united states and uni directional running from energy consumption to gdp in canada belgium the netherlands and switzerland are found this indicates that energy conservation may hinder economic growth in the latter five countries further the causality relationship appears to be uni directional but reversed for france italy and japan which implies that in these three countries energy conservation may be viable without being detrimental to economic growth

energy consumption and economic growth evidence from 11 sub sahara african countries abstract the paper examines the causal relationship between energy consumption and economic growth for eleven countries in sub saharan africa using the autoregressive distributed lag ardl bounds test the study finds that energy consumption is cointegrated with economic growth in cameroon cote d ivoire gambia ghana senegal sudan and zimbabwe moreover this test suggests that energy consumption has a significant positive long run impact on economic growth in ghana kenya senegal and sudan granger causality test based on vector error correction model vecm shows bi directional relationship between energy consumption and economic growth for gambia ghana and senegal however granger causality test shows that economic growth granger causes energy consumption in sudan and zimbabwe the neutrality hypothesis is confirmed in respect of cameroon and cote d ivoire the same result of no causality was found for nigeria kenya and togo the result shows that each country should formulate appropriate energy conservation policies taking into cognizance of her peculiar condition

a model of the evolution of duopoly does the asymmetry between firms tend to increase or decrease this paper is an attempt to identify some of the factors that affect the evolution of market structure in a model of dynamic competition between two firms the stochastic evolution of the state of competition depends on the respective effort rates of the firms the question is whether the current leader works harder than the laggard does the gap between firms tend to increase or decrease we show that several effects are at work the state tends to evolve in the direction where joint payoffs are greater since joint payoffs are related to joint product market profits less joint effort costs there are two classes of effect the joint profit effect and various joint cost effects the latter result in part from the pattern of profits and in part from endpoint effects that give relief from efforts asymptotic expansions illuminate these influences moreover we show by numerical simulation that there is another kind of joint cost effect the pattern of joint effort costs can influence the pattern of evolution of market structure and the evolution of the pattern of market structure can influence the pattern of efforts in a mutually self reinforcing manner in particular there may be equilibria in which this last effect means that the laggard works harder than the leader even though all the other effects work in favour of the leader

cognitive performance in competitive environments evidence from a natural experiment competitive situations that involve cognitive performance are widespread in labor markets schools and organizations including test taking competition for promotion in firms and others this paper studies cognitive performance in a high stakes competitive environment the analysis takes advantage of a natural experiment that randomly allocates different emotional states across professional subjects competing in a cognitive task the setting is a chess match where two players play an even number of chess games against each other alternating the color of the pieces white pieces confer an advantage for winning a chess game and who starts the match with these pieces is randomly decided the theoretical analysis shows that in this setting there is no rational reason why winning frequencies should be better than 50 50 in favor of the player drawing the white pieces in the first game yet we find that observed frequencies are about 60 40 differences in performance are also stronger when the competing subjects are more similar in cognitive skills we conclude that the evidence is consistent with the hypothesis that psychological elements affect cognitive performance in the face of experience competition and high stakes

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

the learning curve market dominance and predatory pricing sufficient conditions for id and iid are given in the case of two step learning in which a firm reaches the bottom of its learning curve after just two sales however examples are also constructed for the two step learning case in which neither id nor iid holds it is also shown that in equilibrium iid implies that learning is privately disadvantageous although it is socially advantageous finally introducing avoidable fixed costs and possible exit into the model yields a new theory of predatory pricing based on the learning curve hypothesis

energy consumption and economic growth in the next 11 countries the bootstrapped autoregressive metric causality approach abstract departing from previous literature using bootstrapped autoregressive metric causality approach which is more robust against non stationarity and break problems than lag augmented tests this study analyzes causal relation between economic growth and energy consumption in the next 11 countries estimating a trivariate model consisting of gdp per capita energy consumption per capita and gross capital formation it was found that the neutrality hypothesis is valid for all of the countries except for turkey these findings imply that energy conservation oriented policies should be implemented in bangladesh egypt indonesia iran korea mexico pakistan and philippines in the case of turkey a unidirectional causal nexus was found from energy consumption to economic growth since the growth hypothesis is valid energy conservation policy poses an obstacle for economic growth in turkey

can china meet its 2020 economic growth and carbon emissions reduction targets abstract as a developing country china faces the dual challenges of economic development and environment protection this study analyzes whether the chinese government will be able to implement this win win goal and how to achieve it in 2020 the results show that 1 the annual contribution rates to gdp of comprehensive factors human capital fixed capital fossil energy and non fossil energy during 1991 2013 were 33 97 14 17 15 47 14 91 and 21 47 respectively china s economic growth mainly depends on fixed capital investment and the output elasticity of human capital to gdp is the highest 2 fossil energy consumption could be reduced by increasing human capital investment based on the substitution elasticity of human capital for fossil energy simultaneously the technological progress of fixed capital and fossil energy is slower than that of non fossil energy which is conducive to the dual goals of economic growth and carbon emissions reduction 3 to reach these goals in 2020 the inputs of human capital fixed capital fossil energy and non fossil energy must increase by 12 05 16 89 1 29 times and 74 67 of the 2013 levels by 2020 4 this study analyzes the means and conditions for china to meet their goal in terms of these constraints and finds that technological progress is the key to meeting the economic growth and carbon emissions goals in 2020

energy gdp relationship revisited an example from gcc countries using panel causality abstract this work investigates the causality relationship between gross domestic product gdp and energy consumption in the six countries of the gulf cooperation council gcc recently developed panel cointegration and causality techniques are used to uncover the direction of energy gdp causality in the gcc empirical results indicate a unidirectional causality running from gdp to energy consumption evidence shows no support for the hypothesis that energy consumption is the source of gdp growth in the gcc countries such results suggest that energy conservation policies may be adopted without much concern about their adverse effects on the growth of gcc economies

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

does financial development lead economic growth a vector auto regression appraisal using a vector autoregression var approach several hypotheses are re examined suggested by the literature concerning the relationship between financial development and economic growth investment and productivity the models use quarterly time series data from ten oecd countries and china innovation accounting or variance decomposition and impulse response function analysis is applied to examine interrelationships between variables in the var system and therefore differs from the more usual granger causality approach in particular it examines the relationship between financial development proxied by total credit at best weak support is found for the hypothesis that financial development leads economic growth

technology adoption hysteresis and absence of lock in we introduce a simple model of technology adoption with overlapping generations of players technologies generate network effects and players are both backward and forward looking we use results from the supermodular games literature to guarantee equilibrium existence and uniqueness in line with the empirical literature the equilibrium adoption path exhibits hysteresis and technologies cannot lock in we characterize the expected time of adoption which can be seen as a measure of technology dominance

go for broke or play it safe dynamic competition with choice of variance we consider a differential game in which the joint choices of the two players influence the variance but not the mean of the one dimensional state variable we show that a pure strategy perfect equilibrium in stationary markov strategies me exists and has the property that patient players choose to play it safe when sufficiently ahead and to take risks when sufficiently behind we also provide a simple condition that implies both players choose risky strategies when neither one is too far ahead a situation that ensures a dominant player emerges quickly

a multivariate cointegration analysis of the role of energy in the us macroeconomy abstract this paper extends my previous analysis of the causal relationship of gdp and energy use in the usa in the post war period a majority of the relevant variables are integrated justifying a cointegration analysis the results show that cointegration does occur and that energy input cannot be excluded from the cointegration space the results are plausible in terms of macroeconomic dynamics the results are similar to my previous granger causality results and contradict claims in the literature based on bivariate models that there is no cointegration between energy and output

causal relationship between energy consumption and gdp growth revisited a dynamic panel data approach abstract this paper uses the panel data of energy consumption and gdp for 82 countries from 1972 to 2002 based on the income levels defined by the world bank the data are divided into four categories low income group lower middle income group upper middle income group and high income group we employ the gmm sys approach for the estimation of the panel var model in each of the four groups afterwards the causal relationship between energy consumption and economic growth is tested and ascertained we discover a in the low income group there exists no causal relationship between energy consumption and economic growth b in the middle income groups lower and upper middle income groups economic growth leads energy consumption positively c in the high income group countries economic growth leads energy consumption negatively after further in depth analysis of energy related data the results indicate that in the high income group there is a great environmental improvement as a result of more efficient energy use and reduction in the release of co2 however in the upper middle income group countries after the energy crisis the energy efficiency declines and the release of co2 rises since there is no evidence indicating that energy consumption leads economic growth in any of the four income groups a stronger energy conservation policy should be pursued in all countries

energy consumption economic growth and prices a reassessment using panel vecm for developed and developing countries this paper reinvestigates the energy consumption gdp growth nexus in a panel error correction model using data on 20 net energy importers and exporters from 1971 to 2002 among the energy exporters there was bidirectional causality between economic growth and energy consumption in the developed countries in both the short and long run while in the developing countries energy consumption stimulates growth only in the short run the former result is also found for energy importers and the latter result exists only for the developed countries within this category in addition compared to the developing countries the developed countries elasticity response in terms of economic growth from an increase in energy consumption is larger although its income elasticity is lower and less than unitary lastly the implications for energy policy calling for a more holistic approach are discussed c 2006 elsevier ltd all rights reserved

portfolio choice in research and development we analyze the effects of a winner take all patent mechanism on the riskiness of the research strategies chosen by competingfirms as well as on thefirms incentives to duplicate research projects nash equilibrium choices are compared with the social optimum in a oneshot simultaneous move game in which competitors choose the riskiness or correlation of their research performances we show that neither society nor firms have any preference for correlation per se while the divergence between social and privately optimal levels of risk depends on skewness characteristics of the probability distribution over discovery dates and on levels of risk aversion

dynamic price competition with network effects i consider a dynamic model of competition between two proprietary networks consumers die and are replaced with a constant hazard rate and firms compete for new consumers to join their network by offering network entry prices i derive a series of results pertaining to a existence and uniqueness of symmetric equilibria b monotonicity of the pricing function e g larger networks set higher prices c network size dynamics increasing dominance vs reversion to the mean and d firm value how it varies with network effects finally i apply my general framework to the study of termination charges in wireless telecommunications i consider various forms of regulation and examine their impact on firm profits and market share dynamics

preemptive patenting and the persistence of monopoly this article takes a different tack and inquires whether institutions such as the patent system create opportunities for firms with monopoly power to maintain their monopoly power the results apply to other situations such as brand identification spatial location and capacity expansion which share the characteristic that early or preemptive actions may lower the returns to potential competitors

economic growth and energy consumption revisited evidence from linear and nonlinear granger causality the relationship between energy consumption and economic growth is considered as an imperative issue in energy economics previous studies have ignored the nonlinear behavior which could be caused by structural breaks in this study both linear and nonlinear granger causality tests are applied to examine the causal relationship between energy consumption and economic growth for a sample of asian newly industrialized countries as well as the u s this study finds evidence supporting a neutrality hypothesis for the united states thailand and south korea however empirical evidence on philippines and singapore reveals a unidirectional causality running from economic growth to energy consumption while energy consumption may have affected economic growth for taiwan hong kong malaysia and indonesia policy implications are also discussed

the impact of financial development on energy consumption in emerging economies abstract financial development is often cited as a very important driver of economic growth in emerging economies and it is thus likely that financial development affects energy demand this study uses generalized method of moments estimation techniques to examine the impact of financial development on energy consumption in a sample of emerging countries several different measures of financial development are examined using a panel data set on 22 emerging countries covering the period 1990 2006 the empirical results show a positive and statistically significant relationship between financial development and energy consumption when financial development is measured using stock market variables like stock market capitalization to gdp stock market value traded to gdp and stock market turnover the implications of these results for energy policy are discussed

dynamic retail price and investment competition we develop a model of retail competition in which retailers select prices and investments in cost reduction an equilibrium is constructed in which several identical firms enter and then engage in a phase of vigorous price competition this phase is concluded with a shakeout as a low price low cost firm comes to dominate the market a central feature of the equilibrium is that low prices are complementary with large investments in cost reduction even though the dominant firm s price rises through time and initially may be below marginal cost we argue that an interpretation of predatory pricing may be inappropriate

tournaments fairness and the prouhet thue morse sequence i introduction mathematician axel thue discovered in thue 1912 the prouhet thue morse sequence while studying avoidable patterns in binary sequences of symbols e g 0 1 this sequence is defined by forming the bitwise negation of the beginning t 0 1 1 0 1 0 0 1 1 0 0 1 0 1 1 0 where 1 is the bitwise negation of 0 1 0 is the bitwise negation of 0 1 1 0 0 1 is the bitwise negation of 0 1 1 0 and so on formally the prouhet thue morse sequence t t o is defined recursively by t sub 0 0 and t sub 2n t sub n t sub 2n 1 t sub n for all n 0 where for u c 0 1 we define u 1 u this sequence t was already implicit in prouhet 1851 and later rediscovered by morse 1921 in connection with differential geometry worldwide interest in this sequence has developed during the past century as research has shown that it is ubiquitous in the scientific literature in fact this sequence occurs as a natural answer to various apparently unrelated questions for instance in combinatorics in differential geometry in number theory e g the prouhet tarry escott problem in group theory e g the burnside problem in real analysis e g the knopp function in the physics literature on controlled disorder and quasi crystals in music in chess in fractals and turtle graphics e g the koch snowflake and in many others see allouche and shallit 1999 for a survey here we note that the prouhet thue morse sequence can also be the natural answer to an important problem in economics how should the order of a sequential tournament competition between two identical agents be determined to make it as fair as possible that is how should the order in a sequential tournament be determined to minimize any advantage that either competitor may have from both an ex ante perspective and an ex post perspective ii analysis tournament competitions are pervasive in real life and often characterize competitive situations such as competitions for promotion in internal labor markets in firms and organizations patent races political elections student competitions in schools penalty shoot outs in soccer chess matches and many others see lazear and rosen 1989 prendergast 1999 and other references therein there are numerous reasons why in a sequential tournament the order may give either a first mover advantage or a second mover advantage see dixit and pindyck 1994 cabral 2002 2003 and other references therein these include psychological reasons if for instance leading or lagging has an impact on the performance of the competing agents apesteguia and palacios huerta 2010 gonzalez diaz and palacios huerta 2011 in other words a given order that is fair from an ex ante perspective e g randomly determined need not be ex post fair if it gives any type of advantage strategic or psychological to either player consider two players a and b that play against each other an even number of times typically a fair coin is used to randomly select the order of play and the order follows a strict alternation of the chance to perform the task e g in penalty shoot outs in soccer color of pieces in chess matches a b a b a b a b a b a b the question we are interested in is the following is there a way to improve the ex post fairness of this sequential order assume now that a coin flip selects a to perform his task first and b second in the first two rounds of a sequential competition what should the order in the next two rounds be to make it ex post fair if the order a b offers any kind of advantage to either player then by reversing the order in the next two rounds we will tend to compensate for that advantage the resulting sequence is a b b a and of course reversing is innocuous if no advantage existed in the first place how about the next four rounds the same principle applies by reversing the order followed up to that point we will tend to compensate for any potential advantage that might have been given to either one of the players until then

energy consumption and economic growth the experience of african countries revisited abstract the aim of this paper is to re examine the causal relationship between energy consumption and economic growth for seventeen african countries in a multivariate framework by including labor and capital as additional variables we apply the variance decomposition analysis due to pesaran and shin pesaran m h and shin y generalised impulse response analysis in linear multivariate models economics letters 1998 58 17 29 to evaluate how important is the causal impact of energy consumption on economic growth relative to labor and capital the results of our multivariate modified granger causality analysis due to toda and yamamoto toda h y and yamamoto t statistical inference in vector autoregressions with possibly integrated process journal of econometrics 1995 66 225 250 tend to reject the neutrality hypothesis for the energy income relationship in fifteen out of the seventeen countries in contrast results of our variance decomposition analyses show that in eleven out of the seventeen countries energy is no more than a contributing factor to output growth and not an important one when compared to capital and labor labor and capital are the most important factors in output growth in fifteen out of the seventeen countries however these results should be interpreted with care as they may not be sufficiently robust enough to support the inference that energy consumption plays a minor role in the economic growth of african countries

psychological pressure in competitive environments evidence from a randomized natural experiment much like cognitive abilities emotional skills can have major eects on performance and economic outcomes this paper studies the behavior of professional subjects involved in a dynamic competition in their own natural environment the setting is a penalty shoot out in soccer where two teams compete in a tournament framework taking turns in a sequence of ve penalty kicks each as the kicking order is determined by the random outcome of a coin ip the treatment and control

energy income causality in oecd countries revisited the key role of capital stock abstract this paper applies a recent advance in panel analysis to estimate the panel cointegration and panel vector error correction models for a set of 22 oecd countries using annual data covering the period 1960 2001 we investigate the relationship between energy consumption and income using an aggregate production function and controlling for the capital stock as well as by exploring the dynamic directions of the causality among these three variables we firstly obtain solid and convincing evidence of a fairly strong long run equilibrium relationship among them secondly it is found that the capital stock is much more productive than energy consumption third it is observed that neglecting the impact of the capital stock on income tends to overestimate the effect of energy consumption finally the panel causality test shows bi directional causal linkages exist among energy consumption the capital stock and economic growth overall the findings reveal that the capital stock plays a critical role in realizing the dynamic relationship between energy and income

market research and innovation strategy in a duopoly we model a duopoly in which ex ante identical firms must decide where to direct their innovation efforts the firms face market uncertainty about consumers preferences for innovation on two product attributes and technology uncertainty about the success of their research and development r d investments firms can conduct costly market research before setting r d strategy we find that the value of market information to a firm depends on whether its rival is expected to obtain this information in equilibrium consequently one firm may forgo market research even though its rival conducts such research and learns the true state of demand we examine both vertical and horizontal demand structures with vertical preferences firms are a priori uncertain about which attribute all consumers will value more in this case a firm that conducts market research always attempts innovation on the attribute it discovers that consumers prefer and expends more on r d than a rival that has not conducted market research with horizontal preferences distinct segments exist each caring about innovation on only one attribute and firms are a priori uncertain how many consumers each segment contains in this case a firm that conducts market research may follow a niche strategy and attempt innovation to serve the smaller segment to avoid intense price competition for the larger segment a firm that conducts market research may therefore invest less in r d and earn lower postlaunch profits than a rival that has forgone such research

and the winner is acquired entrepreneurship as a contest yielding radical innovations new entrants to a market tend to be superior to incumbents in originating radical innovations we provide a new explanation for this phenomenon based on markets for technology it applies in industries where successful entrepreneurial firms or their technologies are acquired by incumbents that then commercialize the innovation to this end we analyze an innovation game between one incumbent and a large number of entrants in the first stage firms compete to develop innovations of high quality they do so by choosing at equal cost the success probability of their rd the bigger the number of entrants the more radical the most radical project generally entrants tend to choose more radical r d approaches and generate the highest value innovation in case of success we illustrate our theoretical findings by a qualitative empirical study of the electronic design automation industry and derive implications for research and management

the snowball effect abstract many economists think that dominant positions unprotected by strategic or operating advantages will tend to decay i demonstrate that that intuition is flawed by devising a model of noncooperative duopoly in which the initially larger competitor monopolizes all investment opportunities even though it is no more efficient than its smaller rival as part of an effort to push up output prices i also present an apparent example of this mechanism at work and discuss the implications for public policy

the great industry gamble market structure dynamics as a survival contest industry dynamics are studied as an endogenous tournament with infinite horizon and stochastic entry in each period firms investments determine their probability of surviving into the next period this generates a survival contest which fuels market structure dynamics while the evolution of market structure constantly redefines the contest more concentrated markets endogenously generate less profit rivals that are more difficult to outlive and more entry the unique steady state distribution exhibits ongoing turbulence correlated exit and entry rates and shakeouts the model s predictions fit empirical findings in markets where firms trade off profits for smaller risk of failure e g banking

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 use and output growth in canada a multivariate cointegration analysis using a neo classical one sector aggregate production technology where capital labor and energy are treated as separate inputs this paper develops a vector error correction vec model to test for the existence and direction of causality between output growth and energy use in canada using the johansen cointegration technique the empirical findings indicate that the long run movements of output labor capital and energy use in canada are related by two cointegrating vectors then using a vec specification the short run dynamics of the variables indicate that granger causality is running in both directions between output growth and energy use hence an important policy implication of the analysis is that energy can be considered as a limiting factor to output growth in canada

is the market biased against risky r d this article analyzes the riskiness of the r d strategies chosen by firms engaged in a winner takes all patent race in contradiction to dasgupta and stiglitz 1980 we show that when the distribution of invention times is symmetric the market equilibrium cannot be safer and may be riskier than is socially optimal we identify the economic reason for the emergence but only if there are few competitors

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