wheat from chaff meta analysis as quantitative literature review abstract this paper presents and develops a quantitative method of literature reviewing and evaluating empirical research meta regression analysis or mra economics is theory driven yet we must learn empirically if economics is to advance mra offers a more objective statistical method to summarize our empirical knowledge and to explain the wide study to study variation in economic research mra is used to assess the evidence for ricardian equivalence and its findings are contrasted to those of conventional narrative review furthermore mra establishes a platform from which to distinguish genuine empirical effect from the exploitable specification error that infests applied econometrics

a model of trade credit in a capital constrained distribution channel abstract in a product market with uncertain demand we examine a distribution channel consisting of one manufacturer and one capital constrained retailer the retailer may fund its business by borrowing credit either from a competitive bank market or from the manufacturer provided it is also to the latter s benefit to extend trade credit under bank credit financing we show that the channel behaves as if the retailer is not constrained by capital in a wholesale price contract we find that trade credit makes both channel members better off and is the unique financing equilibrium trade credit better integrates the channel than bank credit by centralizing the financing of distribution at the manufacturer we further compare bank versus trade credit under a classical channel contract revenue sharing contract in addition we present a set of numerical experiments to show how product cost internal capital and demand variability impact on the market equilibrium under both bank and trade credits

why don t remittances appear to affect growth although measured remittances by migrant workers have soared in recent years macroeconomic studies have difficulty detecting their effect on economic growth this paper reviews existing explanations for this puzzle and proposes three new ones first it offers evidence that a large majority of the recent rise in measured remittances may be illusory arising from changes in measurement not changes in real financial flows second it shows that even if these increases were correctly measured cross country regressions would have too little power to detect their effects on growth third it points out that the greatest driver of rising remittances is rising migration which has an opportunity cost to economic product at the origin net of that cost there is little reason to expect large growth effects of remittances in the origin economy migration and remittances clearly have first order effects on poverty at the origin on the welfare of migrants and their families and on global gross domestic product but detecting their effects on growth of the origin economy is likely to remain elusive

financial development and economic growth a meta analysis we analyze 1334 estimates from 67 studies that examine the effect of financial development on economic growth taken together the studies imply a positive and statistically significant effect but the individual estimates vary widely we find that both research design and heterogeneity in the underlying effect play a role in explaining the differences in results studies that do not address endogeneity tend to overstate the effect of finance on growth while the effect seems to be weaker in less developed countries the effect decreases worldwide after the 1980s our results also suggest that stock markets support faster economic growth than other financial intermediaries

growth with endogenous migration hump and the multiple dynamically interacting effects of aid in poor developing countries we show empirically that aid given to poor developing countries enhances growth and reduces emigration once several dynamically interacting effects of aid are taken into account in a system of equations we estimate equations for net immigration flows as a share of the labour force and gdp per capita growth and also for all their regressors including remittances and official development aid we use dynamic panel data methods for a sample of poor countries with gdp per capita below 1200 2000 for which aid is about 9 5 of gdp the partial effects in these regressions are as follows remittances enhance net immigration savings public expenditure on education and growth but reduce tax revenues all as a share of gdp net immigration enhances labour force growth and the savings ratio official development aid decreases the savings ratio and the per capita gdp growth rate but it increases investment public expenditure on education and literacy and also labour force growth then we integrate all equations to a dynamic system and run a simulation the result is an endogenous migration hump with several peaks in a counterfactual simulation we double aid with the result that for more than a hundred years migration is reduced and the gdp per capita is enhanced because the positive effects of aid on investment and education dominate the negative direct effects of aid on growth and the unfavourable effects on savings tax revenues and labour force growth

model averaging and its use in economics the method of model averaging has become an important tool to deal with model uncertainty for example in situations where a large amount of different theories exist as are common in economics model averaging is a natural and formal response to model uncertainty in a bayesian framework and most of the paper deals with bayesian model averaging the important role of the prior assumptions in these bayesian procedures is highlighted in addition frequentist model averaging methods are also discussed numerical methods to implement these methods are explained and i point the reader to some freely available computational resources the main focus is on uncertainty regarding the choice of covariates in normal linear regression models but the paper also covers other more challenging settings with particular emphasis on sampling models commonly used in economics applications of model averaging in economics are reviewed and discussed in a wide range of areas among which growth economics production modelling finance and forecasting macroeconomic quantities

remittances and the dutch disease abstract using data for el salvador and bayesian techniques we develop and estimate a two sector dynamic stochastic general equilibrium model to analyze the effects of remittances on emerging market economies we find that whether altruistically motivated or otherwise an increase in remittance flows leads to a decline in labor supply and an increase in consumption demand that is biased toward non tradables the higher non tradable prices serve as incentive for an expansion of that sector culminating in reallocation of labor away from the tradable sector a phenomenon known as the dutch disease quantitative results also indicate that remittances improve the welfare of households because they smooth income flows and increase consumption and leisure levels a bvar analysis provides results that are consistent with the dynamics of the model

remittances inflation and exchange rate regimes in small open economies remittances are private monetary transfers yet the rapidly growing literature on the subject often ignores the role that exchange rate regimes play in determining the effect remittances have on a recipient economy this paper uses a theoretical model and panel vector autoregression techniques to explore the role exchange rate regimes play in understanding the effect of remittances the analysis considers yearly and quarterly data for seven latin american countries our theoretical model predicts that remittances should temporarily increase inflation and generate an increase in the domestic money supply under a fixed regime but temporarily decrease inflation and generate no change in the money supply under a flexible regime these differences are borne out in the data this adds to our understanding of the true effect of remittances on economies and suggests that other results in the literature that do not control for regimes may be biased

remittances financial development and growth abstract despite the increasing importance of remittances in total international capital flows the relationship between remittances and growth has not been adequately studied this paper studies one of the links between remittances and growth in particular how local financial sector development influences a country s capacity to take advantage of remittances using a newly constructed dataset for remittances covering about 100 developing countries we find that remittances boost growth in countries with less developed financial systems by providing an alternative way to finance investment and helping overcome liquidity constraints this finding controls for the endogeneity of remittances and financial development does not depend on the particular measure of financial sector development used and is robust to a number of robustness tests including threshold estimation we also provide evidence that there could be an investment channel trough which remittances can promote growth especially when the financial sector does not meet the credit needs of the population

do remittances induce inflation fresh evidence from developing countries the goal of this article is to examine the determinants of inflation in both the short run and the long run for 54 developing countries using a panel data set covering the 1995 2004 period apart from the commonly used economic determinants of inflation we model the impact of remittances and institutional variables on inflation using the arellano and bond panel dynamic estimator and the arellano and bover and the blundell and bond system generalized method of moments estimator we find evidence that in developing countries remittances generate inflation the effect of remittances on inflation is more pronounced in the long run moreover we find that openness debt current account deficits the agricultural sector and the short term u s interest rate have a positive effect on inflation we also find that improvements in democracy reduce inflation

estimating the armington elasticity the importance of study design and publication bias abstract a key parameter in international economics is the elasticity of substitution between domestic and foreign goods also called the armington elasticity yet estimates vary widely we collect 3524 reported estimates of the elasticity construct 32 variables that reflect the context in which researchers obtain their estimates and examine what drives the heterogeneity in the results to account for model uncertainty we employ bayesian and frequentist model averaging to correct for publication bias we use newly developed non linear techniques our main results are threefold first there is publication bias against small and statistically insignificant elasticities second differences in results are best explained by differences in data aggregation frequency size and dimension third the elasticity implied by the literature after accounting for both publication bias and study quality lies in the range 2 5 5 1 with a median of 3 8

beyond publication bias abstract this review considers several meta regression and graphical methods that can differentiate genuine empirical effect from publication bias publication selection exists when editors reviewers or researchers have a preference for statistically significant results because all areas of empirical research are susceptible to publication selection any average or tally of significant insignificant studies is likely to be biased and potentially misleading meta regression analysis can see through the murk of random sampling error and selected misspecification bias to identify the underlying statistical structures that characterize genuine empirical effect meta significance testing and precision effect testing pet are offered as a means to identify empirical effect beyond publication bias and are applied to four areas of empirical economics research minimum wage effects union productivity effects price elasticities and tests of the natural rate hypothesis

did fdi really cause chinese economic growth a meta analysis summary foreign direct investment fdi has been linked to economic growth in a number of countries productivity spillovers at the firm level have been identified as a key element in the process by which fdi stimulates economic growth moreover there is evidence of fdi related productivity spillovers in china whether these spillovers have been of sufficient size to affect growth at the aggregate level however is an empirical question we apply meta analysis to the corresponding empirical literature to find an answer our main finding is that the effect of fdi on chinese economic growth is much smaller than one would expect from a naive aggregation of existing estimates publication bias and a profusion of estimates based on less preferred study and sample characteristics have served to inflate observed estimates once these effects are accounted for the estimated effect of fdi on chinese economic growth is reduced to statistical insignificance this suggests that the cause s of the chinese economic miracle likely lie elsewhere

macroeconomic impacts of fdi in transition economies a meta analysis summary in this paper we conduct a meta analysis of the literature that empirically examines the impact of foreign direct investment fdi on economic growth in central and eastern europe and the former soviet union we found that existing studies indicate a growth enhancing effect of fdi in the region as a whole the results of our meta regression analysis suggest that the effect size and statistical significance of the reported estimates strongly depend on study conditions we also found that the relevant studies fail to present genuine evidence of a non zero fdi effect more research is necessary to identify the true effect

embracing model uncertainty strategies for response pooling and model averaging econometricians modeling stated preference sp data and most other types of data are confronted with the uncomfortable reality that our knowledge of the true model is limited with only certain variables suggested by the application at hand and general classes of functional forms and error structures suggested by the literature accepting our limited knowledge we pursue strategies for analyzing sp data that are more robust to uncertainties in our knowledge of the true model these include non parametric and parametric likelihood based tests of pooling responses from different elicitation formats and a frequentist based model averaging approach for estimating willingness to pay functions we argue that these strategies lead to increased econometric integrity and empower the ultimate users of models such as policy decision makers and even juries to better assess the robustness of the results we apply these approaches to an sp survey of saltwater angling in alaska which utilized split sample rankings and ratings elicitation methods while an important goal of our paper is to develop practicable modeling strategies that will ultimately lead to more robust conclusions and more confidence by the users of sp results an equally important goal is to engender a critical discussion of how we can make the analysis of sp data more robust

improving channel coordination through franchising in this paper we explore the role of franchising arrangements in improving coordination between channel members in particular we focus on two elements of the franchising contract namely the royalty structure and the monitoring technology we begin with a simple analysis where a manufacturer distributes its product through a retailer and the retail demand is affected by the retail price and the service provided by the retailer in this context we show that neither royalty payments nor monitoring are needed for full coordination we then extend the model to allow for free riding by franchisees and show that although monitoring helps affect the behavior of the franchisees royalty payments are still unnecessary to coordinate the activities of the franchisor and the franchisees finally we show that in environments where factors affecting retail sales are controlled by both the franchisor and the franchisee royalty payments provide the necessary incentives for the franchisor while monitoring systems are used to ensure that franchisees also behave in the best interest of the channel our general results are found to be consistent with those in brickley and dark 1987 and norton 1988 who conclude that franchising is affected by principal agent problems our theory finds special support in the work of lafontaine 1988 where it is concluded that the incidence of franchising is related to cost of monitoring and the importance of franchisor investments

education and economic growth a meta regression analysis summary this paper surveys the literature which examines the effect of education on economic growth specifically we apply meta regression analysis to 57 studies with 989 estimates and show that there is substantial publication selection bias toward a positive impact of education on growth once we account for this the genuine growth effect of education is not homogeneous across studies but varies according to several factors specifically it is attributed to differences in education measurement and study characteristics mainly model specification as well as type of data used and the quality of research outlets where studies are published e g academic journals vs working papers

cross country heterogeneity in intertemporal substitution abstract we collect 2735 estimates of the elasticity of intertemporal substitution in consumption from 169 published studies that cover 104 countries during different time periods the estimates vary substantially from country to country even after controlling for 30 aspects of study design our results suggest that income and asset market participation are the most effective factors in explaining the heterogeneity households in rich countries and countries with high stock market participation substitute a larger fraction of consumption intertemporally in response to changes in expected asset returns micro level studies that focus on sub samples of rich households or asset holders also find systematically larger values of the elasticity

are all economic facts greatly exaggerated theory competition and selectivity there is growing concern and mounting evidence of selectivity in empirical economics most empirical economic literatures have a truncated distribution of results the aim of this paper is to explore the link between publication selectivity and theory contests this link is confirmed through the analysis of 87 distinct empirical economics literatures involving more than three and a half thousand separate empirical studies using objective measures of both selectivity and contests our meta meta analysis shows that publication selection is widespread but not universal it distorts scientific inference with potentially adverse effects on policy making but competition and debate between rival theories reduces this selectivity and thereby improves economic inference

natural resources and economic growth a meta analysis summary an important question in development studies is how natural resources richness affects long term economic growth no consensus answer however has yet emerged with approximately 40 of empirical papers finding a negative effect 40 finding no effect and 20 finding a positive effect does the literature taken together imply the existence of the so called natural resource curse in a quantitative survey of 605 estimates reported in 43 studies we find that overall support for the resource curse hypothesis is weak when potential publication bias and method heterogeneity are taken into account our results also suggest that four aspects of study design are especially effective in explaining the differences in results across studies 1 controlling for institutional quality 2 controlling for the level of investment activity 3 distinguishing between different types of natural resources and 4 differentiating between resource dependence and abundance

bank competition and financial stability much ado about nothing the theoretical literature gives conflicting predictions on how bank competition should affect financial stability and dozens of researchers have attempted to evaluate the relationship empirically we collect 598 estimates of the competition stability nexus reported in 31 studies and analyze the literature using meta analysis methods we control for 35 aspects of study design and employ bayesian model averaging to tackle the resulting model uncertainty our findings suggest that the definition of financial stability and bank competition used by researchers influences their results in a systematic way the choice of data estimation methodology and control variables also affects the reported coefficient we find evidence for moderate publication bias taken together the estimates reported in the literature suggest little interplay between competition and stability even when corrected for publication bias and potential misspecifications this abstract was borrowed from another version of this item

how to solve the price puzzle a meta analysis the short run increase in prices following an unexpected tightening of monetary policy constitutes a frequently reported puzzle yet the puzzle is surprisingly easy to explain away when all published models are quantitatively reviewed we collect about 1 000 point estimates of impulse responses from 70 articles using vector autoregressive models and present a simple method of research synthesis for graphical results our ndings indicate publication selection in favor of the intuitive response of prices to a tightening the estimates depend systematically on study design when misspecications are

measuring intertemporal substitution the importance of method choices and selective reporting i examine 2 735 estimates of the elasticity of intertemporal substitution in consumption eis reported in 169 published studies the literature shows strong selective reporting researchers discard negative and insignicant estimates too often which pulls the mean estimate up by about 0 5 the reporting bias dwarfs the effects of methods with the exception of the choice between micro and macro data when i correct the mean for the bias for macro estimates i get zero even though the reported t statistics are on average two the corrected mean of micro estimates of the eis for asset holders is around 0 3 0 4 calibrations greater than 0 8 are inconsistent with the bulk of the empirical evidence jel e21 c83

remittances institutions and economic growth summary there is considerable debate regarding the relative contribution of international migrants remittances to sustainable economic development while officially recorded remittances to developing countries have increased over the last decade research has not come to a consensus over whether remittances have a positive or negative impact on long run growth this paper argues that contradictory findings have emerged when looking at the remittances growth link because of an omitted variable bias specifically remittances will be more likely to contribute to longer term growth in countries with higher quality political and economic policies and institutions

survey article publication bias in the literature on foreign direct investment spillovers abstract in this article we conduct a large quantitative survey of the literature on horizontal and vertical spillovers from foreign direct investment fdi we create a unique database of spillover estimates for each country examined in the literature next we estimate the average effect corrected for publication selection bias the preferential selection of positive and significant estimates for publication our results suggest that an average reported estimate of backward spillovers is statistically significant publication selection is evident only among studies published in peer reviewed journals and only among the estimates that authors consider most important authors with small data sets engage in more publication selection the intensity of selection in the literature decreases over time which supports the economics research cycle hypothesis

determinants of horizontal spillovers from fdi evidence from a large meta analysis summary the voluminous empirical research on horizontal productivity spillovers from foreign investors to domestic firms has yielded mixed results in this paper we collect 1 205 estimates of spillovers and examine which factors influence spillover magnitude our results suggest that horizontal spillovers are on average zero but that their sign and magnitude depend systematically on the characteristics of the domestic economy and foreign investors foreign investors who form joint ventures with domestic firms and who come from countries with a modest technology edge create the largest benefits for the domestic economy

are the direct and indirect growth effects of remittances significant development economists believe that migrant workers remittances are an important source of funds for long run growth therefore recent studies have investigated the growth effects of remittances and reached different conclusions in many such studies the growth of output is simply regressed on both remittances and the channels through which remittances affect growth thus there is no distinction between the indirect and direct growth effects of remittances and such specifications may give unreliable estimates because of the correlation between the channels and remittances in this paper we make a distinction between the indirect and direct effects of remittances our model is estimated with panel data of 40 high remittance recipient countries and a system gmm panel data estimation method

remittances and economic growth a meta analysis abstract expatriate workers remittances represent an important source of financing for low and middle income countries no consensus however has yet emerged regarding the effect of remittances on economic growth in a quantitative survey of 538 estimates reported in 95 studies we find that approximately 40 of the studies report a positive effect 40 report no effect and 20 report a negative effect our results indicate publication bias in favor of positive effects correcting for the bias using recently developed techniques we find that the mean effect of remittances on growth is still positive but economically small nevertheless our results uncover noticeable regional differences remittances are growth enhancing in asia but not in africa studies that do not control for alternative sources of external finance such as foreign aid and foreign direct investment mismeasure the effect of remittances finally time series studies and studies ignoring endogeneity issues report systematically larger effects of remittances on growth

publication bias in the economic freedom and economic growth literature abstract the impact of institutions on economic performance has attracted significant attention from researchers as well as from policy reformers a rapidly growing area in this literature is the impact of economic freedom on economic growth the aim of this paper was to explore publication bias in this literature by means of traditional funnel plots meta significance testing as well as by bootstrapping these meta significance tests when all the available estimates are combined and averaged there seems to be evidence of a genuine and positive economic freedom economic growth effect however it is also shown that the economic freedom economic growth literature is tainted strongly with publication bias the existence of publication bias makes it difficult to identify the magnitude of the genuine effect of economic freedom on economic growth the paper explores the differences between aggregate and disaggregate measures of economic freedom and shows that selection effects are stronger when aggregate measures are used

the effect of taxes and depreciation on corporate investment and financial leverage this paper provides an analysis of the effect of corporate and personal taxes on the firm s optimal investment and financing decisions under uncertainty it extends the deangelo aad masulis capital structure model by endogenizing the firm s investment decision the authors results indicate that when investment is allowed to adjust optimally the existing predictions about the relationship between investment related and debt related tax shields must be modified in particular the authors show that increases in investment related tax shields due to changes in the corporate tax code are not necessarily associated with reductions in leverage at the individual firm level in cross sectional analysis firms with higher investment related tax shields normalized by expected earnings need not have lower debt related tax shields normalized by expected earnings unless all firms utilize the same production technology differences in production technologies across firms may thus explain why the empirical results of recent cross sectional studies have not conformed to the predictions of deangelo and masulis

the power of bias in economics research we investigate two critical dimensions of the credibility of empirical economics research statistical power and bias we survey 159 empirical economics literatures that draw upon 64 076 estimates of economic parameters reported in more than 6 700 empirical studies half of the research areas have nearly 90 of their results under powered the median statistical power is 18 or less a simple weighted average of those reported results that are adequately powered power 80 reveals that nearly 80 of the reported effects in these empirical economics literatures are exaggerated typically by a factor of two and with one third inflated by a factor of four or more

reporting guidelines for meta analysis in economics meta analysis has become the conventional approach to synthesizing the results of empirical economics research to further improve the transparency and replicability of the reported results and to raise the quality of meta analyses the meta analysis of economics research network has updated the reporting guidelines that were published by this journal in 2013 future meta analyses in economics will be expected to follow these updated guidelines or give valid reasons why a meta analysis should deviate from them

remittances and economic growth larger impacts in smaller countries this paper examines the impact of remittances on economic growth in small island developing states sids results from variants of an empirical model suggest that while on average there is at best no association between remittances and growth in developing countries there is a positive association between these variables in sids this finding holds for sids in sub saharan africa and the pacific but not for those in latin america and the caribbean relationships between remittances economic volatility and household labour supply are offered as reasons for these findings

measuring the income elasticity of water demand the importance of publication and endogeneity biases we present the first study that examines the effects of publication selection in the literature estimating the income elasticity of water demand paradoxically more affected by publication selection are the otherwise preferable estimates that control for endogeneity attempting to correct simultaneously for publication and endogeneity biases we find that the mean underlying elasticity is approximately 0 15 or less the result is robust to controlling for more than 30 characteristics of the estimates and accounting for model uncertainty the differences in the reported estimates are systematically driven by differences in the tariff structure regional coverage data granularity and control for temperature

income elasticity of gasoline demand a meta analysis abstract in this paper we quantitatively synthesize empirical estimates of the income elasticity of gasoline demand reported in previous studies the studies cover many countries and report a mean elasticity of 0 28 for the short run and 0 66 for the long run we show however that these mean estimates are biased upwards because of publication bias the tendency to suppress negative and insignificant estimates of the elasticity we employ mixed effects multilevel meta regression to filter out publication bias from the literature our results suggest that the income elasticity of gasoline demand is on average much smaller than reported in previous surveys the mean corrected for publication bias is 0 1 for the short run and 0 23 for the long run

habit formation in consumption a meta analysis abstract we examine 597 estimates of habit formation reported in 81 published studies the mean reported strength of habit formation equals 0 4 but the estimates vary widely both within and across studies we use bayesian and frequentist model averaging to assign a pattern to this variance while taking into account model uncertainty studies employing macro data report consistently larger estimates than micro studies 0 6 vs 0 1 on average the difference remains 0 5 when we control for 30 factors that reflect the context in which researchers obtain their estimates such as data frequency geographical coverage variable definition estimation approach and publication characteristics we also find that evidence for habits strengthens when researchers use lower data frequencies employ log linear approximation of the euler equation and utilize open economy dsge models moreover estimates of habits differ systematically across countries

are remittances insurance evidence from rainfall shocks in the philippines several facts motivate this study first life in developing countries is prone to many kinds of risk such as crop and income loss due to natural disasters weather insect infestations and fire and civil conflict second international migration and remittance flows are substantial and growing between 1965 and 2000 individuals living outside their country of birth grew from 2 2 to 2 9 percent of the world population totaling 175 million people in 2000 the remittances that these migrants send to their countries of origin are an important but poorly understood type of international financial flow this article examines a mechanism for coping with shocks ex post on which previous micro level studies have not focused remittances from family members overseas at the international level it is commonly posited that remittance flows from overseas buffer economic shocks in migrants home countries but there have been relatively few empirical tests of this claim with micro level household data related research on the role of domestic migration in pooling risk within extended families includes lucas and stark 1985 rosenzweig and stark 1989 and paulson 2000

time series minimum wage studies a meta analysis time series minimum wage studies a meta analysis author s david card and alan b krueger reviewed work s source the american economic review vol 85 no 2 papers and proceedings of the hundredth and seventh annual meeting of the american economic association washington dc january 6 8 1995 may 1995 pp 238 243 published by american economic association stable url http www jstor org stable 2117925 accessed 04 11 2011 15 46