agricultural productivity and convergence europe and the united states this article applies the window malmquist index wmi approach to measure changes in agricultural total factor productivity tfp for the united states and a sample of nine european countries for the period 1973 to 1993 the dataset used in this article is obtained from ball et al 2001 the wmi is constructed by combining data envelopment analysis window analysis with the malmquist index approach furthermore the kruskal and wallis rank test is used for testing frontier shifts among observed periods the article also explores the question of convergence in tfp across the countries under consideration by testing for and convergence as well as for stochastic or long run convergence the results show wide variation in the rate of tfp growth across countries with an average trend growth rate of 1 62 the results indicate the presence of convergence but the absence of convergence for the full period under consideration but the presence of both and convergence for the sub period 1983 to

panel tests of stochastic convergence tfp transmission within manufacturing industries abstract this paper examines the international transmission of industry specific productivity shocks we demonstrate the limitations of panel unit root tests of stochastic convergence and propose an alternative method the data reject stochastic convergence displaying considerable heterogeneity in tfp movements within industries

convergence in oecd countries technical change efficiency and productivity the aim of this study is to analyse labour productivity convergence in the oecd countries over the period 1975 90 a nonparametric frontier approach is used to calculate the malmquist productivity index by breaking it down the contribution in the growth of labour productivity of technical progress of changes in efficiency and of the accumulation of inputs per worker are quantified unlike other studies the results obtained show that technical change has worked against labour productivity convergence since it has always been greater in the countries with higher labour productivity

farmer education and the weather evidence from taiwan 1976 1992 abstract this paper uses farm household and weather data from 1976 to 1992 in taiwan to measure the role of unusual weather conditions in explaining time and geographical variation of the return to education in farming based on a farm household model we show that the effect of education measured from an income function is both technical and allocative for a set of schooling variables this effect is found to increase with adverse weather it implies that education provides a higher relative advantage and therefore has a higher economic value when the environment is more unstable and more difficult to deal with this gives empirical support to the notion that education improves the capacity to adapt to change and disequilibria on top of its static technical effects

analysis of productivity efficiency and technological changes in hospital services in ontario how does case mix matter abstract in this paper we compare productivity efficiency and technological changes with and without case mix as output categories using panel data on ontario hospitals for the period 2002 2006 we use the malmquist productivity index mpi data envelopment analysis dea and non parametric density estimation and related statistical tests we also decompose mpi into efficiency change ech and technological change tch we found that productivity efficiency and technological changes were significantly different between two alternative models with case mix as a weighting device model 2 and without case mix model 1 on the other hand adding case mix as a separate output model 3 did not have any significant impact on the distribution of efficiency estimates compared to the model without case mix we also found that in model 2 productivity growth was driven mainly by improvements in technology rather than increases in efficiency while in model 1 and model 3 the two effects ech and tch almost balanced each other leading to no productivity change

some models for estimating technical and scale inefficiencies in data envelopment analysis in management contexts mathematical programming is usually used to evaluate a collection of possible alternative courses of action en route to selecting one which is best in this capacity mathematical programming serves as a planning aid to management data envelopment analysis reverses this role and employs mathematical programming to obtain ex post facto evaluations of the relative efficiency of management accomplishments however they may have been planned or executed mathematical programming is thereby extended for use as a tool for control and evaluation of past accomplishments as well as a tool to aid in planning future activities the ccr ratio form introduced by charnes cooper and rhodes as part of their data envelopment analysis approach comprehends both technical and scale inefficiencies via the optimal value of the ratio form as obtained directly from the data without requiring a priori specification of weights and or explicit delineation of assumed functional forms of relations between inputs and outputs a separation into technical and scale efficiencies is accomplished by the methods developed in this paper without altering the latter conditions for use of dea directly on observational data technical inefficiencies are identified with failures to achieve best possible output levels and or usage of excessive amounts of inputs methods for identifying and correcting the magnitudes of these inefficiencies as supplied in prior work are illustrated in the present paper a new separate variable is introduced which makes it possible to determine whether operations were conducted in regions of increasing constant or decreasing returns to scale in multiple input and multiple output situations the results are discussed and related not only to classical single output economics but also to more modern versions of economics which are identified with contestable market theories

computing economies of vertical integration economies of scope and economies of scale using partial frontier nonparametric methods abstract so far in the nonparametric literature only full frontier nonparametric methods have been applied to search for economies of scope and scale particularly the data envelopment analysis method dea however these methods present some drawbacks that might lead to biased results this paper proposes a methodology based on more robust partial frontier nonparametric methods to look for scope and scale economies through this methodology it is possible to assess the robustness of these economies and in particular to assess the influence that extreme data or outliers might have on them the influence of the imposition of convexity on the production set of firms was also investigated this methodology was applied to the water utilities that operated in portugal between 2002 and 2008 there is evidence of economies of vertical integration and economies of scale in drinking water supply utilities and in water and wastewater utilities operating mainly in the retail segment economies of scale were found in water and wastewater utilities operating exclusively in the wholesale and in some of these utilities diseconomies of scope were also found the proposed methodology also allowed us to conclude that the existence of some smaller utilities makes the minimum optimal scales go down

the services sector in india s states a tale of growth convergence and trade india s success story in services is well documented at the national level but similar literature does not exist for india s states we bridge this gap by studying india s services growth at the sub national level contrary to earlier commentary on the unsustainability of india s services growth process our findings suggest that per capita services may be converging across indian states this is not true of per capita income unlike previous studies on india evidence is provided using both traditional sigma and beta convergence measures and advanced panel unit root tests from the recent econometrics literature a disaggregated analysis of services sectors reveals convergence in railways public administration and financial services finally a jensen and kletzer approach to determine tradability and an additional original methodology provide evidence of most services being traded across india s states suggesting the role of such trade in the services growth story even at the sub national level

productivity across industries and countries time series theory and evidence the authors examine whether convergence in aggregate productivity is also occurring at the industry level in fourteen oecd countries from 1970 to 1987 using both cross section and time series methods they find convergence in some sectors such as services however surprisingly the authors find that convergence does not hold for the manufacturing sector decomposing aggregate convergence into industry productivity gains and changing sectoral shares of output they find the service sector to be responsible for the bulk of cross country convergence to the united states the authors develop a new result on the asymptotic normality of panel unit root estimators to formally test within sector convergence copyright 1996 by mit press

labour force ageing and productivity performance in canada abstract this paper studies the direct impact of labour force ageing on productivity growth in 10 canadian provinces over the period 1981 2001 with an outlook to 2046 it shows that older workers are on average less productive than younger workers and that labour force ageing has a modest negative direct impact on productivity growth in canada the impact has increased since the middle of the 1990s will peak in 2001 11 and tail off afterwards during the peak period productivity growth in canada will be reduced by 0 13 to 0 23 percentage points per year with newfoundland being hit the hardest jel classification j21 o47

productivity development in icelandic norwegian and swedish fisheries this article analyses the total factor productivity tfp performance of fisheries in iceland norway and sweden during the period 1973 to 2003 we measure tfp growth using real gross value added as output and capital input labour input and a stock input index based on the major fish stocks in developed neighbouring countries we expect rapid diffusion of fishing technology innovations contributing to productivity convergence in addition innovations in the public regulation and the industrial organization may also have influenced productivity growth during the period we find that iceland had the highest annual tfp growth accounting for stock changes it amounts to 3 while the corresponding figures for sweden and norway are 2 8 and 0 8 respectively despite best practice fishing technologies being widely available we find no evidence of productivity convergence among the three countries

inward technology transfer and competitiveness the role of national innovation systems this paper examines the role of national innovation systems in the inward transfer of technology that has underpinned the transformation of japan and other east asian economies since 1945 the economies that have benefited most from inward technology transfer have national innovation systems that have strengthened their national absorptive capacity this capacity relies primarily on investments in scientific and technical training and on economic policies that enforce competition among domestic firms the particular channels for inward technology transfer the identity of any strategic industries targeted for public intervention and the overall level of a nation s trade restrictions are ail of secondary importance a central theme of global economic change during the postwar period has been the application in less developed countries of technologies developed within economically advanced regions this phenomenon underpinned the post 1945 transformation of japan and other east asian economies and influenced the reconstruction of western european economies after world war ii the application of externally developed technologies within latecomer economies is hardly unique to the postwar period however samuel slater s introduction of british textile manufacturing is but one example of inward technology transfer in the nineteenth century us economy and david 1992 traces the origins of patent monopolies to efforts by medieval european city states and nations to attract experts in industrial arts to practice their craft within these jurisdictions both international technology flows and government efforts to influence them for national competitive advantage thus have ample historical precedent several characteristics nevertheless distinguish the post 1945 era from earlier historical periods the influence of international technology transfer on national economic development has increased as the postwar development of such economies as taiwan and south korea has relied much less on natural resource endowments than nineteenth

economies of scale and scope in the provision of diagnostic techniques and therapeutic services in portuguese hospitals this article analyses the provision of auxiliary clinical services that are typically carried out within the hospital we estimate a flexible cost function for three of the most important cost wise diagnostic techniques and therapeutic services in portuguese hospitals clinical pathology medical imaging and physical medicine and rehabilitation our objective in carrying out this estimation is the evaluation of economies of scale and scope in the provision of these services for all services we find evidence of economies of scale and some evidence of economies of scope we also find evidence of diminishing returns to management whereby larger hospitals appear to have surpassed their optimal size these results have important policy implications and can be related to the ongoing discussion of where and how should hospitals provide these services

multi factor agricultural productivity efficiency and convergence in botswana 1981 1996 abstract this paper applies the sequential malmquist index to calculate multi lateral multi factor productivity mfp indices for agriculture in the 18 districts and the commercial sector of botswana from 1981 to 1996 the mfp index grew at an average rate of 1 7 per annum led by the regions that specialize in livestock which grew at well over 3 per annum this growth was powered by technological change at 4 per year but offset by technical efficiency falling at 2 4 per annum as the commercial sector and the better regions exploited new technologies and infrastructure whereas the less productive areas fell further behind the best practice frontier thus convergence tests show that the gap between the more productive and the poorer regions widened

efficiency and productive specialization an application to spanish regions maudos j pastor j m and serrano l 2000 efficiency and productive specialization an application to the spanish regions reg studies 34 829 842 this paper shows the importance of the composition of production productive specialization and sector inefficiencies when evaluating efficiency in aggregate production for this purpose a new approach is proposed for obtaining efficiency scores which enables two components to be differentiated one associated with the degree of efficiency within each sector intra sector efficiency and another associated with the composition of production composition efficiency the application of this approach and its breakdown for the spanish regions in the period 1964 93 using a non parametric approach data envelopment analysis shows greater gains in composition efficiency as a consequence of the structural changes in productive specialization also the breakdown of labour productivity convergence shows the increasing importance over time of composition eff

estimation of cross country differences in industry production functions abstract international trade economists typically assume that there are no cross country differences in industry total factor productivity tfp in contrast this paper finds large and persistent tfp differences across a group of industrialized countries in the 1980s the paper calculates tfp indices and statistically examines the sources of the observed large tfp differences across countries two hypotheses are examined to account for tfp differences constant returns to scale production with country specific technological differences and industry level scale economies with identical technology in each country the data support the constant returns different technology hypothesis over the increasing returns same technology hypothesis

technological change technological catch up and capital deepening relative contributions to growth and convergence we decompose labor productivity growth into components attributable to 1 technological change shifts in the world production frontier 2 technological catch up movements toward or away from the frontier and 3 capital accumulation movement along the frontier the world production frontier is constructed using deterministic methods requiring no specification of functional form for the technology nor any assumption about market structure or the absence of market imperfections we analyze the evolution of the cross country distribution of labor productivity in terms of the tripartite decomposition finding that technological change is decidedly nonneutral and that both growth and bipolar international divergence are driven primarily by capital deepening jel o30 o47 d24

transitional dynamics in an r d based growth model with imitation comparing its predictions to the data abstract employing cross country data this paper evaluates the transitional dynamics predictions of a non scale growth model of endogenous technology innovation and imitation we show that unlike the neoclassical growth framework the transitional dynamics of the rd 1995 quartely journal of economics 110 641 680 with the importance of technology transfer

sources of productivity growth an empirical analysis with german sectoral data many theoretical analyses of the sources of economic growth focus on knowledge spillovers and scale economies to explain growth endogenously the contribution of this paper is to shed some light on these arguments by an empirical investigation based on a production function framework sectoral production functions are estimated with annual german data of 51 sectors from 1960 90 the estimates reveal that both a pure solow growth model and a solow model augmented with human capital cannot account for the observed productivity increases the model should be extended by allowing for inter industry spillovers and scale economies at the aggregate level as well as for scale economies associated with human capital at the sectoral level the business cycle affects observed productivity changes in the short run and in the long run

productivity growth in indian agriculture is there evidence of convergence across states this paper explores the question of convergence in total factor productivity tfp in agriculture across fourteen major agricultural states of india using a tornqvist theil index for tfp growth for the period 1973 1993 we find no evidence to support convergence to a single tfp level convergence after grouping the various states on the basis of their productivity performance we find that the high performing states show a gradual movement towards the trend whereas the low performing states generally show more volatility testing for long run convergence in levels of agricultural productivity we find evidence of conditional beta convergence after controlling for state specific factors and idiosyncratic year specific volatility the results are robust to alternative specifications of tests of unit root in panel data developed recently

agriculture s terms of trade issues and implications the article addresses 1 the issue of what agricultural commodity prices should be compared to if we are concerned with the welfare of agriculturalists 2 the general absence of product quality adjustment when analysis is undertaken comparing agricultural to manufactured goods prices 3 the extent to which energy prices are or will be the driver of both manufactured and agricultural prices and 4 the importance of considering agriculture s terms of trade tot against the service sector since the service sector is typically the largest in the economy it reflects on the basic question of whether the widespread perception that agriculture s tot secularly decline is correct

productivity convergence in oecd manufacturing industries the extent of and convergence of average labor productivity across manufacturing industries in 18 oecd countries over the period 1972 1992 shows large inter industry differences one reason for these differences is knowledge and capital barriers preventing the occurrence of catch up we find the level of average labor productivity as a proxy for these barriers is correlated with the extent of convergence

resource use and technological progress in agriculture a dynamic general equilibrium analysis we analyze the global effects of economic and population growth and the impact of a slowdown in agricultural total factor productivity tfp on agriculture and forest resources using a dynamic multi region computable general equilibrium model with land use and cover detail given the current consensus about the growth of the world economy our results suggest that food security will not be threatened and agricultural activities will not encroach on forest resources over the next decade a slowdown in agricultural tfp growth might lead to higher crop prices in all regions with south east asia facing the steepest increases a slowdown in agricultural tfp growth also might be accompanied by higher conversion rates of forestland to farmland as well as by greater environmental or ecological damages on the remaining forestland

scale and scope efficiencies through hospital consolidations the hospital sector in the province of ontario has recently completed a large scale restructuring marked by wide ranging hospital closures mergers and program transfers given a generally inconclusive economics literature regulators used an accounting as opposed to an economic approach when predicting gains to consolidations this paper uses an economic cost function to examine economies of scale and scope in the years preceding restructuring where there was little doubt that economies were possible issues relating to output aggregation functional form and scale and scope testing are addressed and an equilibrium cost function is derived from an estimated short run function to measure the cost concepts of interest using index and direct approaches we examine a variety of potential reconfigurations and conclude that there were indeed large scale unexploited gains to strategic consolidation in the hospital sector furthermore these gains may not have been detected using standard approaches in the literature

a measure of price advantage and its decomposition into output and input specific effects abstract in this paper we develop a price advantage measure obtained as the difference between efficiency scores computed with quantity based and value based data this measure is interpreted as an increase in the firm s profit rate due to a favourable input and output price environment compared to traditional allocative efficiency measure which uses only the evaluated firm s prices price advantage measure considers prices of peers in the market our main contribution is to show that total price advantage decomposes into the sum of output and input specific price advantages the application of the measure to a french farm s dataset in the context of the successive common agricultural policy reforms aiming at the liberalization of agricultural prices 1992 2013 illustrates our theoretical model

sectoral regularities of productivity growth in developing countries a kaldorian interpretation this paper provides a kaldorian interpretation for empirical regularities of product ivity growth at the sectoral level of the economy the statistical evidence is based on a dataset drawn from internationally compatible time series for employment and value added in 30 developing countries based on novel non linear statistical techniques the findings show i a regular pattern of positive sectoral employment elasticities with respect to output growth ii robust differences across sectors in the magnitude of the employment elasticities and iii employment elasticities for all sectors that are signifi cantly less than unity suggesting strong evidence for increasing returns at the sector level of the economy

the triple helix model as a motor for the creative use of telematics abstract this paper opposes the view which points to the declining importance of nation states and the elimination of space and territory as an effect of the increased trends towards globalisation the argument has its foundations in the evolutionary approach of economic development and argues that the importance of the national level grows within a globalised world which is becoming increasingly complex disorganised and simultaneously monotonous monotony can be reduced through the emergence of national diversity based on specific development paths of spatially defined regional economic systems in which creativeness and selective capacity generate innovation and replication processes national and regional productive systems must be organised according to a triple helix model of institutional networking this model can be applied to the particular case of developing economies based on traditional and mature sectors these economies can start a catching up process by becoming creative users of technology and advanced users of telematics the theoretical framework is used to discuss the innovative capacity of the portuguese economy and to point out some solutions to overcome barriers to innovation

economies of scope in the health sector the case of portuguese hospitals abstract background economies of scope are defined as the potential cost savings arising from the joint production of two or more outputs rather than their separate production given the importance of the health sector for the community measuring the existence of potential economies of scope contributes to the improvement of this sectors sustainability objective s to identify economies of scope in portuguese hospitals using frontier based methods methods this paper develops 1 a generalized algorithm to obtain locally convex frontiers using the directional order ldo frontier method and 2 a generalized economies of scope based ratio that allows the introduction of any inefficiency source data this paper uses the 2002 2009 dataset for portuguese hospitals concerning the provision of obstetrics gynaecology and paediatrics ogp and psychiatric psy services results considerable economies and diseconomies of scope were found in the portuguese public hospitals a considerable dependence on the production line and on the merger status of the hospital was observed diseconomies of scope were more likely for larger hospitals i e those with more than 6000 inpatient discharges and or 7500 medical appointments per year conclusions even merged hospitals can exploit economies of scope however when they become outsized entities such efforts become more difficult

the national system of innovation in historical perspective contrary to some recent work on so called globalisation this paper argues that national and regional systems of innovation remain an essential domain of economic analysis their importance derives from the networks of relationships which are necessary for any firm to innovate whilst external international connections are certainly of growing importance the influence of the national education system industrial relations technical and scientific institutions government policies cul tural traditions and many other national institutions is fundamental the historical examples of germany japan and the former ussr illustrate this point as well as the more recent contrast between east asian and latin american countries introduction the national system of friedrich list according to this author s recollections the first person to use the expression national system of innovation was bengt ake lundvall and he is also the editor of a highly original and thought provoking book 1992 on this subject however as he and his colleagues would be the first to agree and as lundvall himself points out the idea actually goes back at least to friedrich list s conception of the national system of political economy 1841 which might just as well have been called the national system of innovation the main concern of list was with the problem of germany overtaking england and for underdeveloped countries as germany then was in relation to england he advocated not only protection of infant industries but a broad range of policies designed to accelerate or to make possible industrialisation and economic growth most of these policies were concerned with learning about new technology and applying it the racialist and colonialist overtones of the book were in strong contrast to the inter nationalist cosmopolitan approach of the classical free trade economists and list s belief that holland and denmark should join the german bund and acquire german nationality because of their descent and whole character reads somewhat strangely in the european community of today nevertheless despite these unattractive features of his outlook he clearly anticipated many contemporary theories after reviewing the changing ideas of economists about development in the years since the second world war the world bank 1991 concludes that it is intangible investment in knowledge accumulation which is decisive rather than physical capital investment as was at one time believed pages 33 35 the report cites the new growth theory

growth in transition what we know what we don t and what we should abstract this essay surveys macroeconomic issues that marked the transition from planned to market economy in central and eastern european and former soviet union countries we first establish stylized facts of the transition so far we then critically survey the theoretical literature on transition discussing explanations for the initial output fall and mediumterm issues such as optimal speed of transition disorganization institutions and sectoral reallocation as source of output dynamics we review the empirical literature to assess how well it translates the theoretical models and explains the stylized facts we conclude with suggestions for future research

are differences in firm size transitory or permanent an erratum for this article has been published in journal of applied econometrics 18 2 2003 249 previous empirical work on corporate growth rates using cross section or short panel econometric techniques suggests that growth rates are random but that some degree of mean reversion exists this means that size differences between firms are transitory another more natural way to explore the long run distribution of firm sizes is to examine data on the growth of particular firms over long periods of time using a sample of 147 uk firms observed continually for more than 30 years our conclusions are that growth rates are highly variable over time and that differences in growth rates between firms do not persist for very long further firms show no tendency to converge to either a common size or to a pattern of stable size differences over time these results are compared and contrasted with standard approaches that suggest that firms reach and maintain stable positions in a skewed size distribution copyright 2002 john wiley sons ltd

do all countries grow alike abstract this paper investigates the driving forces of output change in 77 countries during the period 1970 2000 a flexible modeling strategy is adopted that accounts for i the inefficient use of resources and ii different production technologies across countries the proposed model can identify technical efficiency and input change for each of three endogenously determined regimes membership in these regimes is estimated rather than determined ex ante this framework enables explorations into the determinants of output growth and convergence issues in each regime

the evolving role of agriculture in poverty reduction an empirical perspective abstract the role of agriculture in development remains much debated this paper takes an empirical perspective and focuses on poverty as opposed to growth alone the contribution of a sector to poverty reduction is shown to depend on its own growth performance its indirect impact on growth in other sectors the extent to which poor people participate in the sector and the size of the sector in the overall economy bringing together these different effects using cross country econometric evidence indicates that agriculture is significantly more effective in reducing poverty among the poorest of the poor as reflected in the 1 day squared poverty gap it is also up to 3 2 times better at reducing 1 day headcount poverty in low income and resource rich countries including those in sub saharan africa at least when societies are not fundamentally unequal however when it comes to the better off poor reflected in the 2 day measure non agriculture has the edge these results are driven by the much larger participation of poorer households in growth from agriculture and the lower poverty reducing effect of non agriculture in the presence of extractive industries

convergence in u s productivity growth for agriculture implications of interstate research spillovers for funding agricultural research state crop livestock and aggregate agricultural total factor productivity tfp data 1950 82 are examined for evidence of convergence to a single tfp level convergence or to a steady state rate of growth or conditional convergence our empirical results do not support convergence but do support convergence the rate of convergence is variable and depends on research and development r d spillins from other states private r d and farmers schooling the finding of strong positive interstate spillover effects implies that independent state planning of agricultural research is inefficient and cooperation across states boundaries including establishment of new political jurisdictions for financing public agricultural research can enhance efficiency

us regional income convergence a spatial econometric perspective rey s j and montouri b d 1999 us regional income convergence a spatial econometric perspective reg studies 33 143 156 this study reconsiders the question of us regional economic income convergence from a spatial econometric perspective recently developed methods of exploratory spatial data analysis provide new insights on the geographical dynamics of us regional income growth patterns over the 1929 94 period strong patterns of both global and local spatial autocorrelation are found throughout the study period and the magnitude of global spatial autocorrelation is also found to exhibit strong temporal co movement with regional income dispersion a spatial econometric analysis of the familiar baumol specification reveals strong evidence of misspecification due to ignored spatial error dependence because of this dependence shocks originating in one state can spillover into surrounding states potentially complicating the transitional dynamics of the convergence process rey s j et montouri

real convergence in europe how robust are econometric inferences the paper examines the convergence properties of productivity in fifteen european countries over the period 1960 1997 european productivity is estimated using modified translog production systems with a completely general intertemporal structure to capture the notion that trade may have an influence on aggregate convergence imports are included in the production function stationarity tests are used to test for convergence around a common long run trend including unit root tests the kpss and bayesian tests as well as testing based on fractional differencing parameter estimation for long memory models it is found that convergence inferences are sensitive to the type of test employed

productivity growth and convergence in crop ruminant and non ruminant production measurement and forecasts there is considerable interest in projections of future productivity growth in agriculture whether one is interested in the outlook for global commodity markets future patterns of international trade or the interactions between land use deforestation and ecological diversity the rate of productivity growth in agriculture is an essential input yet solid projections for this variable have proven elusive particularly on a global basis this is due in no small part to the difficulty in measuring historical productivity growth the purpose of this paper is to report the latest time series evidence on total factor productivity growth for crops ruminants and non ruminant livestock on a global basis we then follow with tests for convergence amongst regions providing forecasts for farm productivity growth to the year 2040 the results suggest that most regions in the sample are likely to experience larger productivity gains in livestock than in crops within livestock the non ruminant sector is expected to continue to be more dynamic than the ruminant sector given the rapid rates of productivity growth observed recently non ruminant and crop productivity in developing countries may be converging to the productivity levels of developed countries for ruminants the results show that productivity levels may be diverging between developed and developing countries