market share and price rigidity abstract survey evidence shows that the main reason why firms keep prices stable is that they are concerned about losing customers or market share we construct a general equilibrium model in which firms care about the size of their customer base firms and customers form long term relationships because consumers incur costs to switch sellers in an environment with sectoral productivity shocks we show that cost pass through is a non monotonic function of the size of switching costs specifically prices tend to become more stable as the fraction of repeat customers increases and the elasticity of the customer base falls

total factor carbon emission performance of the chinese transportation industry a bootstrapped non radial malmquist index analysis this paper proposes a non radial malmquist co2 emission performance index nmcpi for measuring dynamic changes in total factor co2 emission performance over time this index enables the consideration of non radial slacks in the conventional malmquist co2 emission index mcpi the nmcpi is calculated based on a non radial directional distance function derived by several data envelopment analysis dea models furthermore nmcpi could be decomposed into an efficiency change ec index and technological change tc index a bootstrapping approach is conducted to introduce statistical inferences into the nmcpi and its decompositions based on the proposed indices the dynamic co2 emission performance change and its decompositions of the chinese regional transportation industry from 2002 to 2010 are investigated the empirical results demonstrate that the total factor carbon emission performance of the transportation industry as a whole decreased by 32 8 over the period and this reduction was primarily caused by technological decline

productivity growth and biased technological change in hydroelectric dams abstract this paper analyses productivity growth and the nature of technical change in a sample of portuguese hydroelectric generating plants over the period 2001 to 2008 in a first step we employ the luenberger productivity indicator to estimate and decompose productivity change a malmquist productivity index is also used for a comparative purpose the results paint a picture of mixed productivity performance in the portuguese energy sector the first decomposition underlines that in average the productivity variation is explained by the technological change then in a second step we analyse the nature of this technical change by using the recent concept of parallel neutrality briec et al 2006 we observe a global shift in the best practice frontier as well as in the evidence of input bias in technical change

collusion via signalling in simultaneous ascending bid auctions with heterogeneous objects with and without complementarities collusive equilibria exist in simultaneous ascending bid auctions with multiple objects even with large complementarities in the buyers utility functions the bidders collude by dividing the objects among themselves while keeping the prices low in the most collusive equilibrium the complementarities are never realized the scope for collusion however narrows as the ratio between the number of bidders and the number of objects increases

productivity change using growth accounting and frontier based approaches evidence from a monte carlo analysis this study presents some quantitative evidence from a number of simulation experiments on the accuracy of the productivitygrowth estimates derived from growthaccounting ga and frontier based methods namely data envelopment analysis corrected ordinary least squares and stochastic frontier analysis based malmquist indices under various conditions these include the presence of technical inefficiency measurement error misspecification of the production function for the ga and parametric approaches and increased input and price volatility from one period to the next the study finds that the frontier based methods usually outperform ga but the overall performance varies by experiment parametric approaches generally perform best when there is no functional form misspecification but their accuracy greatly diminishes otherwise the results also show that the deterministic approaches perform adequately even under conditions of modest measurement error and when measurement error becomes larger the accuracy of all approaches including stochastic approaches deteriorates rapidly to the point that their estimates could be considered unreliable for policy purposes

total factor productivity and the measurement of technological change tfp is interpreted in the literature in different mutually contradictory ways changes in tfp are shown to measure not technological change only the super normal returns to investing in such change returns that exceed the full opportunity cost of the activity thus in the limit technological change can proceed with unchanged tfp measuring the effects of technological change instead requires counterfactual estimates reasons why changes in tfp are imperfect measures of super normal returns are also studied reasons connected with the timing of output responses the treatment of r d in the national accounts the omission of resource inputs and two types of aggregation la productivite totale des facteurs et la mesure du changement technologique la productivite totale des facteurs ptf est interpretee dans la litterature de manieres differentes et mutuellement contradictoires on montre que les changements dans la ptf ne mesurent pas le changement technologique mais seulement les rendements supra normaux sur les investissements dans de tels changements des rendements qui depassent le plein cout d opportunite de cette activite donc a la limite le changement technologique peut proceder sans que la ptf change mesurer les effets du changement technique reclame des evaluations d hypotheses de rechange les raisons pour lesquelles les changements dans la ptf sont des mesures imparfaites des rendements supra normaux sont aussi etudiees raisons connectees avec la reponse des niveaux de production le traitement de la r d dans les comptes nationaux l omission des intrants de ressources et deux types d agregation

has china s fast industrial growth been efficient an industry level investigation with a newly constructed data set we adopt contemporaneous nonradial and variable returns to scale assumptions in a data envelopment analysis dea exercise to address the inefficiency problem in chinese industries in different policy regimes using a newly constructed data set for 24 chinese manufacturing industries in 1952 2008 while confirming that the central planning period was indeed a graveyard for productivity that entailed severe technical regress and efficiency losses we do not find a steady improvement in efficiency during the reform period despite strong technical progress we argue that the resurgent prominence of the government and the state sector since the late 1990s especially following china s world trade organization accession has obstructed the efficiency improvement

search theoretic models of the labor market a survey we survey the literature on search theoretic models of the labor market we show how this approach addresses many issues including the following why do workers sometimes choose to remain unemployed what determines the lengths of employment and unemployment spells how can there simultaneously exist unemployed workers and unfilled vacancies what determines aggregate unemployment and vacancies how can homogeneous workers earn different wages what are the tradeoffs firms face from different wages how do wages and turnover interact what determines efficient turnover we discuss various modeling choices concerning wage determination and the meeting process including recent models of directed search

optimal fiscal and monetary policy in customer markets a growing body of evidence suggests that ongoing relationships between consumers and firms may be important for understanding price dynamics we investigate whether the existence of such customer relationships has important consequences for the conduct of both long run and short run policy our central result is that when consumers and firms are engaged in long term relationships the optimal rate of price inflation volatility is very low even though all prices are completely flexible this finding is in contrast to those obtained in first generation ramsey models of optimal fiscal and monetary policy which are based on walrasian markets echoing the basic intuition of models based on sticky prices unanticipated inflation in our environment causes a type of relative price distortion across markets such distortions stem from fundamental trading frictions that give rise to long lived customer relationships and makes pursuing inflation stability optimal

exploring the green total factor productivity of china s metallurgical industry under carbon tax a perspective on factor substitution abstract the characteristics of high emissions and high energy consumption in metallurgical industry have brought great challenges to the green and low carbon transition in china as a low carbon economic instrument carbon tax is generally considered to be an effective way to reduce co2 emissions through raising energy cost but whether it will promote the green total factor productivity gtfp of china s metallurgical industry is still unanswered under this background this paper uses provincial panel data over years 2000 2015 to investigate the impact of carbon taxation on gtfp of metallurgical industry from the perspective of inter fuel and inter factor substitution the lock in mechanism is also incorporated in the three stage estimation model to better reflect the asymmetric price response of factors and fuels the results reveal that the slow marketization process of energy price and the rigid demand for energy in china s metallurgical industry hinder the substitution effect of energy the implementation of carbon tax has limited effect on energy saving and co2 reduction in the metallurgical industry of china and levying a carbon tax has a negative effect on gtfp during the research period therefore the government should not achieve co2 reduction targets at the expense of green economic growth gtfp is suggested to be considered in future assessment criteria in the process of transforming to low carbon economy

hierarchical package bidding a paper pencil combinatorial auction we introduce a new combinatorial auction format based on a simple trans parent pricing mechanism tailored for the hierarchical package structure proposed by rothkopf pekec and harstad 1998 to avoid computational complexity this combination provides the feedback necessary for bidders in multi round auctions to discern winning bidding strategies for subsequent rounds and to coordinate re sponses to aggressive package bids the resulting mechanism is compared to two leading alternatives in a series of laboratory experiments involving varying degrees of value synergies based on these wind tunnel tests the fcc has decided to use hierarchical package bidding in the major upcoming 700mhz auction

optimal monetary policy in a phillips curve world abstract in this paper we study optimal monetary policy in a model that integrates the modern theory of unemployment with a liquidity model of monetary transmission two policy environments are considered period by period optimization time consistency and full commitment ramsey allocation when the economy is subject to productivity shocks the optimal policy is pro cyclical we also characterize the long term properties of monetary policy and show that with commitment the optimal inflation rate is inversely related to the bargaining power of workers both results find empirical support in the data

comparing malmquist and hicks moorsteen productivity indices exploring the impact of unbalanced vs balanced panel data abstract we explore the effect of balancing unbalanced panel data when estimating primal productivity indices using non parametric frontier estimators first we list a series of pseudo solutions aimed at making an unbalanced panel balanced then we discuss some intermediate solutions e g balancing 2 years by 2 years furthermore we link this problem with a variety of literatures on infeasibilities statistical inference of non parametric frontier estimators and the index theory literature focusing on the dynamics of entry and exit in industries we then empirically illustrate these issues comparing both malmquist and hicks moorsteen productivity indices on two data sets in particular we test for the differences in distribution when comparing balanced and unbalanced results for a given index and when comparing malmquist and hicks moorsteen productivity indices for a given type of data set the latter tests are crucial in answering the question to which extent the malmquist index can approximate the hicks moorsteen index that has a total factor productivity tfp interpretation finally we draw up a list of remaining issues that could benefit from further exploration

the success of the fed and the death of monetarism i introduction there has been a significant reduction in the macroeonomic volatility in the u s economy during the last 20 yrs the standard deviation of the central bank s target variables like inflation and nominal gross domestic product gdp declined substantially however at the same time the standard deviation of monetary aggregates has increased 1 this unique macroeconomic phenomenon is also associated with the disappearance of correlation between inflation and money growth this is in contrast to the monetarist argument that suggests that an important cause of economic instability is excess variation in the growth rate of money the most famous monetarist prescription for monetary policy is milton friedman s proposal that the growth rate of money should be constant there is however no evidence of falling variations in the growth rate of money over the last 20 yrs in fact the standard deviation of the rate of growth of monetary base has increased from 1 63 during 1960 1982 to 3 1 during 1983 2003 milton friedman in an interview with taylor 2001 pointed out that there was a breakdown in the relationship between money and gdp after 1980 which came along with a dramatic reduction in the variability of growth rate of gdp friedman says i am puzzled about is whether and if so how they suddenly learned how to regulate the economy does alan greenspan have an insight into the movements in the economy and other shocks that the people don t have friedman further says it looks as if somehow in 1991 1992 they were able to install a good thermostat instead of a bad one is alan greenspan a good thermostat compared to other fed chairmen taylor 2001 there is widespread consensus on the effect of monetary policy on inflation in the long run however there is no consensus on how monetary policy affects real output in the short run there is now a consensus among economists that the original monetarist proposition that there is no long run trade off between inflation and unemployment is correct monetarism can also be viewed as the platform from which the rational expectation revolution took off however the monetarist proposition that economic fluctuation is caused by excessively variable monetary growth has largely been abandoned authors like estrella and mishkin 1997 and feldstein and stock 1994 find that monetary aggregates do not have a significant informational content after 1979 and hence cannot be used as an information variable for the stance of monetary policy their finding is also consistent with dwyer 2002 and dwyer and hafer 1999 who find that there is little correlation of inflation and money growth across countries on quarterly and annual bases after 1979 the literature finds significant correlation e g lucas 1980 between money growth and inflation in the pre 1979 period but this correlation has disappeared after 1979 see table 1 and figures 1 4 if stabilization policy makes inflation a constant then there will be no correlation between inflation and policy as no variable is correlated with a constant according to kochin 1973 if the monetary authority is able to stabilize the economy by optimally setting the variability of the control variables e g monetary aggregates and interest rate then there will be no correlation between the goal variable e g inflation and nominal gdp and the control variable even if the policy is not perfect if the policy is too variable and even if it is well timed then a countercyclical policy adopted by the central bank might lead to greater variability in the goal variable as argued by friedman 1953 poole 1993 1994 and tanner 1993 also argue that one predictable consequence of optimal monetary policy is that the correlation between monetary policy instruments and policy goals will be driven to zero poole further contends that it is obvious to any careful reader of theil 1964 that optimally variable policy will give rise to a zero correlation between policy and goal variable

foreign direct investment spillovers and technical efficiency in the indonesian pharmaceutical sector firm level evidence the spillovers of foreign direct investment fdi on domestic firms performances have been highly debated for many years this article contributes to this debate by analysing spillovers effects on technical efficiency of indonesian pharmaceutical sector using a unique unbalanced panel of highly disaggregated at five digit international standard industrial classification isic 210 firms over the period 1990 1995 1001 observations the stochastic production frontier spf and the data envelopment analysis dea based on malmquist productivity indices mpi have been used to test the spillovers effects of fdi on technical efficiency the empirical results from the spf show that foreign firms are more efficient than domestic competitors and the presence of the former increases the inefficiency of the latter similarly the results from the mpi demonstrate that fdi has a negative and significant impact on technical efficiency changes in domestic competitors but generate positive spillovers to domestic s

regional low carbon economy efficiency in china analysis based on the super sbm model with co2 emissions abstract as the largest energy consumer and co 2 emitting country the chinese government is committing to a low carbon economy it is meaningful and contributes to evaluate and analyze the low carbon economy efficiency lcee of china a super slack based measure super sbm model with undesirable outputs as combined with the malmquist productivity index is proposed to measure the lcee and the dynamic low carbon economy efficiency dlcee of 30 provinces in mainland china from 2005 to 2012 the theil index is also used to measure the rationalization level of industrial structure rlis for discussing the improvements to the lcee in china the results indicate that the proposed undesirable outputs super sbm model can effectively rank the sbm ef cient provinces china s regional economic development does not follow a low carbon pattern with an average lcee of 0 517 as a whole the china s economic development is gradually following a low carbon development pattern with an annual lcee improvement of 4 5 the rlis of china is also gradually changing better as well through a comparative analysis of the lcee and rlis the 30 provinces are divided into three sub areas and relevant suggestions are presented for improving the lcee of different sub areas in the future

multi period efficiency and malmquist productivity index in two stage production systems abstract conventional two stage data envelopment analysis dea models measure the overall performance of a production system composed of two stages processes in a specified period of time where variations in different periods are ignored this paper takes the operations of individual periods into account to develop a multi period two stage dea model which is able to measure the overall and period efficiencies at the same time with the former expressed as a weighted average of the latter since the efficiency of a two stage system in a period is the product of the two process efficiencies the overall efficiency of a decision making unit dmu in the specified period of time can be decomposed into the process efficiency of each period based on this decomposition the sources of inefficiency in a dmu can be identified the efficiencies measured from the model can also be used to calculate a common weight global malmquist productivity index mpi between two periods in that the overall mpi is the product of the two process mpis the non life insurance industry in taiwan is used to verify the proposed model and to explain why some companies performed unsatisfactorily in the specified period of time

ascending prices and package bidding further experimental analysis abstract we explore the performance of multi round price guided combinatorial auctions for a previously untested class of value profiles in which synergies arise from shared fixed costs we find that in many cases a simulator that bids straightforwardly does well in predicting auction performance but exceptions arise because human bidders sometimes rely on cues besides prices to guide their package selection and because they sometimes bid aggressively on items for which they have no value in order to increase payments by bidders seeking complementary packages in our experiments this latter behavior not only raises prices but can also improve efficiency by mitigating the threshold problem comparisons between a combinatorial clock auction cca and a simultaneous ascending auction saa are reported

sectoral change catching up and slowing down oecd post war economic growth revisited abstract regression analysis of gdp growth since 1950 on pooled oecd cross sections indicates uniform technological catch up in all sectors but lower marginal labour productivity in agriculture the decline in opportunities to reallocate labour explains some of the post 1973 productivity slowdown

productivity and efficiency change and shareholder value evidence from the spanish banking sector productivity change and shareholder value have been analysed in the banking sector in the last few years although it should be noted that these two important aspects have been studied separately in this regard the main contribution of our study is to link these two lines of research by verifying whether those banks characterized by higher levels of efficiency and productivity change have a higher shareholder value to measure changes in efficiency and productivity we use the malmquist nonparametric technique which is calculated from data envelopment analysis dea linear programming approach the malmquist total factor productivity index enables separation of the catching up effect i e changes over time in technical efficiency from technological change i e the shift of best practice frontier over time due to technological progress our results for a sample of listed spanish banks in the period 2000 to 2004 confirm that those banks with higher efficiency and productivity changes have a higher

money in search equilibrium in competitive equilibrium and in competitive search equilibrium we compare three market structures for monetary economies bargaining search equilibrium price taking competitive equilibrium and price posting competitive search equilibrium we also extend work on the microfoundations of money by allowing a general matching technology and entry we study how equilibrium and the effects of policy depend on market structure under bargaining trade and entry are both inefficient and inflation implies first order welfare losses under price taking the friedman rule solves the first inefficiency but not the second and inflation may actually improve welfare under posting the friedman rule yields the first best and inflation implies second order welfare losses

the impact of environmental expenditures on performance in the u s chemical industry abstract this study analyzes chemical industry companies with environmental expenditures to determine which ones have better financial performance in addition this study uses data envelopment analysis to evaluate the efficiency of firms with and without environmental expenditures this study also utilizes the malmquist productivity index mpi to analyze firms productivity change and a bootstrap method to test whether the indexes are statistically significant finally this study divides chemical industry companies into three main categories based on their products the results of this study provide significant evidence of a relationship between environmental expenditures and financial performance the findings suggest that firms with environmental expenditures have better efficiency and productivity hence the study encourages companies in the industry to put more effort into protecting the environment that can be through practicing cleaner production to create higher benefits

optimal fiscal policy with labor selection this paper characterizes long run and short run optimal scal policy in the labor selection framework quantitatively the time series volatility of the labor income tax rate is orders of magnitude larger than the tax smoothing results based on walrasian labor markets but is a few times smaller than the results based on search and matching labor markets to understand these results in terms of model primitives we develop a welfare relevant analytic concept of externalities for the selection model which we label tightness this concept of tightness is the source of the decentralized economy s inecient cross sectional wage premia between the average newly hired worker and the marginal newly hired worker compared to the traditional concept of labor market tightness in the search and matching literature this new concept of tightness plays a highly similar role and like in the matching model is crucial for understanding eciency and optimal policy

the role of environmental factors in growth accounting this paper explores a relatively new methodology the directional distance function method to analyse productivity growth the method allows us to explicitly evaluate the role that undesirable outputs of the economy such as carbon dioxide and other greenhouse gases have on the frontier production process which we specify as a piecewise linear and convex boundary function we decompose productivity growth into efficiency change catching up and technology change innovation we test the statistical significance of the estimates using recently developed bootstrap methods we also explore implications for growth of total factor productivity in the oecd and asian economies copyright 2004 john wiley sons ltd

regional energy efficiency carbon emission performance and technology gaps in china a meta frontier non radial directional distance function analysis abstract at present china is the largest primary energy consumer and carbon emitter in the world meantime china is a large transitional economy with significant regional gaps against such backgrounds the calculated results of energy and carbon performance indicators may be biased without considering heterogeneity across regions to this end after incorporating region heterogeneity this paper provides detailed information regarding energy efficiency carbon emission performance and the potential of carbon emission reductions from regional perspectives which may be important and useful for policy makers our main findings are as follows firstly there is significant group heterogeneity across regions in china in terms of energy efficiency and carbon emission performance secondly there are no considerable differences between total factor and single factor performance indices since there is limited substitutability between energy inputs and other production inputs finally significant carbon emission reductions can be made by catching up for regions with low energy efficiency and carbon emission performance looking ahead the chinese government should adopt measures to promote improvements in terms of energy efficiency and carbon emission performance in the short term

estimating most productive scale size using data envelopment analysis abstract the relation between the most productive scale size mpss for paparticular input and output mixes and returns to scale for multiple inputs multiple outputs situations is explicitly developed this relation is then employed to extend the applications of data envelopment analysis dea introduced by charnes cooper and rhodes ccr to the estimation of most productive scale sizes for convex production possibility sets it is then shown that in addition to productive inefficiencies at the actual scale size the ccr efficiency measure also reflects any inefficiencies due to divergence from the most productive scale size two illustrations of the practical applications of these results to the estimation of most productive scale sizes and returns to scale for hospitals and stem electric generation plants are also provided emphasize the advantage of this method in examining specific segments of the efficient production surface

productivity change technical progress and relative efficiency change in the public accounting industry we present evidence on components of productivity change in the public accounting industry toward the end of the 20th century using revenue and human resource data from 64 of the 100 largest public accounting firms in the united states for the 1995 1999 period we analyze productivity change technical progress and relative efficiency change over time the average public accounting firm experienced a productivity growth of 9 5 between 1995 and 1999 we find support for the hypothesis that technical progress rather than an improvement in relative efficiency was the reason for this productivity growth firms that were early movers into management advisory services mas and those that emphasized growth in mas over growth in the traditional audit and tax services enjoyed significantly higher productivity growth than their peers these firms also contributed significantly more to the industry s technical progress

eco efficiency of the western taiwan straits economic zone an evaluation based on a novel eco efficiency model and empirical analysis of influencing factors abstract obtaining the most economic benefits while using the least resources and causing the least environmental damage is an urgent and key problem in achieving sustainable development the concept of eco efficiency provides a comprehensive perspective for observing and solving this problem this paper proposes an extended data envelopment analysis model named the win us sbm as a comprehensive eco efficiency evaluation method that can accommodate undesirable outputs all the identification problems of decision making units dmus possible slacks of variables and the problems of an insufficient number of available dmus and intertemporal comparability china s western taiwan straits economic zone wts economic zone is an important regional economic growth center by applying win us sbm and arcgis software we investigated data on the temporal and spatial evolution characteristics of eco efficiency in the wts economic zone for the years 2009 2016 later the global malmquist luenberger index was used to decompose the sources of growth in eco efficiency finally the main driving factors of eco efficiency were explored through a tobit regression analysis the empirical results show that 1 the overall eco efficiency of the wts economic zone had greatly improved increasing by 11 46 annually and the cumulative growth rate of eco efficiency was 110 84 from 2009 to 2016 2 the eastern area had the highest average eco efficiency followed by the western area and the middle area in that order also the growth rate of the middle area ranked first 16 68 whereas the eastern area had the slowest growth in eco efficiency 7 22 3 on the whole the growth of eco efficiency was driven mainly by technological progress and was restricted by the decrease in management level which implies that policy makers should focus on improving management and technical levels 4 high levels of economic development population density market openness and industrial structure had positive effects on the eco efficiency of the wts economic zone whereas energy intensity and expenditure on science and technology had negative impacts

radial and non radial decompositions of profit change with an application to indian banking abstract grifell tatje and lovell grifell tatje e lovell c a k 1999 profits and productivity management science 45 1177 1193 made significant contributions to the literature on the extended radial dea framework by decomposing profit change into six mutually exclusive components their approach however poses two basic problems first the radial estimates on these components might give conflicting signals about the direction of profit change after the full radial efficiencies are achieved when slacks are present second evaluations of these components using base period prices as weights can be potentially misleading to address these concerns we first introduce non radial dea models and then provide a few strong theoretical arguments in favor of using as weights either current period prices or an average price covering both periods to value the contributions of each of these components the indian banking sector is taken as a case study to illustrate the radial and non radial decompositions of profit change so as to empirically examine the role of competition on profit change and its drivers our broad empirical results are as follows first radial and non radial models yield diametrically opposite results on the contributions of various components second the increasing efficiency change trends in all ownership groups after 2002 indicate that the government reform process instituted on the banking industry has had a favorable effect on the performance of the indian banking sector third despite the fact that nationalized banks are the oldest banks their output and resource allocation behaviors do not reflect their learning experience

optimal fiscal and monetary policy some recent results this paper studies the quantitative properties of fiscal and monetary policy in business cycle models in terms of fiscal policy optimal labor tax rates are virtually constant and optimal capital income tax rates are close to zero on average in terms of monetary policy the friedman rule is optimal nominal interest rates are zero and optimal monetary policy is activist in the sense that it responds to shocks to the economy

decomposition of the fisher ideal index of productivity a non parametric dual analysis of us airlines data in this paper we offer a non parametric method of decomposing the fisher ideal index of productivity into individual factors measuring i technical efficiency change ii allocative efficiency change iii shift in the cost function iv scale economies due to output change and v an adjustment factor reflecting change in the output attributes cross section data from the us airline industry for the years i 983 and i 984 are utilised in an empirical application illustrating this method the rate of multifactor productivity growth mfpg over time in the single output multiple input case can be measured by the difference in the rates of growth in the quantity of output and the divisia index of input quantity when no technical inefficiency exists this rate of mfpg can be decomposed into two additive components i the rate of technical change measuring the rate of change in the volume of output holding the input bundle unchanged and ii a returns to scale effect showing change in productivity with changes in the input quantities without technical change when technical efficiency varies over time a part of the measured rate of mfpg would be due to efficiency

assessing productivity changes in uk hospitals reflecting technology and input prices in this study malmquist productivity indexes are used to evaluate the performance of acute hospitals in the uk over the period after the introduction of the internal market in the national health service in 1991 the indexes are computed using nonparametric programming known as data envelopment analysis and they are decomposed into multiple component measures to give insights into the trends in hospital performance overall it is found that productivity regressed in the year after the reforms but progressed thereafter so that overall there was a net progress both as far as the inputs and costs are concerned productivity progress is mainly due to overall efficiency progress which in turn is mostly attributed to allocative efficiency improvements technical change resulted in a small reduction in the amount of inputs used but also at higher production costs because of a worsening in the match between input mixes and relative input prices however it is suggested that the gains in productivity are not

optimal fiscal and monetary policy in an economy without capital abstract this paper is concerned with the structure and time consistency of optimal fiscal and monetary policy in an economy without capital in a dynamic context optimal taxation means distributing tax distortions over time in a welfare maximizing way for a barter economy our main finding is that with debt commitments of sufficiently rich maturity structure an optimal policy if one exists is time consistent in a monetary economy the idea of optimal taxation must be broadened to include an inflation tax and we find that time consistency does not carry over an optimal inflation tax requires commitment by rules in a sense that has no counterpart in the dynamic theory of ordinary excise taxes the reason time consistency fails in a monetary economy is that nominal assets should from a welfare maximizing point of view always be taxed away via an immediate inflation in a kind of capital levy this emerges as a new possibility when money is introduced into an economy without capital

regulatory reforms and productivity an empirical analysis of the japanese electricity industry the japanese electricity industry has experienced regulatory reforms since the mid 1990s this article measures productivity in japan s steam power generation sector and examines the effect of reforms on the productivity of this industry over the period 1978 2003 we estimate the luenberger productivity indicator which is a generalization of the commonly used malmquist productivity index using a data envelopment analysis approach factors associated with productivity change are investigated through dynamic generalized method of moments gmm estimation of panel data our empirical analysis shows that the regulatory reforms have contributed to productivity growth in the steam power generation sector in japan

productivity growth and inter sector spill over in dutch horticulture 1976 1995 this article calculates nonparametric measures of total factor productivity growth on dutch horticultural firms in the period 1976 1995 individual components of total factor productivity growth i e efficiency change and technical change are regressed on socioeconomic factors reflecting the effects of the world oil crises household and demographic characteristics location and investment in physical capital also the article investigates the presence of inter sector spill overs between groups of firms with different specializations in dutch horticulture

total factor productivity growth in agriculture a malmquist index analysis of 93 countries 1980 2000 in this paper we examine levels and trends in agricultural output and productivity in 93 developed and developing countries that account for a major portion of the world population and agricultural output we make use of data drawn from the food and agriculture organization of the united nations and our study covers the period 1980 2000 due to the non availability of reliable input price data the study uses data envelopment analysis dea to derive malmquist productivity indexes the study examines trends in agricultural productivity over the period issues of catch up and convergence or in some cases possible divergence in productivity in agriculture are examined within a global framework the paper also derives the shadow prices and value shares that are implicit in the dea based malmquist productivity indices and examines the plausibility of their levels and trends over the study period

privatization of nippon telegraph and telephone was it a good policy decision nippon telegraph and telephone ntt corporation was privatized in 1985 under the economic assertion that a public enterprise is less efficient and less profitable than a private enterprise this assertion is referred to as the property right theory in economics and it is used as a theoretical rationale for privatizing publicly owned organizations this article empirically examines the economic assertion by comparing ntt s performance before and after its privatization data envelopment analysis dea is used as the research tool in this study which confirmed the economic assertion in terms of production based efficiency measures but it cannot find any major difference in its cost reducing corporate efforts thus this study presents serious management problems occurring within the ntt s partial privatization the partial privatization is now prevailing in the telecommunications industry all over the world this article also discusses the japanese business environment which makes ntt managerially ineffective under its public private joint ownership

tax smoothing in frictional labor markets we re examine the optimality of tax smoothing from the point of view of frictional labor markets our central result is that whether or not this cornerstone optimal scal policy pre

is public capital really productive a methodological reappraisal abstract we present an evaluation of the main empirical approaches used in the literature to estimate the contribution of public capital stock to growth and private factors productivity based on a simple stochastic general equilibrium model built as to reproduce the main long run relations observed in us post war historical data we show that the production function approach may not be reliable to estimate this contribution our analysis reveals that this approach largely overestimates the public capital elasticity given the presence of a common stochastic trend shared by all non stationary inputs

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

non parametric efficiency progress and regress measures for panel data methodological aspects this purely methodological paper deals with the role of time in non parametric efficiency analysis using both fdh and dea technologies it first shows how each observation in a panel can be characterized in efficiency terms vis a vis three different kinds of frontiers i contemporaneous ii sequential and iii intertemporal these are then compared with window analysis next frontier shifts outward and inward interpreted as progress or regress are considered for the two kinds of technologies and computational methods are described in detail for evaluating such shifts in either case these are also contrasted with what is measured by the malmquist productivity index finally an alternative way of identifying progress and regress independent of the frontier notion and referring instead to some benchmark notion is extended here to panel data

search in the product market and the real business cycle empirical evidence suggests that most firms operate in imperfectly competitivemarkets we develop a search matching model between wholesalers and retailers firms face search costs and form long term relationships price bargain results in both wholesaler and retailer markups depending on firms relative bargaining power we simulate the model to explore the role of product market search frictions in business cycles we show that the way search costs are modelled is crucial to provide a realistic picture of firms business environment and improve the cyclical properties of an otherwise standard real business cycle model

regional r d efficiency in korea from static and dynamic perspectives han u asmild m and kunc m regional r d efficiency in korea from static and dynamic perspectives regional studies research and development r d efficiency has gained great attention in regional innovation research this study examines the r d efficiency patterns of 15 korean regions for 2005 09 it employs data envelopment analysis to identify the regions r d performances relative to the best practices from the static perspective and the malmquist productivity index to evaluate their changes in performance within a given timeframe providing a dynamic perspective the results classify the korean regions into deteriorating lagging and improving groups and indicate that most regions suffer from declining r d productivity over time because of their inability to catch up with the best practices

combinatorial clock auctions price direction and performance abstract the lack of price guidance towards efficiency relevant packages in ascending combinatorial clock auctions acca can lead to a low efficiency allocation of goods we propose a descending price combinatorial clock auction dcca with a newly devised pricing strategy to improve on this problem using agent based simulations we document that the dcca provides significant improvements over the acca and we are able to understand in which environments these improvements are likely to be the strongest we test these predictions in the laboratory with human subjects and find evidence that the dcca generates improvements in auction efficiency and revenue

investigating and comparing the dynamic patterns of the business value of information technology over time abstract the long debated issue of the business value of information technology it to the firm country has received a great deal of attention in the literature but the studies have rarely examined the dynamic patterns of the it value as measured by the firm s productive efficiency over time the objective of this paper is to apply the three factor constant elasticity of substitution ces time varying stochastic production frontier models and use the same data set as used in several previous studies to investigate the dynamic patterns of it value over time in connection with the issues of inputs substitution and complement and the productivity paradox this paper adopts two analytical skills collective and individual to analyze the empirical results collectively we find that the dynamic patterns of it value are closely related to the substitution and complement of three inputs and the it productivity paradox individually we identify five common dynamic patterns of the it value measured by productive efficiency and interpret their implications for the productivity paradox as summarized in a two by two matrix of practical applications and strategies this matrix accounts for four different scenarios of the relationship between the average productive efficiency and the it productivity paradox illustrates some practical applications by the analytical results and provides some business insights and managerial strategies for it decision makers and po is managers this represents a new contribution to the understanding of the dynamic influence of it investments upon the value of it over time

a new and improved design for multiobject iterative auctions in this paper we present a new improved design for multiobject auctions and report on the results of experimental tests of that design we merge the better features of two extant but very different auction processes the simultaneous multiple round smr design used by the fcc to auction the electromagnetic spectrum and the adaptive user selection mechanism ausm of banks et al 1989 allocating uncertain and unresponsive resources an experimental approach rand journal of economics vol 20 no 1 pp 1 25 then by adding one crucial new feature we are able to create a new design the resource allocation design rad auction process which performs better than both our experiments demonstrate that the rad auction achieves higher efficiencies lower bidder losses higher net revenues and faster times to completion without increasing the complexity of a bidder s problem

a unified framework for monetary theory and policy analysis search theoretic models of monetary exchange are based on explicit descriptions of the frictions that make money essential however tractable versions of these models typically make strong assumptions that render them ill suited for monetary policy analysis we propose a new framework based on explicit micro foundations within which macro policy can be studied the framework is analytically tractable and easily quantifiable we calibrate the model to standard observations and use it to measure the cost of inflation we find that going from 10 percent to 0 percent inflation is worth between 3 and 5 percent of consumption much higher than previous estimates

modelling technical efficiency in cross sectionally dependent stochastic frontier panels summary this paper proposes a unified framework for accommodating both time and cross sectional dependence in modelling technical efficiency in stochastic frontier models by combining the exogenously driven factor based approach and an endogenous threshold efficiency regime selection mechanism this approach is able to deal with both weak and strong cross sectional dependence in a flexible manner using a dataset of 26 oecd countries over 1970 2010 we provide satisfactory estimation results for the production technology parameters and the associated efficiency ranking of individual countries we find a positive spillover effect on efficiency supporting the hypothesis that knowledge spillover is more likely to be induced by technological proximity furthermore our approach enables us to identify efficiency clubs endogenously

total factor productivity measurement and human capital in oecd countries abstract this paper analyses the total factor productivity tfp evolution in oecd countries by breaking down productivity gains into technical change and efficiency change to avoid biases malmquist indices of productivity including human capital are estimated the results indicate that in fact the inclusion of human capital has a significant effect on the accurate measurement of tfp

technical efficiency and productivity analysis in indonesian provincial economies this article estimates inefficiency and total factor productivity tfp across indonesian provinces from 1993 to 2000 indonesia is a large emerging market economy but provinces within the country due to the island structure of the country are more distinct from one another compared to other countries we use a stochastic frontier methodology to estimate inefficiency and tfp we find that tfp fell by an average rate of 7 5 across provinces due to the decrease in technical efficiency in fact the majority of output growth within indonesia is explained by the accumulation of inputs in this sense economic growth within indonesia does not appear to be sustainable without reversing these trends

the effect of incentive reforms upon productivity evidence from the vietnamese rice industry in this study we use region level panel data on rice production in vietnam to investigate total factor productivity tfp growth in the period since reunification in 1975 two significant reforms were introduced during this period one in 1981 allowing farmers to keep part of their produce and another in 1987 providing improved land tenure we measure tfp growth using two modified forms of the standard malmquist data envelopment analysis dea method which we have named the three year window tyw and the full cumulative fc methods we have developed these methods to deal with degrees of freedom limitations our empirical results indicate strong average tfp growth of between 3 3 and 3 5 per cent per annum with the fastest growth observed in the period following the first reform our results support the assertion that incentive related issues have played a large role in the decline and subsequent resurgence of vietnamese agriculture

economic efficiency and frontier techniques abstract most of the literature related to the measurement of economic efficiency has based its analysis either on parametric or on non parametric frontier methods the choice of estimation method has been an issue of debate with some researchers preferring the parametric and others the non parametric approach the aim of this paper is to provide a critical and detailed review of both core frontier methods in our opinion no approach is strictly preferable to any other moreover a careful consideration of their main advantages and disadvantages of the data set utilized and of the intrinsic characteristics of the framework under analysis will help us in the correct implementation of these techniques recent developments in frontier techniques and economic efficiency measurement such as bayesian techniques bootstrapping duality theory and the analysis of sampling asymptotic properties are also considered in this paper

malmquist productivity indexes and fisher ideal indexes comment fare and grosskopf i992 henceforth abbreviated as fg showed that under some conditions the productivity index defined as the geometric mean of two input based malmquist productivity indexes is equal to the quotient of the fisher input quantity index and the fisher output quantity index both fisher indices can be computed from observed prices and quantities these conditions appear to be so strong that they will almost certainly never be fulfilled in practice this is shown by a careful inspection of fg s proof however under slightly milder but more plausible conditions it can be shown that the quotient of the fisher input index and the fisher output index is a reasonable approximation of the productivity index consider a firm at two time periods t o i with different technologies which are modelled by the input correspondences lt y x x can produce y x c rn yce rm it is assumed that the sets lt y are closed and convex and that inputs are strongly disposable the vectors x yt wt pt t o i denote observed inputs observed outputs observed input prices and observed output prices respectively the productivity index is defined as

is inflation in developing countries driven by low productivity or monetary growth abstract this paper investigates whether inflation in developing countries is driven by retrogression in productivity or by monetary expansion our empirical methodology relies on growth accounting non parametric and generalized method of moment techniques results indicate that inflation is primarily driven by monetary growth

assessing the business values of information technology and e commerce independently and jointly abstract the purpose of this paper is to assess the business values of information technology it and electronic commerce ec independently and simultaneously as measured by productive efficiency in order to provide new insights into it and ec investments and consequently lead to better decisions on it and ec investments the paper analyzes a panel data set at the country level based on the theory of production and its companions called the time varying stochastic production frontier spf approaches with the one equation and two equation models estimated by a two step nonlinear maximum likelihood method the performance metric called productive efficiency is built in the research approaches the empirical evidence strongly suggests that the presence of ec may strengthen or weaken it value and vice versa which provide a good explanation for the disappearance or existence of the so called productivity paradox and that the paradox may exist in a country regardless of whether it is a developed or a developing country inconsistent with conventional wisdom claiming that the paradox exists only in developing countries the findings imply that it is imperative to carefully assess the values of it and ec and as such prudent rather than blind it and ec investing decisions are made and that the values of it and ec must be evaluated jointly rather than separately the findings add significant contributions to the literature and serve as a catalytic agent in stimulating further comparative research in these important areas linking it investments and ec developments when their business values are the major concern

optimal monetary policy optimal monetary policy maximizes the welfare of a representative agent given frictions in the economic environment constructing a model with two sets of frictions costly price adjustment by imperfectly competitive firms and costly exchange of wealth for goods we find optimal monetary policy is governed by two familiar principles first the average level of the nominal interest rate should be sufficiently low as suggested by milton friedman that there should be deflation on average yet the keynesian frictions imply that the optimal nominal interest rate is positive second as various shocks occur to the real and monetary sectors the price level should be largely stabilized as suggested by irving fisher albeit around a deflationary trend path since expected inflation is roughly constant through time the nominal interest rate must therefore vary with the fisherian determinants of the real interest rate although the monetary authority has substantial leverage over real activity in our model economy it chooses real allocations that closely resemble those which would occur if prices were flexible in our benchmark model there is some tendency for the monetary authority to smooth nominal and real interest rates

eco efficiency change in power plants using a slacks based measure for the meta frontier malmquist luenberger productivity index abstract malmquist luenberger index is a popular index deployed for evaluating eco efficiency and productivity change over a certain period when both desirable and undesirable factors are jointly produced in some production processes however conventional data envelopment analysis dea models used for computing this index are unable to distinguish the various technologies employed by the decision making units when heterogeneity exists in the technology the meta frontier malmquist luenberger approach is adopted to evaluate eco efficiency and productivity change over a period when undesirable outputs are incorporated in the analysis of efficiency in this paper a new slacks based dea measure is developed and used to compute the meta frontier malmquist luenberger productivity index this approach is then deployed to evaluate 48 iranian thermal power plants productivity change in three different categories steam gas and combined cycle over an eight year period of restructuring in the power industry this technique enables the calculation of eco efficiency change of thermal power plants operating under different technologies as well as the technology gap ratios and measures the extent to which the efficiency frontiers of individual categories of power plants deviate from the meta frontier the results reveal that the last years of the restructuring period saw a greater rate of productivity growth compared to the initial years and evidence of significant eco efficiency improvements over the period in all the three types of the thermal power plants finally it is expected that the findings in this study aid policy makers and power industry regulators in developing sustainable energy policies towards environmental protection and planning power plant operations

package auctions and exchanges we report recent advances concerning the package allocation problem in which traders seek to buy or sell combinations of goods the problems are most difficult when some goods are not substitutes in that case competitive equilibrium typically fail to exist but the core is non empty and comprises the competitive solutions also in that case the vickrey auction fails to select core allocations and yield revenues that are less than competitive the ausubel milgrom auction generally selects core allocations and when goods are substitutes prescribes the vickrey allocation we also evaluate the problems and promise of mechanisms for the package exchange problem

malmquist type indices in the presence of negative data an application to bank branches in this paper we develop an index and an indicator of productivity change that can be used with negative data for that purpose the range directional model rdm a particular case of the directional distance function is used for computing efficiency in the presence of negative data we use rdm efficiency measures to arrive at a malmquist type index which can reflect productivity change and we use rdm inefficiency measures to arrive at a luenberger productivity indicator and relate the two the productivity index and indicator are developed relative to a fixed meta technology and so they are referred to as a meta malmquist index and meta luenberger indicator we also address the fact that vrs technologies are used for computing the productivity index and indicator a requirement under negative data which raises issues relating to the interpretability of the index we illustrate how the meta malmquist index can be used not only for comparing the performance of a unit in two time periods but also for comparing the performance of two different units at the same or different time periods the proposed approach is then applied to a sample of bank branches where negative data were involved the paper shows how the approach yields information from a variety of perspectives on performance which management can use

optimal fiscal and monetary policy under sticky prices this paper studies optimal fiscal and monetary policy under sticky product prices the theoretical framework is a stochastic production economy without capital the government finances an exogenous stream of purchases by levying distortionary income taxes printing money and issuing one period nominally risk free bonds the main findings of the paper are first for a miniscule degree of price stickiness i e many times below available empirical estimates the optimal volatility of inflation is near zero this result stands in stark contrast with the high volatility of inflation implied by the ramsey allocation when prices are flexible the finding is in line with a recent body of work on optimal monetary policy under nominal rigidities that ignores the role of optimal fiscal policy second even small deviations from full price flexibility induce near random walk behavior in government debt and tax rates third sluggish price adjustment raises the average nominal interest rate above the one called for by the friedman rule finally an interest rate feedback rule whereby the nominal interest rate depends on inflation and output fits well the data emanating from the ramsey economy however the fitted rule is not of the taylor type for the implied inflation coefficient is less than one and close to zero and the output coefficient is negative jel classification e52 e61 e63

sustainability performance for china s transportation industry under the environmental regulation abstract traffic and transportation industry is a carbon intensive industry in china the implementation of environmental regulation is of important practical significance nowadays literatures lack of quantitative analysis on transport industry s sustainability performance under the environmental regulation by using a directional distance function this paper aims to investigate the effect of environmental regulation on this industry furthermore this paper measures its green total factor productivity under the general intensity of regulation and strict regulation from 2000 to 2010 results show that the economic growth mode in transportation industry is still the extensive mode while there is great potential for the improvement of energy saving and production

productivity growth technical progress and efficiency change in industrialized countries this paper analyzes productivity growth in 17 oecd countries over the period 1979 1988 a nonparametric programming method activity analysis is used to compute malmquist productivity indexes these are decomposed into two component measures namely technical change and efficiency change we find that u s productivity growth is slightly higher than average all of which is due to technical change japan s productivity growth is the highest in the sample with almost half due to efficiency change jel c43 d24 in this paper we apply recently developed

bridging the gap between partial and total factor productivity measures using directional distance functions technical dependencies as well as data constraints limit our ability to allocate inputs across sectors and hence our ability to measure sectoral productivity we adapt a directional measure of efficiency to the measurement of sector specific productivity that does not require allocating all inputs across sectors applied to the agricultural sector of a group of countries the results show important differences in livestock and crops productivity growth commonly used partial factor productivity measures for livestock and crops tend to overestimate productivity growth in most developing countries while underestimating it in european countries

a non parametric analysis of productivity the case of u s and japanese manufacturing a nonparametric analysis of technology technical change and productivity is presented in the context of cost minimizing behavior a number of nonparametric tests concerning the existence and nature of technical change are applied to u s and japanese manufacturing data nonparametric measures of technical change are presented copyright 1990 by american economic association

efficiency and technical progress sources of convergence in the spanish regions the paper analyses the contribution of efficiency as a mechanism of labour productivity convergence taking as the unit of analysis the spanish regions in the period 1964 1993 using the stochastic frontier approach a translogarithmic production function is estimated for the different sectors of the spanish regional economy demonstrating on this basis the existence of substantial differences in efficiency between sectors as well as between regions with regard to convergence the results obtained indicate that at aggregate level the convergence observed in labour productivity is explained by the faster growth of the capital labour ratio of the initially poorer regions and the contribution of technical change and the efficiency hence by the convergence of tfp however the information by sectors shows different results thus on the one hand the importance of the convergence in production per employee is seen in all sectors except agriculture and on the other it is observed that technical change is a

sources of productivity growth using the fare primont decomposition an empirical application to the irish beef sector several competing methodologies for tfp estimation have been developed in the past decades a popular approach in the literature is index number computation the most widely implemented tfp indices

optimal fiscal and monetary policy with sticky prices in this paper i consider the role of state contingent inflation as a fiscal shock absorber in an economy with nominal rigidities i study the ramsey equilibrium in a monetary model with distortionary taxation nominal non state contingent debt and sticky prices with sticky prices the ramsey planner must balance the shock absorbing benefits of state contingent inflation against the associated resource misallocation costs for government spending processes resembling post war experience introducing sticky prices generates striking departures in optimal policy from the case with flexible prices for even small degrees of price rigidity optimal policy displays very little volatility in inflation tax rates display greater volatility compared to the model with flexible prices with sticky prices tax rates and real government debt exhibit behavior similar to a random walk for government spending processes resembling periods of intermittent war and peace optimal policy displays extreme inflation volatility even when the degree of price rigidity is large as the variability in government spending increases smoothing tax distortions across states of nature becomes increasingly important and the shock absorber role of inflation is accentuated

performance and efficiency in colombia s power distribution system effects of the 1994 reform we assess evolution in performance efficiency and productivity of colombia s power distribution utilities before and after the 1994 regulatory reform that introduced electricity market activities for the power sector in 12 distribution companies from 1985 to 2001 performance is evaluated contrasting changes in mean and median by wilcoxon rank sum and pearson tests on financial and other performance indicators technical efficiency is measured by means of data envelopment analysis dea the nature of the dataset allows the estimation of malmquist productivity index and its evolution in time results show a recovery after the reform in the main performance indicators of profitability partial input productivity and output plant efficiency and productivity increased after the reform mainly in the largest utilities used as benchmarks in the dea efficiency scores measures meanwhile the less efficient power distribution companies did not improved after the reform and were not able to undertake plant restructuring to catch up in plant efficiency with respect to the pareto efficient input allocations econometric results on dea efficiency scores suggest a positive effect of policy reform

the evolution and main determinants of productivity in brazilian electricity distribution 1998 2005 an empirical analysis abstract this paper estimates changes in the productivity of the brazilian electricity distribution sector using data envelopment analysis dea on a panel of 18 firms from 1998 to 2005 the study decomposes the productivity change of these distribution firms in terms of technical efficiency scale efficiency and technical progress this exercise aims to help the understanding of the main determinants of the evolution of productivity focusing its relationship with the restructuring process implemented in the 1990s tfp index records a yearly positive growth rate of 1 3 in the whole period under analysis for all firms technical change was the main component behind this evolution with an average growth of 2 1 per year while technical efficiency presented a yearly negative performance of 0 8 the results prove that in general terms the incentives generated in the reform process do not seem to have led the firms to behave in a more efficient manner

total factor carbon emission performance of fossil fuel power plants in china a metafrontier non radial malmquist index analysis article i nfo this paper proposes the metafrontier non radial malmquist co2 emission performance index mnmcpi for measuring dynamic changes in total factor co2 emission performance over time the mnmcpi method allows for the incorporation of group heterogeneity and non radial slack into the previously introduced malmquist co2 emission performance index mcpi we derive the mnmcpi by solving several non radial data envelop ment analysis dea models we decompose the mnmcpi into an efficiency change ec index a best practice gap change bpc index and a technology gap change tgc index and based on the proposed indices we examine the dynamic changes in co2 emission performance and its decomposition of fossil fuel power plants in china for the 2005 2010 period the empirical results show a 0 38 increase in total factor co2 emission performance as a whole and a u shaped mnmcpi curve for the sample period because companies owned by the central government lack innovation and technological leadership the results suggest a missing link in the role of the central government in promoting co2 emission performance