uncovering spatial productivity centers using asymmetric bidirectional spillovers abstract the principal contribution of this paper is to present the first method to sift through a large number of firms in an industry to uncover which firms act as large spatial total factor productivity tfp growth centers we define a large spatial tfp growth center as a firm that is a large net generator of spatial tfp growth spillovers i e it is a source of large tfp growth spill outs to other firms vis a vis the size of the tfp growth spill ins that permeate to the firm from other firms we use this definition because other things being equal firms would want to locate near a firm that is a net generator of tfp growth spillovers in the process of presenting the above method we make three further contributions two of which are methodological and the other relates to our application first rather than follow the literature on spatial frontier modeling by considering spatial interaction between firms in a single network we introduce a more sophisticated model that is able to account for spatial interaction in multiple networks second we obtain bidirectional spatial tfp growth decompositions by complementing a unidirectional decomposition in the literature where the spillover components are spill ins to a firm with a decomposition that includes spill out components third from a spatial revenue frontier for u s banks 1998 2015 we find a number of cases where banks that represent large spatial tfp growth centers have branches that cluster together while in several states we find no such clusters

bounds testing approach to analyzing the environment kuznets curve hypothesis with structural beaks the role of biomass energy consumption in the united states abstract this paper re examines the specification of the environmental kuznets curve ekc for the us economy by accounting for the presence of a major renewable energy source and trade openness over the period 1960 2016 biomass energy consumption and trade openness as well as oil prices are considered as additional determinants of economic growth and consequentially of co 2 emissions the bounds testing approach to cointegration is used to examine the long run relationship between the variables in the presence of structural breaks the causal relationship between the variables is investigated by applying the vecm granger causality test and accommodating structural breaks the results confirm the presence of cointegration between the variables moreover the relationship between economic growth and co 2 emissions is not only inverted u shaped but also n shaped in the presence of structural breaks and biomass biomass energy consumption lowers co 2 emissions exports imports and trade openness are also environment friendly the causality analysis underscores a feedback effect between biomass energy consumption and co 2 emissions economic growth still granger causes co 2 emissions in this new setup

the impact of market structure and learning on the tradeoff between r d competition and cooperation this paper compares r d competition and cooperation when firms can devote resources to a safe investment or a risky r d investment when the discovery of a new product creates positive externalities on non discovering firms equilibrium investment flow ex ante investment and welfare under r d competition are less than or equal to what they are under research cooperation with negative externalities r d cooperation results in the same or lower ex ante investment than under r d competition and social welfare may also be less our results have relevance for empirical studies of the impact of r d cooperation on r d outcomes

energy consumption fuel substitution technical change and economic growth implications for co2 mitigation in egypt abstract energy consumption propels economic growth but the level of co2 emissions associated with a fossil dominated energy structure raises concerns for the fight against climate change to draw consensus this study develops a translog causality based model in order to study causation between electricity natural gas petroleum and economic growth in egypt in addition the models results are used to estimate the substitution possibilities between various energy pairs and to subsequently test the co2 mitigation benefits arising from fuel substitution results support a bidirectional relationship between all energy types and economic growth in egypt and suggest also that these energy types are substitutes although technical progress is estimated to be a bit slow varying between 4 5 and 7 5 there appears to be substantial co2 emissions mitigation benefits from fuel substitution amounting to reductions in the range of 1 5 and 2 2 million metric tons under a 5 investment scenario and 2 5 and 4 5 million metric tons under a 10 investment scenario these results have broader implications for energy conservation policies and industrial merger policies in developing countries moreover by studying technical change insights are provided on future co2 mitigation potential driven by energy efficiency

economic growth and interfactor interfuel substitution in korea this paper investigates the impact of increases in oil consumption and changes in wage rates on the interfactor interfuel substitution in korea a two stage translog cost function is estimated to incorporate the feedback effect between the interfactor and interfuel substitution empirical results show that the substitutability complementarity relationships among factors and fuels exhibit substantially different patterns before and after 1989

profit efficiency for spanish savings banks abstract frontier profit efficiency is examined for spanish savings banks over 1986 1991 a period in which the spanish banking has seen considerable deregulation in spain the standard assumption that firms operate in a perfectly competitive output market is unlikely to be met thus we use an alternative profit function specification which allows for market power in the output market profit efficiency is determined using the thick frontier approach and estimated using both alternative and standard profit function specifications to illustrate the effect of different assumptions regarding the competitiveness of the output market estimation of the alternative profit function suggests that the profit inefficiency of spanish savings banks which averaged 28 fell by forty percent between 1986 to 1991 the standard profit function which we believe yields less reliable results generated greater average inefficiency there was no significant shift up or down in the profit frontier itself

measuring the joint impact of governance form and economic regulation on airport efficiency abstract this paper examines the joint impact that governance structure and economic regulation has on airport efficiency the previous literature has focused on one or the other of these factors but not both the empirical investigation uses a semi parametric bayesian distance stochastic frontier model as well as a data envelopment analysis dea model based on a panel of airports in several countries we find that the form of economic regulation is relatively more important than the type of governance in affecting efficiency the article provides measures of changes in expected efficiency when either or both the governance form and price regulation changes

a dynamic stochastic frontier model to evaluate regional financial efficiency evidence from chinese county level panel data abstract studies have widely used stochastic frontier models to assess financial efficiency however traditional static approaches do not take dynamic characteristics of financial systems into account this article develops a dynamic stochastic frontier model to evaluate regional financial efficiency and provides an empirical test of the model by using panel data of 62 chinese counties during the 2001 2010 period the model measures the dynamic impact of the input output variables and environmental variables on financial efficiency and allows for the separation of technical change from the change in technical efficiency the results show that the dynamic model provides a better fit to the data than the static model in addition a gradient difference emerges in the regional financial efficiency among the six major regions of china the results offer practical implications for the development of regional financial services in china as well as other developing countries and emerging economies

on the marginal welfare cost of taxation this paper develops a rigorous partial equilibrium analysis of the determinants of margin al welfare cost mwc of taxes on labor earnings it shows that four key parameters interact to determine the magnitude of mwc using aggregate data and plausible ranges of values for the parameters mwc can vary from under 10 percent to more than 300 percent of marginal tax revenue intermediate parameter values sugge st mwc is in the 25 50 percent range however the more extreme estimates cannot be ruled out on the basis of available evidence suggesting that mwc cannot yet be copyright 1987 by american economic association

negatively correlated bandits we analyse a two player game of strategic experimentation with two armed bandits either player has to decide in continuous time whether to use a safe arm with a known pay off or a risky arm whose expected pay off per unit of time is initially unknown this pay off can be high or low and is negatively correlated across players we characterize the set of all markov perfect equilibria in the benchmark case where the risky arms are known to be of opposite type and construct equilibria in cut off strategies for arbitrary negative correlation all strategies and pay offs are in closed form in marked contrast to the case where both risky arms are of the same type there always exists an equilibrium in cut off strategies and there always exists an equilibrium exhibiting efficient long run patterns of learning these results extend to a three player game with common knowledge that exactly one risky arm is of the high pay off type

primal and dual dynamic luenberger productivity indicators abstract this paper develops primal and dual versions of the dynamic luenberger productivity growth measures that are based on the dynamic directional distance function and intertemporal cost minimization respectively the empirical application focuses on panel data of dutch dairy farms over the period 1995 2005 primal dynamic luenberger productivity growth averages 1 5 percent annually in the period under investigation with technical change being the main driver of annual change dual dynamic luenberger productivity growth is 0 1 percent in the same period improvements in technical inefficiency and technical change are partly counteracted by deteriorations of allocative inefficiency with large dairy farms presenting a slightly higher productivity growth than small dairy farms

resource partitioning and the organizational dynamics of fringe banking we examine the emergence and proliferation of payday lenders fringe businesses that provide small short term but high cost loans we link the organizational dynamics of these businesses to two trends in consumer lending in the united states the continuing consolidation of mainstream financial institutions and the expansion of such institutions in the provision of financial services regarded as similar to payday loans we explain the coexistence in mature industries of large scale organizations in the market center and smaller specialists in the periphery by testing and extending the organizational model of resource partitioning our focus is on two under examined aspects of the model the dynamic underlying the partitioning process and the conditions under which the market remains partitioned the empirical analysis covers payday lenders banks and credit unions operating in wisconsin between 1994 and 2008

evaluation of welfare functions of environmental amenities a case of forest biomass fuels in mount kilimanjaro tanzania abstract this study is an empirical investigation of welfare functions of forest biomass fuels in mount kilimanjaro tanzania the want parameter of welfare function was found to vary with household s current fuel consumption which reflects people s amenity aspirations shift with the amenity level attained furthermore current wood consumption and welfare sensitivity parameter are also influenced by individual s environmental entitlements rather than economic entitlements resource scarcity induced by physical scarcity or institutional legal constraints leads to resource conserving attitude but not without loss in perceived well being communal conservation of energy is also observed whereby large households are more energy conserving than small households regarding biomass use and consumption monetary income does not guarantee satisfaction but heightens people s wants thus rural development programs should not focus on economic empowerment only but also on environmental sustainability and fair resource use rules

productivity measurement in industrial operations abstract conceptual foundations of productivity measures encompassing technical change technical efficiency scale efficiency and allocative efficiency are discussed three principal approaches to productivity measurement index measurement programming methods and econometric estimation are reviewed the merits uses information requirements and limitations of methods for the estimation of production and cost frontiers and their derivative productivity measures are assessed

venture capital financing moral hazard and learning we consider the provision of venture capital in a dynamic agency model the value of the venture project is initially uncertain and more information arrives by developing the project the allocation of the funds and the learning process are subject to moral hazard the optimal contract is a time varying share contract which provides intertemporal risk sharing between venture capitalist and entrepreneur the share of the entrepreneur reflects the value of a real option the option itself is based on the control of the funds the dynamic agency costs may be high and lead to an inefficient early stopping of the project a positive liquidation value explains the adoption of strip financing or convertible securities finally relationship financing including monitoring and the occasional replacement of the management improves the efficiency of the financial contracting

benchmarking and incentive regulation of quality of service an application to the uk electricity distribution networks abstract quality of service has emerged as an important issue in post reform regulation of electricity distribution networks regulators have employed partial incentive schemes to promote cost saving investment efficiency and service quality this paper presents a quality incorporated benchmarking study of the electricity distribution utilities in the uk between 1991 92 and 1998 99 we calculate technical efficiency of the utilities using data envelopment analysis technique and productivity change over time using quality incorporated malmquist indices we find that cost efficient firms do not necessarily exhibit high service quality and that efficiency scores of cost only models do not show high correlation with those of quality based models the results also show that improvements in service quality have made a significant contribution to the sector s total productivity change in addition we show that integrating quality of service in regulatory benchmarking is preferable to cost only approaches

decomposing productivity indexes into explanatory factors abstract productivity measures are increasingly regarded as key indicators of economic performance identifying sources of productivity growth is of interest to both firms and policy makers this paper revisits the debate on how to decompose productivity growth into explanatory factors with a focus on extracting technical progress technical efficiency change and returns to scale components using bjurek s concept of the malmquist index introduced into production theory in a systematic way by caves christensen and diewert a reference technology is required to define the components of interest unlike other approaches ours do not make any convexity assumptions on the reference technology but instead follows the example of tulkens and his coauthors in assuming that the reference technology satisfies free disposability assumptions a new decomposition of a productivity index is provided with the existence and properties of the underlying distance functions of the decomposition proven under relatively unrestrictive assumptions the paper also provides for the first time a theoretical justification for the geometric average form of the bjurek productivity index these rigorous theoretical contributions provide significant avenues for enhanced understanding of empirical productivity performance

swedish tax rates labor supply and tax revenues effective marginal tax rates on labor income for the representative swede have increased from roughly 50 percent in 1959 to 80 percent today the effects of this increase in the level of taxation are examined using a two sector model parameterized to correspond to the swedish economy the model contains a single household which allocates labor to either taxed essentially market or untaxed largely household uses the estimated long run effects are sufficient to explain up to 75 percent of the recent decline in the measured growth rate of the swedish gnp calculations of total tax revenues are also derived from the model these peak when the tax rate is approximately 70 percent indicating that sweden is presently on the downward sloping portion of its laffer curve

microfoundations for stochastic frontiers the purpose of the paper is to propose microfoundations for stochastic frontier models previous work shows that a simple bayesian learning model supports gamma distributions for technical inefficiency in stochastic frontier models the conclusion depends on how the problem is formulated and what assumptions are made about the sampling process and the prior after the new formulation of the problem it turns out that the distribution of the one sided error component does not belong to a known family moreover we find that without specifying a utility function or even the cost inefficiency function the relative effectiveness of managerial input can be determined using only cost data and estimates of the returns to scale the point of this construction is that features of the inefficiency function u z can be recovered from the data based on the solid microfoundation of expected utility of profit maximization but the model does not make a prediction about the distribution

poverty and the measurement of individual welfare a review article this review of hagenaars the perception of poverty gives a lengthy presentation and evaluation of the leyden approach of measuring the individual welfare function of income the key feature of the approach is the claim that welfare can be measured on a 0 1 scale the review discusses the book s wealth of material on poverty in europe within this theoretical framework

competitive conditions among the major british banks this paper reports an empirical assessment of competitive conditions among the major british banks during a period of major structural change specifically estimates of the rosse panzar h statistic are reported for a panel of 12 banks for the period 1980 2004 the sample banks correspond closely to the major british banking groups specified by the british banking association the robustness of the results of the rosse panzar methodology is tested by estimating the ratio of lerner indices obtained from interest rate setting equations the results confirm the consensus finding that competition in british banking is most accurately characterised by the theoretical model of monopolistic competition there is evidence that the intensity of competition in the core market for bank lending remained approximately unchanged throughout the 1980s and 1990s however competition appears to have become less intense in the non core off balance sheet business of british banks

network effects congestion externalities and air traffic delays or why not all delays are evil we examine two factors that explain air traffic congestion network benefits due to hubbing and congestion externalities while both factors impact congestion we find that the hubbing effect dominates empirically hub carriers incur most of the additional travel time from hubbing primarily because they cluster their flights in short time spans to provide passengers as many potential connections as possible with a minimum of waiting time non hub flights at the same hub airports operate with minimal additional travel time these results suggest that an optimal congestion tax might have a relatively small impact on flight patterns at hub airports jel l2 l5 l9 d6

if we knew ability how would we tax individuals abstract the suggestion to tax people on earnings capacity instead of earnings has been around for a long time and is attractive in terms of economic efficiency in this paper we reflect on the feasibility of such a system and give an exploratory empirical implementation we apply the leyden welfare function of income a survey based measure of an individual s welfare associated with income to derive implications for ability taxation under the assumption that iq and schooling reflect earnings capacity we derive the tax functions using different criteria to distribute the utility loss due to taxation

household cost functions and equivalence scales we describe a simple method to estimate household cost functions and family equivalence scales it is an alternative to standard methods as it does not assume strong postulates about utility maximization nor any functionally specified model equations the data requirements are extremely modest we assume interpersonal ordinal comparability in the sense of sen 1976 and use empirical evidence for eight european countries and the u s to show the feasibility of the method and the stability of its results we also show that subjective data like those provided by income evaluation questions may be used without adopting a cardinal utility framework

environmental efficiency with multiple environmentally detrimental variables estimated with sfa and dea abstract the objective of this paper is to estimate comprehensive environmental efficiency measures for dutch dairy farms the environmental efficiency scores are based on the nitrogen surplus phosphate surplus and the total direct and indirect energy use of an unbalanced panel of dairy farms we define environmental efficiency as the ratio of minimum feasible to observed use of multiple environmentally detrimental inputs conditional on observed levels of output and the conventional inputs we compare two methods for the calculation of efficiency namely stochastic frontier analysis sfa and data envelopment analysis dea this paper reveals the strengths and weaknesses for estimating environmental efficiency of the methods applied both sfa and dea can estimate environmental efficiency scores the mean technical efficiency scores output oriented sfa 89 dea 78 and the mean comprehensive environmental efficiency scores sfa 80 dea 52 differ between the two methods sfa allows hypothesis testing and the monotonicity hypothesis is rejected for the specification including phosphate surplus dea can calculate environmental efficiency scores for all specifications because regularity is imposed in this method

the effects of public r d subsidies on firms innovation activities the case of eastern germany this study analyzes the effects of public r d policy schemes on the innovation activities of firms in eastern germany the main question in this context is whether public funds stimulate r d activities or simply crowd out privately financed r d empirically we investigate the average causal effects of all public r d schemes in eastern germany using a nonparametric matching approach compared to the case in which no public financial means are provided it turns out that firms increase their innovation activities by about four percentage points

systematic departures from the frontier a framework for the analysis of firm inefficiency departures from a production or cost frontier may reflect the systematic effect of conditions that contribute to inefficiency to test whether some portion of frontier function departures can be systematically explained the frontier inefficiency error component is modeled as a function of various causal factors and a random component the functional form of the inefficiency error term model is chosen to assure strict one sidedness preliminary empirical results generated from electric utility data suggest the superiority of including both systematic and random components in the inefficiency error term

returns to education a further international update and implications this paper updates evidence on the returns to investment in education by adding estimates for new countries and refining existing estimates to bring the total number of country cases to over 60 the new cross country evidence confirms and reinforces earlier patterns namely that returns are highest for primary education the general curricula the education of women and countries with the lowest per capita income the findings have important implications for directing future investment in education which for efficiency and equity purposes should concentrate on these priority areas

optimal technology policy under asymmetric information in a research joint venture abstract we analyze the optimal technology policy to solve a free riding problem between the members of an rjv assuming that government intervention is subject to an additional adverse selection problem caused by its inability to distinguish the value of the potential innovation although subsidies and monitoring may be equivalent policy tools to solve firms free riding problem they imply different social losses if the government is not able to distinguish perfectly the value of the potential innovation the advantage of monitoring tools relative to subsidies is proved to depend on which type of information the government can obtain about firms r d performance

estimating the marginal cost of quality improvements the case of the uk electricity distribution companies the main aim of this paper is to develop an econometric approach to estimation of marginal costs of improving quality of service we implement this methodology by way of applying it to the case of the uk electricity distribution networks the estimated marginal costs allow us to shed light on the effectiveness of the current uk incentive regulation to improve quality and to derive optimal quality levels and welfare losses due to sub optimal quality levels the proposed method also allows us to measure the welfare effect of the observed quality improvements in the uk between 1995 and 2003 our results suggest that while the incentive schemes established by the regulator to encourage utilities to reduce network energy losses leads to improvement in sector performance they do not provide utilities with sufficient incentives to avoid power interruptions we find that the observed improvements in quality during the period of this study only represented 30 of the potential customer welfare gains and hence there was still significant scope for quality improvements

bank competition efficiency in europe a frontier approach abstract there are numerous ways to indicate the degree of banking competition across countries antitrust authorities rely on the structure conduct performance paradigm while academics prefer price mark ups lerner index or correlations of input costs with output prices h statistic these measures are not always strongly correlated within or across countries frontier efficiency analysis is used to devise an alternative indicator of competition and rank european countries by their dispersion from a competition frontier the frontier is determined by how well payment and other costs explain variations in loan deposit rate spread and non interest activity revenues overall differences in competition appear to be small

implementation of first best allocations via generalized tax schedules abstract the classical problem of optimal taxation introduced by j mirrlees rev econ stud 38 1971 175 208 is addressed and it is argued that by using generalized tax schedules i e schedules which depend not only on individual income but also on the whole profile of incomes announced by the society a planner can implement any pareto optimum which stands in great contrast with the set of second best pareto optima attainable via classical tax schedules the mechanism relies crucially on the fixed probability distribution of characteristics and on a finite number of agents journal of economic literature classification numbers d78 d82 h21

quantile regression for robust bank efficiency score estimation abstract we discuss quantile regression techniques as a robust and easy to implement alternative for estimating farell technical efficiency scores the quantile regression approach estimates the production process for benchmark banks located at top conditional quantiles monte carlo simulations reveal that even when generating data according to the assumptions of the stochastic frontier model sfa efficiency estimates obtained from quantile regressions resemble sfa efficiency estimates we apply the sfa and the quantile regression approach to german bank data for three banking groups commercial banks savings banks and cooperative banks to estimate efficiency scores based on a simple value added function and a multiple input multiple output cost function the results reveal that the efficient benchmark banks have production and cost elasticities which differ considerably from elasticities obtained from conditional mean functions and stochastic frontier functions

firm size and productivity evidence from the electricity distribution industry in brazil in this paper we apply stochastic frontier analysis through a distance function to investigate the impact of firm size on productivity development in electricity distribution we use a sample of seventeen brazilian firms from 1998 to 2005 and decompose productivity into technical efficiency scale efficiency and technical change moreover a further step is to decompose the technical change measurement into several components the results indicate that firm size is important for industry s productivity and therefore a key aspect to consider when making decisions that affect the market structure in the electricity distribution industry

a generalized production frontier approach for estimating determinants of inefficiency in u s dairy farms this article investigates farm level efficiency of u s dairy farmers by estimating their technical and allocative efficiency technical inefficiency is assumed to be composed of a deterministic component that is a function of some farm specific characteristics and a random component by doing this we extend the stochastic frontier methodology in which determinants of technicial inefficiency are explicitly introduced in the model given the inputs variations in efficiency of farms are then explained by both deterministic and random components of technical inefficiency the empirical results indicate that a levels of education of the farmer are important factors determining technical inefficiency and b large farms are more efficient technically than small and medium sized farms both technical and allocative inefficiency are found to decrease with increase in the level of education of the farmer

ambiguous beliefs and mechanism design abstract this paper develops a payoff equivalence theorem for mechanisms with ambiguity averse participants with preferences of the maxmin expected utility meu form gilboa and schmeidler 1989 we use our payoff equivalence result to explicitly characterize the revenue maximizing private value auction mechanism for agents with arbitrary forms of ambiguous beliefs we also show that the revenue ranking between first and second price auctions is sensitive to the form of ambiguity aversion our payoff equivalence techniques allow us to study the constrained efficient budget balanced bilateral trade mechanism and show that increased ambiguity improves the efficiency of the mechanism in addition we characterize the revenue maximizing efficient bilateral trade mechanism and show that heightened ambiguity lowers ex ante budget deficits

the effect of monetary policy on bank competition using the boone index an interesting strand of the theoretical literature on measuring competition posits that when competition increases in an industry output is reallocated to more efficient firms our first contribution is on the methodology for the empirical implementation of this theoretical test of a change in competition this contribution moves from the relationship between a change in competition and a single all encompassing efficiency to a set of relationships between a change in competition and multiple efficiencies that measure different components of economic performance our second contribution is to apply our empirical methodology to large u s banks the results suggest that competition intensified between these banks during the financial crisis and beyond 2008 15 vis a vis our pre crisis period 1994 07 this points to an increase in competition that has exogenous origins such as the decrease in the loan deposit rate spread which represented the collateral damage to banks from monetary policy to moderate the great recession

econometric efficiency analysis a policy oriented review abstract the econometric approach to the construction of production cost and other frontiers and the measurement of efficiency relative to these frontiers historically has had a strong policy orientation this distinguishes the approach from the mathematical programming approach which has had a managerial decision making orientation geared to solving allocation problems within the public or private organization in this paper i review the development of the econometric approach to efficiency analysis i then discuss a small number of empirical studies chosen to illustrate the application of the econometric approach to a collection of public policy issues for which the notion of efficiency measurement is of prime importance examples are drawn from the areas of 1 agricultural productivity 2 labor market efficiency and equity 3 the measurement of the standard of living 4 the establishment of quality of service standards and 5 the valuation of environmental disamenities

technology policy and the organization of r d abstract in this study we examine how technology policy in the form of r d subsidies and encouragement of research joint ventures rjvs affects the investment incentives of firms in various types of imperfectly competitive markets we find that joint ventures yield lower research intensities in the absence of subsidies in the presence of optimal subsidy policy higher expected welfare is obtained with rjvs but the optimal policy may also involve a more costly subsidy program the analysis also identifies possible difficulties in implementing socially optimal policies arising from private incentives conflicting with the public interest

energy conservation in china s light industry sector evidence from inter factor and inter fuel substitution following the impressive economic achievements in the past decades china is faced with energy and environmental challenges to carry out more effective and targeted energy policies the heterogeneities of different industrial sectors are of great importance the energy consumption of china s light industry in 2012 was 316 million tons of coal equivalents which is about the energy consumption of south korea the paper explored the substitution relationships between various input factors and fuel sources and showed that electricity price reform is crucial for energy conservation in china s light industry then the dynamics of energy intensity change is examined by decomposing energy intensity into budget effect substitution effect output effect and technology advance effect the result revealed that the substitution effect between input factors is a key driving force however technology progress seems to contribute very little for future energy policy alternatives promoting the implementation of new conservation technology and electricity price reform may be effective measures

international r d rivalry and industrial strategy this paper presents a theory of government intervention which provides an explanation for industrial strategy policies such as r d or export subsidies in imperfectly competitive international markets domestic net welfare is improved by the capture of a greater share of the output of rent earning industries although the subsidy ridden noncooperative international equilibrium is jointly suboptimal behaviour of governments and firms is modelled as a three stage subgame perfect nash equilibrium the assumption that the government is the first player in this game allows it to influence equilibrium outcomes by altering the set of credible actions open to firms

the trade off between equality and efficiency this paper uses a 1976 microdata base to estimate the marginal cost of reducing income inequality with a policy that has distributional effects similar to the present tax transfer system the analysis uses a simulation methodology in which only the labor supply effects are evaluated other behavioral effects are ignored the most striking finding is that marginal cost is quite high even for modest labor supply elasticities for example in the benchmark case with a weighted average economy wide uncompensated wage elasticity of 0 2 and compensated elasticity of 0 31 the disposable money income of upper income quintiles of households is depressed by 9 51 for each dollar increase in the disposable money income of lower income quintiles when income equivalent values that take account of the value of leisure are compared the marginal cost for this case is estimated to be 3 49

high tech r d subsidies estimating the effects of sematech abstract sparked by concerns about their shrinking market share 14 leading u s semiconductor producers with the financial assistance of the u s government in the form of 100 million in annual subsidies formed a joint r d consortium sematech in 1987 using compustat data on all u s semiconductor firms we estimate the effects of sematech on members r d spending profitability investment and productivity in so doing we examine two hypotheses the commitment hypothesis that sematech obligates member firms to spend more on high spillover r d and the sharing hypothesis that sematech reduces duplication of member r d spending whereas the commitment hypothesis provides a rationale for the government subsidies the sharing hypothesis does not we find that sematech induced members to cut their overall r d spending on the order of 300 million per year providing support for the sharing hypothesis

the measurement of english and welsh police force efficiency a comparison of distance function models abstract since the labour government came to power in 1997 it has introduced a regime whereby public services are accountable in respect of best value performance indicators bvpis a recent public services productivity panel pspp 2000 report has developed a set of criteria whereby the economic analysis of police force efficiency by the home office is to be made standard in this paper we utilise an innovative distance function strategy in contrast to the standard efficiency techniques data envelopment analysis dea and stochastic cost frontier analysis advocated in pspp 2000 we present results from four different distance function models dea free disposal hull fdh super efficiency and stochastic frontier analysis in order to assess police force efficiency during the sample period 1996 1999

interfuel substitution biomass consumption economic growth and sustainable development evidence from brazil abstract this paper examines the possibilities of substituting the fossil fuels including natural gas coal and oil for biomass consumption in brazil for the period 1980 2015 we used the ridge regression procedure to generate the parameter estimates from a second order taylor series approximation of log linear trans log specification for robustness sake we constructed an index of sustainable development sd as additional regressand alongside the conventional gross domestic product gdp overall the results show strong evidence of substitution possibilities between biomass and the fossil fuels in both the gdp and the sd models indicating that brazil can continue with its growth and sustainability agenda by using more biomass and less fossil fuels the results also show that the sd model gives a more robust output elasticity estimates as it detects the inherent negative effect of some of the fossil fuels on the economy that are not directly observable in the gdp model

estimation of production technology when the objective is to maximize return to the outlay abstract this paper deals with estimation of production technology where endogeneous choice of input and output variables is explicitly recognized to address this endogeneity issue we assume that producers maximize return to the outlay we start from a flexible translog transformation function with a single output and multiple inputs and show how the first order conditions of maximizing return to the outlay can be used to come up with an estimating equation that does not suffer from the econometric endogeneity problem although the output and input variables are chosen endogenously this is because the regressors in this estimating equation are in ratio forms which are uncorrelated with the error term under the assumption that producers maximize return to the outlay the analysis is then extended to the multiple outputs and multiple inputs case with technical inefficiency although the estimating equations in both single and multiple output cases are neither production nor distance functions they can be estimated in a straightforward manner using the standard stochastic frontier technique without worrying about endogeneity of the regressors thus we provide a rationale for estimating the technology parameters consistently using an econometric model which requires data on only input and output quantities

cooperative and noncooperative r d in duopoly with spillovers contrary to the usual assumption made in most oligopoly models relations among firms are seldom of a wholly cooperative or noncooperative type in many situations they compete in some fields while they cooperate in others an important example is the case of cooperative research efforts bringing fierce competitors together two types of agreement are observed first r d cooperation can take place at the so called precompetitive stage companies share basic information and efforts in the r d stage but remain rivals in the market place 1 a second type of agreement involves an extended collusion between partners creating common policies at the product level the usual justifications of this extension are the difficulties of protecting intellectual property the idea is then to allow partners who have achieved inventions together to also control together the processes and products which embody the results of their collaboration in order to recuperate jointly their r d investments 2 what could be expected from these types of agreement is a reduction in r d expenditures because of less wasteful duplication and a reduction of total production because of more reprinted from the american economic review 78 5 1133 1137 1988 center for operations research econometrics 1348 louvain la neuve belgium we are grateful to jean

using stochastic frontier analysis to measure the impact of weather on the efficiency of electricity distribution businesses in developing economies abstract this paper analyses the influence of weather variables on the efficiency of electricity distribution companies in argentina brazil chile and peru covering 82 firms which represent more than 90 percent of the distribution market of energy delivered for the period 1998 2008 stochastic frontier analysis sfa is applied using a translog input distance function two different approaches are evaluated weather in the production function and weather in the inefficiency term the efficacy of one over the other is determined using nested models weather data are collected from meteorological stations 429 and nasa 3423 coordinates a geographic information system gis is used for locating the firms service areas and their weather conditions a combination of cost only and cost quality models is proposed for cost only models the results suggest that on average there is a significant increase in measured efficiency when weather is incorporated in the production function under the cost quality models on average the effect of weather is much lower this suggests that firms have internalised the effects of weather and have adapted their networks to the environment in which they operate a company level analysis indicates that across models a significant number of companies are affected by weather regulators are advised to make proper adjustments of efficiency scores when specific firms face important efficiency changes due to weather

how sensible is the leyden individual welfare function of income a reply abstract in this paper we react to seidl s 1994 critique on the leyden approach our conclusion is that seidl s critique is ill founded as a serious critique on the leyden approach

how sensible is the leyden individual welfare function of income abstract the leyden economists contend that the individual welfare function utility function of income is best represented by a lognormal distribution function they have presented ample data to document the good empirical fit of the lognormal hypothesis this paper presents reexamines and criticises the theoretical foundations of the lognormal hypothesis and finds that this edifice is not built on solid ground neither from the point of view of economic theory nor of experimental psychology moreover it investigates the paradox of the good empirical fit of the lognormal hypothesis in spite of its theoretical deficiencies it is shown that the lognormal hypothesis is observationally equivalent to the logarithmic power welfare function when respondents evaluate welfare according to a normal lognormal distribution function

a spatial productivity index in the presence of efficiency spillovers evidence for u s banks 1992 2015 abstract we present the methodology for a new spatial decomposition of total factor productivity tfp growth the relevant literature is underdeveloped as there is just one short study which proposes a partial spatial tfp growth decomposition we develop this literature in four respects the first two developments are methodological to go from a partial decomposition to a complete one first we augment the partial decomposition with a cost efficiency spillover growth component second we introduce own and spillover allocative efficiency growth components third we provide a more detailed coverage of the spatial decomposition of tfp growth fourth in contrast to the traditional application to geographical areas e g countries in the relevant literature we apply our decomposition using firm level data which suggests that there can be an important role for spatial productivity analysis in or our application is to large u s banks over the period 1992 2015 among other things we find for the average large u s bank that tfp growth since the financial crisis has become much more dependent on the bank itself and less so on spatial spillovers

stochastic data envelopment analysis a review abstract this paper provides a review of stochastic data envelopment analysis dea we discuss extensions of deterministic dea in three directions i deviations from the deterministic frontier are modeled as stochastic variables ii random noise in terms of measurement errors sample noise and specification errors is made an integral part of the model and iii the frontier is stochastic as is the underlying production possibility set pps stochastic dea utilizes non parametric convex or conical hull reference technologies based upon axioms from production theory accompanied by a statistical foundation in terms of axioms from statistics or distributional assumptions the approaches allow for an estimation of stochastic inefficiency compared to a deterministic or a stochastic pps and for statistical inference while maintaining an axiomatic foundation focus is on bridges and differences between approaches within the field of stochastic dea including semi parametric stochastic frontier analysis sfa and chance constrained dea ccdea we argue that statistical inference based upon homogenous bootstrapping in contrast to a management science approach imposes a restrictive structure on inefficiency which may not facilitate the communication of results of the analysis to decision makers semi parametric sfa and ccdea differ w r t the modeling of noise and stochastic inefficiency the two approaches are in spite of the inherent differences shown to be complements in the sense that the stochastic ppss obtained by the two approaches share basic similarities in the case of one output and multiple inputs recent contributions related to i disentangling of random noise and random inefficiency and ii obtaining smooth shape constrained estimators of the frontier are discussed

assessing bank competition for consumer loans abstract based on frontier analysis we derive inferences of bank consumer loan competition from estimating a revenue cost competition efficiency ce frontier the competitiveness of the 400 billion u s bank consumer loan market is then assessed by comparing results from our frontier ce measure with other competition measures such as hhi lerner index and h statistic these measures are weakly related to one another and only half of them identify banks with the highest loan price as also being the least competitive this is the opposite of what is expected using the frontier ce measure the most and least competitive banks are not located in the most populous states and the largest banks are underrepresented overall the hhi should not be used to indicate competition

interfuel substitution a meta analysis interfuel substitutability has been of longstanding interest to the energy economics and policy community however no quantitative meta analysis has yet been carried out of this literature this paper fills this gap by analyzing a broad sample of studies of interfuel substitution in the industrial sector manufacturing industry or subindustries or macro economy of a variety of developed and developing economies publication bias is controlled for by including the primary study sample size in the meta regression results for the shadow elasticities of substitution between coal oil gas and electricity for forty six primary studies show that at the level of the industrial sector there are easy substitution possibilities between all the fuel pairs with the exception of gas electricity and coal electricity substitution possibilities seem more constrained at the macro level and less constrained in sub industries estimates also vary across countries publication bias does not seem to be present but model and data specification issues very significantly affect the estimates derived by each individual study estimates from cross section regressions are generally largest fixed effects panel estimates intermediate in magnitude and time series estimates are mostly much smaller econometric research suggests that the fixed effects estimates are likely the best among the existing studies though biased downwards

parameters measuring bank risk and their estimation the paper develops estimation of three parameters of banking risk based on an explicit model of expected utility maximization by financial institutions subject to the classical technology restrictions of neoclassical production theory the parameters are risk aversion prudence or downside risk aversion and generalized risk resulting from a factor model of loan prices the model can be estimated using standard econometric techniques like gmm for dynamic panel data and latent factor analysis for the estimation of covariance matrices an explicit functional form for the utility function is not needed and we show how measures of risk aversion and prudence downside risk aversion can be derived and estimated from the model the model is estimated using data for eurozone countries and we focus particularly on i the use of the modeling approach as a device close to an early warning mechanism ii the bank and country specific estimates of risk aversion and prudence downside risk aversion and iii the derivation of a generalized measure of risk that relies on loan price uncertainty moreover the model provides estimates of loan price distortions and thus allocative efficiency

productivity and efficiency estimation a semiparametric stochastic cost frontier approach this paper proposes a flexible stochastic cost frontier panel data model where the technology parameters are unknown smooth functions of firm and time effects which non neutrally shift the cost frontier the model decomposes inefficiency into firm and time specific components and productivity change into inefficiency change technical change and scale change we then apply the proposed methodology to the norwegian salmon production data and analyze technical efficiency as well as productivity changes

specification and estimation of production risk risk preferences and technical efficiency this article deals with specification and estimation of risk preferences production risk and technical inefficiency it makes contribution in three separate areas of production economics first we model producers attitude toward risk and derive risk preference functions without assuming any parametric form of the utility function and any distribution of the error term representing production risk when risk arises from production uncertainty and technical inefficiency second the standard production risk model is extended to accommodate technical inefficiency and producers attitude toward risk finally the technical efficiency model is generalized to accommodate production risk and producers attitude toward risk copyright 2002 oxford university press

firm heterogeneity persistent and transient technical inefficiency a generalized true random effects model this paper considers a panel data stochastic frontier model that disentangles unobserved firm effects firm heterogeneity from persistent time invariant long term and transient time varying short term technical inefficiency the model gives us a four way error component model viz persistent and time varying inefficiency random firm effects and noise we use bayesian methods of inference to provide robust and efficient methods of estimating inefficiency components in this four way error component model monte carlo results are provided to validate its performance we also present results from an empirical application that uses a large panel of us commercial banks

enjoying the quiet life under deregulation evidence from adjusted lerner indices for u s banks abstract the quiet life hypothesis posits that firms with market power incur inefficiencies rather than reap monopolistic rents we propose a simple adjustment to lerner indices to account for the possibility of forgone rents to test this hypothesis for a large sample of u s commercial banks we find that adjusted lerner indices are significantly larger than conventional lerner indices and trending upward over time instrumental variable regressions reject the quiet life hypothesis for cost inefficiencies however lerner indices adjusted for profit inefficiencies reveal a quiet life among u s banks

new growth accounting this article opens the black box of total factor productivity by decomposing this all in one index into various input embedded and input free productivities in a new growth accounting framework the new method identifies different channels through which growth drivers affect economic growth and finds the most effective way to boost the economy which is unidentified in standard method this new approach uses a varying coefficient stochastic frontier model which integrates the standpoints of the endogenous growth theory and the induced innovation theory into a reduced form productivity analysis the new growth accounting is then applied to study the impacts and contributions of r d investments international trade and structural transformation to world agricultural growth during the period of 1962 to 2014 the empirical results provide new evidence to support the endogenous growth theory and the induced innovation theory indicating the necessity of using the new growth accounting method

risk preferences production risk and firm heterogeneity a new technique is proposed for deriving the risk preference function under production risk and expected utility of profit maximization the derivation depends on neither a specific parametric form of the utility function nor any distribution of the error term representing production risk the proposed risk preference function is flexible enough to test different types of risk behavior and symmetry of the output distribution furthermore our production risk specification allows for inputs with positive and negative marginal risk the econometric model accommodates production risk risk preferences and firm heterogeneity simultaneously norwegian salmon farming data are used as an application

effects of heterogeneity on bank efficiency scores bank efficiency estimates often serve as a proxy of managerial skill since they quantify sub optimal production choices but such deviations can also be due to omitted systematic differences among banks in this study we examine the effects of heterogeneity on bank efficiency scores we compare different specifications of a stochastic cost and alternative profit frontier model with a baseline specification after conducting a specification test we discuss heterogeneity effects on efficiency levels ranks and the tails of the efficiency distribution we find that heterogeneity controls influence both banks optimal costs and profits and their ability to be efficient differences in efficiency scores are important for more than only methodological reasons first different ways of accounting for heterogeneity result in estimates of foregone profits and additional costs that are significantly different from what we infer from our general specification second banks are significantly re ranked when their efficiency is estimated with a specification other than the preferred general specification third the general specification gives the most reliable estimates of the probability of distress although differences to the other specifications are low

oil shocks and the dynamics of substitution adjustments of industrial fuels in the us this paper investigates substitution among such alternate fuels as coal natural gas and electricity during the actual oil price increases of 1970s these substitution adjustments are assumed to be dynamic and modelled by a partial adjustment structure this dynamic structure is incorporated into a translog cost technology short and long run price elasticities are estimated by identifying inter and intra industry variations the models are estimated with a sample of 88 pooled observations including distillate and residual oils purchased by eleven 2 digit manufacturing groups 1974 81 models are estimates are strictly negative these own price elasticities range from long to short run 2 93 to 2 55 for distillate oil 0 698 to 1 53 for residual oil 0 533 to 0 011 for coal 0 235 to 0 213 for natural gas to 0 888 to 0 845 for electricity estimastes of both short run and long run cross price elasticities suggest that coal and electric energy are the prominent substitutes for fuel oils w

hubs and high fares dominance and market power in the u s airline industry this article estimates the importance of route and airport dominance in determining the degree of market power exercised by an airline the results indicate that an airline s share of passengers on a route and at the endpoint airports significantly influences its ability to mark up price above cost the high markups of a dominant airline however do not create much of an umbrella effect from which carriers with smaller operations in the same markets can benefit the article suggests a number of possible explanations for this asymmetry

governing biofuels in brazil a comparison of ethanol and biodiesel policies over the last decade brazil has implemented a new and ambitious biofuel program the national program of production and use of biodiesel pnpb when launching this program in 2004 the government stated that it wanted to avoid the same kind of geographical concentration single crop focus dominance of agribusiness and exclusion of family farmers that have occurred with bioethanol production through the proalcool policy since 1975 this paper compares the life histories of the bioethanol and the biodiesel policies of brazil by analyzing their substantive policy content the power and politics of actors that struggle for the design and implementation of the policies and the polity in terms the organization and institutionalization of the policies the paper concludes that both policies have become submerged by and dependent on the polity and politics of primarily the energy and agricultural sectors that operate as the two semi autonomous governance fields this submerging has shaped the substantive contents of biofuels policies and explains why the 2004 biodiesel policy pnpb in spite of its objectives for social inclusion and rural development faces similar problems in implementation as its predecessor the 1975 bioethanol policy proalcool

a frontier measure of u s banking competition the three main measures of competition hhi lerner index and h statistic are uncorrelated for u s banks we investigate why this occurs propose a frontier measure of competition and apply it to five major bank service lines fee based banking services comprise 35 percent of bank revenues so assessing competition by service line is preferred to using a single measure for traditional activities extended to the entire bank as the lerner index and the h statistic together explain only 1 percent of hhi variation and the hhi is similarly unrelated to the frontier method developed here current merger acquisition guidelines should be adjusted as banking concentration seems unrelated to likely more accurate competition measures

efficiency measurement in the stochastic frontier model abstract deterministic models of technical efficiency assume that all deviations from the production frontier are due to inefficiency critics argue that no allowance is made for measurement error and other statistical noise so that the resulting efficiency measure will be contaminated the stochastic frontier model is an alternative that allows both inefficiency and measurement error advocates argue that the stochastic frontier models should be used despite other potential limitations because of the superior conceptual treatment of noise as will be demonstrated in this paper however the assumed shape of the error distributions is used to identify a key production function parameter therefore the stochastic frontier models like the deterministic models cannot produce absolute measures of efficiency moreover we show that rankings for firm specific inefficiency estimates produced by traditional stochastic frontier models do not change from the rankings of the composed errors as a result the performance of the deterministic models is qualitatively similar to that of the stochastic frontier models

a microfoundation for stochastic frontier analysis abstract this paper provides a microfoundation for distributions of technical inefficiency in parametric stochastic production frontier analysis it shows that dial setting technology a la jovanovic and nyarko 1996 implies a gamma distribution with a specific set of parameters that depends on a manager s experience or his her prediction ability

biofuels and sustainable energy development in brazil summary through the assessment of three decades of the alcohol program in brazil the paper shows that adequate public policies regarding biomass production can deliver direct benefits like energy security improvement foreign exchange savings and local employment generation reduced urban air pollution and avoided co2 emissions moreover the paper shows that brazilian produced ethanol has faced economies of scale technical progress and productivity gains and is no longer dependent on subsidies to be competitive the paper also examines the potential in brazil for fostering other biofuels namely biodiesel obtained from vegetable oils as well as their implications on sustainable energy development

asymmetric peer effects in capital structure dynamics abstract using a semiparametric smooth coefficient partial adjustment model this study finds evidence for asymmetric peer effects on capital structure adjustment speeds between overlevered and underlevered firms overlevered firms adjustment speeds and peer firm shocks have a u shaped relationship while underlevered firms adjustment speeds monotonically increase with peer firm shocks

efficiency and environmental factors in the us electricity transmission industry the electricity industry in most developed countries has been restructured over recent decades with the aim of improving both service quality and firm performance regulated segments e g transmission still provide the infrastructure for the competitive segments and represent a significant share of the total price paid by final customers however there is a lack of empirical studies that analyse firms performance in the electricity transmission sector in this paper an empirical analysis of us electricity transmission companies is conducted for the period 2001 2009 we use alternative stochastic frontier models that allow us to identify the determinants of firms inefficiency these models also permit us to control for weather conditions potentially one of the most decisive uncontrollable factors in electricity transmission our results suggest that weather conditions clearly have an influence on transmission costs and that there is room for improvement in the management of us electricity transmission systems regulators should also be aware that more adverse conditions generate higher levels of inefficiency and that achieving long term efficiency improvements tends to worsen firms short term relative performance

how to reduce energy intensity in china s heavy industry evidence from a seemingly uncorrelated regression abstract with rapid development and large scale urbanization china s environmental and resource constraints are becoming increasingly severe compared to other industries china s heavy industry is energy intensive and emission intensive which exerts pressure on energy conservation policies in this paper by establishing a theoretical model of the impact factors of energy intensity we investigate the effects of energy prices ownership structure and industrial concentration and r d investment on the energy intensity of china s heavy industry and seemingly unrelated regression model was used in the estimation of corresponding coefficients the results show that increase in energy prices decrease in state owned enterprises and increase in industrial concentration may reduce the energy intensity of the industry also the study points to evidence that an increase in r d investment may reduce the oil intensity of heavy industry

subsidizing research programs with if and when uncertainty in the face of severe informational constraints we study government optimal subsidy policies for research programs in the face of servere information asymmetry when firms have private information about the likelihood of project viability but the government cannot form a unique prior belief about this likelihood the paper makes two contributions first we show that the way in which rd under r d competition the first best outcome can also be achieved through a simple combination of a matching subsidy and an unrestricted subsidy if the shadow cost of public funds is positive an ex post equilibrium in general does not exist either under monopoly or competition we then consider two alternative policy decision criteria that are appropriate for belief free games rationalizability and max min criteria we argue that the max min criteria is preferable in our context and by way of doing so establish that the set of max min subsidy policies under either monopoly or competitive r d consists entirely of simple pure matching subsidies we further establish that allowing firms to form an r d consortium reduces the matching rate for the highest max min subsidy suggesting that cooperative r d has the potential to economize on the shadow costs of public funding of subsidies

rationalizable strategic behavior and the problem of perfection this paper explores the fundamental problem of what can be inferred about the outcome of a noncooperative game from the rationality of the players and from the information they possess the answer is summarized in a solution concept called rationalizability strategy profiles that are rationalizable are not always nash equilibria conversely the information in an extensive form game often allows certain unreasonable nash equilibria to be excluded from the set of rationalizable profiles a stronger form of rationalizability is appropriate if players are known to be not merely rational but also cautious what constitutes rational behavior in a noncooperative strategic situation this paper explores the issue in the context of a wide class of finite noncooperative games in extensive form the traditional answer relies heavily upon the idea of nash equilibrium nash 17 the position developed here however is that as a criterion for judging a profile of strategies to be reasonable choices for players in a game the nash equilibrium property is neither necessary nor sufficient some nash equilibria are intuitively unreasonable and not all reasonable strategy profiles are nash equilibria the fact that a nash equilibrium can be intuitively unattractive is well known the equilibrium may be imperfect introduced into the literature by selten 20 the idea of imperfect equilibria has prompted game theorists to search for a narrower definition of equilibrium while this research some of which will be discussed here has been extremely instructive it remains inconclusive theorists often agree about what should happen in particular games but to capture this intuition in a general solution concept has proved to be very difficult if this paper is successful it should make some progress in that direction the other side of the coin has received less scrutiny can all non nash profiles really be excluded on logical grounds i believe not the standard justifications for considering only nash profiles are circular in nature or make gratuitous assumptions about players decision criteria or beliefs the following discussion of these points is extremely brief due to space constraints more detailed arguments may be found in pearce 18

family labor supply with taxes over the period 1960 1983 the proportion of federal tax revenue raised by taxation of labor supply has risen from 57 77 percent in this paper we specify and estimate a model of family labor supply which treats both federal and state taxation husbands and wives labor supply are treated jointly rather than in aseparate manner as in previous research a method to calculate the virtual wage for nonworking spouses is used within a utility maximizing framework to treat correctly the joint family labor supply decision joint family efforts are found to be important the efficiency cost deadweight loss of labor taxation is estimated to be 29 6 of tax revenue raised the effect of the new 10 deduction to ease the marriage tax for working spouses leads to a prediction of 3 8 increase in wives labor supply and a 9 decrease in husbands labor supply overall taxes paid are predicted to decrease by 3 4 this abstract was borrowed from another version of this item

aspects of r d subsidization it is well known that the market fails to provide the socially optimal level of r d expenditure because of the public properties of information see arrow 1963 and usher 1964 in the frictionless perfectly competitive market with no barriers to the use of information the market will provide no r d investment one widely used policy approach to deal with this appropriability problem is patent protection which temporarily assigns the property right to the patented information for some period of time investment in r d can be further stimulated through subsidization though issues in patent protection have been extensively discussed in the literature see nordhaus 1967 1972 scherer 1972 stiglitz 1969 and romano forthcoming the economics of r d subsidization have been largely ignored in spite of its frequent use as a policy tool 1 the purpose of this paper is to explore the usefulness of r d subsidization in markets where patent protection is available with the opportunity to secure a patent firms will have an incentive to invest in r d however only in exceptional circumstances will the market produce the socially optimal r d outlay subsidization can be a useful supplemental policy tool the usefulness of r d subsidization depends on a number of variables including the length of the patent life the character of competition for the patent and on the extent of any excess burdens associated with subsidization our focus is on how optimal subsidization is affected by these variables it is shown that when there is monopoly in the research market the optimal subsidy is always positive no matter how long is the finite patent life or how high is any finite excess burden associated with subsidization in contrast when there are no barriers to entering the research market the optimal subsidy is zero if the patent life is long or the excess burden is high moreover

the financing of innovation learning and stopping we consider the financing of a research project under uncertainty about the time of completion and the probability of eventual success we distinguish between two financing modes namely relationship financing where the allocation decision of the entrepreneur is observable and arm s length financing where it is unobservable we find that equilibrium funding stops altogether too early relative to the efficient stopping time in both financing modes the rate at which funding is released becomes tighter over time under relationship financing and looser under arm s length financing the tradeoff in the choice of financing modes is between lack of commitment with relationship financing and information rents with arm s length financing

product market competition and the value of innovation evidence from us patent data this study investigates the relationship between product market competition and the market value of innovation using firm level patent data of us firms over the period 1977 2005 we find that there is an inverted u shaped relationship between competition and the value of innovation furthermore we show that there is an asymmetric causal effect of intensifying product market competition on the market value of innovation using a quasi natural experiment based on tariff cut events for us manufacturing firms between 1977 and 2006 a firm s incentive to innovate tends to get stronger in response to a tariff cut when product market competition is very mild while it tends to get weaker when very severe

semiparametric smooth coefficient stochastic frontier model this paper proposes a semiparametric smooth coefficient spsc stochastic production frontier model where regression coefficients are unknown smooth functions of environmental factors z technical inefficiency is specified in the form of a parametric scaling function which also depends on the z variables thus in our spsc model the z variables affect productivity directly via the technology parameters as well as through inefficiency a residual based bootstrap test of the relevance of the environmental factors in the spsc model is suggested an empirical application is also used to illustrate the technique