the adoption of reduced tillage the role of human capital and other variables this paper presents a model of adoption behavior and explains differences econometrically in farmers decisions to adopt reduced tillage practices and in the efficiency of farmers adoption decisions the empirical results obtained from microdata show that the probability of adopting reduced tillage in corn enterprises differs widely across farms and depends on soil characteristics cropping systems and size of farming operation the results also show that farmers schooling enhances the efficiency of the adoption decision

technology adoption under production uncertainty theory and application to irrigation technology we propose a theoretical framework to analyze the conditions under which a farmer facing production uncertainty due to a possible water shortage and incomplete information will adopt a more efficient irrigation technology a reduced form of this model is empirically estimated using a sample of 265 farms located in crete greece the empirical results suggest that farmers choose to adopt the new technology in order to hedge against production risk in addition we show that the farmer s human capital also plays a significant role in the decision to adopt modern more efficient irrigation equipment

learning about a new technology pineapple in ghana this paper investigates the role of social learning in the diffusion of a new agri cultural technology in ghana we use unique data on farmers communication patterns to define each individual s information neighborhood conditional on many potentially confounding variables we find evidence that farmers adjust their inputs to align with those of their information neighbors who were surpris ingly successful in previous periods the relationship of these input adjustments to experience further indicates the presence of social learning in addition applying the same method to input choices for another crop of known technol ogy correctly indicates an absence of social learning effects jel d83 013 033 q16

profits and politics coordinating technology adoption in agriculture abstract this paper examines the political economy of government led coordination of economic activity in a simple two sector model in which individuals choice of agricultural technology affects industrialization we demonstrate the existence of multiple equilibria the economy is either characterized by the use of a traditional agricultural technology and a low level of industrialization or the use of a mechanized technology and a high level of industrialization relative to the traditional technology use of the mechanized technology increases output but leaves some population groups worse off we show that the distributional implications of choosing the mechanized technology restrict the possibility of pareto improving coordination by an elected policy maker even when we allow for income redistribution

household level determinants of adoption of improved natural resources management practices among smallholder farmers in western kenya abstract integrated natural resources management inrm of which integrated soil fertility management isfm is a component offers considerable promise for increasing food production in kenya it nonetheless remains unclear whether isfm inrm techniques lend themselves easily to adoption by smallholder farmers using panel data collected in western kenya in 1989 and 2002 this study finds that resource constraints limit many farmers adoption of isfm inrm techniques the size of the farm owned by a household the value of its livestock off farm income family labor supply and the educational attainment and gender of the household head all had a significant positive effect on the likelihood of adoption similar factors were found to be statistically significant in discouraging abandonment of the practices under study there thus seem to exist reinforcing feedback between investments in soil fertility management and household wealth as measured by asset endowments our findings raise important questions as to whether isfm and related techniques are really affordable to poorer smallholder farmers

nowcasting mexico s short term gdp growth in real time a factor model versus professional forecasters we introduce a novel real time database for the mexican economy and propose a small scale mixed frequency dynamic factor model for nowcasting mexico s short term gdp growth in real time we compare our factor based backcasts nowcasts and forecasts with those of the consensus of the survey of professional forecasters during the period from the second quarter of 2008 through the second quarter of 2014 our results suggest that our factor based backcasts nowcasts and forecasts outperform those of the consensus of professional forecasters in real time comparisons despite some structural instability during the 2008 09 crisis and its aftermath in 2010

integrating technology traits and producer heterogeneity a mixed multinomial model of genetically modified corn adoption this article proposes a model of technology adoption that integrates demand for individual traits of new technologies with the potential for heterogeneity based on farm and farmer characteristics the model is applied to recent genetically modified corn adoption data from minnesota and wisconsin farmers using a mixed multinomial logit mmnl model to estimate the effects of traits and farm and farmer characteristics on adoption outcomes this approach allows explicit recovery of estimates of farmers shadow prices for individual technology traits results show the importance of producer and regional heterogeneity in preferences for seed traits

social networks and technology adoption in northern mozambique despite their potentially strong impact on poverty agricultural innovations are often adopted slowly using a unique household dataset on sunflower adoption in mozambique we analyse whether and how individual adoption decisions depend upon the choices of others in the same social networks since farmers anticipate that they will share information with others we expect farmers to be more likely to adopt when they know many other adopters dynamic considerations however suggest that farmers who know many adopters might strategically delay adoption to free ride on the information gathered by others we present empirical evidence that shows that the relationship between the probability of adoption and the number of known adopters is shaped as an inverse u in line with information sharing the network effect is stronger for farmers who report discussing agriculture with others the data contains information which is needed to ameliorate the identification issues that commonly arise in this context in particular social networks are precisely identified and in addition we can control for village heterogeneity and endogenous group formation

real time macroeconomic monitoring real activity inflation and interactions the authors sketch a framework for monitoring macroeconomic activity in real time and push it in new directions in particular they focus not only on real activity which has received most attention to date but also on inflation and its interaction with real activity as for the recent recession the authors find that 1 it likely ended around july 2009 2 its most extreme aspects concern a real activity decline that was unusually long but less unusually deep and an inflation decline that was unusually deep but brief and 3 its real activity and inflation interactions were strongly positive consistent with an adverse demand shock this abstract was borrowed from another version of this item

adoption of a politicized technology bst and wisconsin dairy farmers technologies that are the focus of extensive public debate prior to commercialization may have diffusion paths which are distinct from the classic sigmoid shape often used by economists descriptive and econometric analysis of ex ante and ex post data on bovine somatotropin use by wisconsin dairy farmers reveal that this controversial technology has a relatively low adoption rate and little prospect for adoption growth in the near future further research on potential adoption outcomes for technologies that are politicized prior to commercialization could improve economists predictive capacities

influence of social learning on exchange rate policy in developing countries a preliminary finding by using a suitable econometric model this study shows that beyond factors postulated by theorists social learning is a very powerful phenomenon for guiding developing countries in their exchange rate policy we introduce two variables that fairly encapsulate features of learning among neighbours the new variables together with those advanced in theory are then used to determine choice of a managed float by analysing 1993 cross section data from asian developing countries

information flows and social externalities in a tanzanian banana growing village this article analyses the role of social networks as facilitators of information flows and banana output increase based on a village census full information is available on the socio economic characteristics and banana production of farmers kinship group members neighbours and informal insurance group members the census data enable us to use individual specific reference groups and include exogenous group controls to tackle standard difficulties related to identification and omitted variables bias when analysing social effects for the survey village of nyakatoke in tanzania the results suggest that information flows exist within all types of groups analysed but output externalities are limited to kinship groups using networks may offer scope for effective information flows on agricultural techniques but our evidence suggests that not just any local network will have a social externality impact requiring a clear understanding of local social networks for maximum impact

an employment guarantee as risk insurance assessing the effects of the nregs on agricultural production decisions uninsured risk constrains households in their production decisions in many developing countries similarly to crop insurance employment guarantees can support farmers in managing agricultural production risks evidence from representative panel data of andhra pradesh india suggests that the national rural employment guarantee scheme nregs reduces households uncertainty about future income streams because it provides employment opportunities in rural areas independently of weather shocks and crop failure because the nregs makes an ex post labor supply response to agricultural shocks more efficient households with access to the nregs can shift their production towards riskier but also more profitable crops the observed shifts in agricultural production do considerably raise the profitability of agricultural production and hence the incomes of smallholder farmers the findings are not driven by changes in the labor or cost intensity of those crops which supports the idea that the causal mechanism underlying the observed changes is indeed an insurance effect

loss aversion and the demand for index insurance abstract this work analyzes if reference dependence and loss aversion can explain the puzzling low adoption rates of rainfall index insurance we present a model that predicts the impact of loss aversion on index insurance demand to vary with different levels of insurance understanding index insurance demand of farmers who are unaware of the loss hedging benefit that insurance provides decreases with loss aversion in contrast insurance demand of farmers who are aware of the loss hedging benefit increases with loss aversion the model further predicts that farmers who are unaware of the loss hedging benefit will not demand an even highly subsidized index insurance using data from a randomized controlled trial involving a sample of indian farmers we provide empirical support for our core conjecture that insurance understanding mitigates the negative impact of loss aversion on index insurance adoption

microcredit and adjustment to environmental shock evidence from the great famine in ireland the great famine of ireland from 1845 to 51 ranks as one of the most lethal of all time claiming approximately one eighth of the country s population utilizing famine relief commission reports to develop a micro level dataset of blight severity i find that in the short run districts more severely infected by blight experienced larger population declines and accumulations of buffer livestock by small to medium sized farms in the medium and long runs however worse affected districts experienced greater substitutions toward other tillage crops and grazing livestock particularly by small to medium sized farms using annual reports of the irish loan funds i further find that access to microfinance credit was an important factor in non demographic adjustment to blight worse affected districts with at least one microfinance fund during the famine experienced substantially smaller relative population declines and larger relative increases in buffer livestock during and immediately after the famine and greater relative medium and long run substitutions toward other crops and grazing livestock than worse affected districts without a fund

agricultural outputs and conflict displacement evidence from a policy intervention in rwanda abstract in 1997 rwanda introduced a resettlement policy for refugees displaced during previous conflicts i exploit geographic variation in the speed of implementation of this policy to investigate the impact of conflict induced displacement and the resettlement policy on household agricultural output and on skill spillover mechanisms between returnees and stayers i find that returns to on farm labor are higher for returnees relative to stayers although the evidence suggests that the policy contributed little additional effect to this differential more speculatively these differentials suggest that upon return from conflict induced exile returnees are more motivated to increase their economic performance

adoption of agricultural innovations in developing countries a survey this paper reviews various studies which have provided a description and possible explanation to patterns of innovation adoption in the agricultural sector the survey points out that the tendency of many studies to consider innovation adoption in dichotomous terms adoption nonadoption may not be appropriate in many cases where the actual decisions are defined over a more continuous range more attention needs to be given to the socio cultural and institutional environment in area studies so that their interrelation with economic factors affecting adoption can be inferred the presence of several interrelated innovations is another aspect that needs to be considered more carefully in future research since a number of simultaneous decisions may be involved furthermore the possibility of regular sequential patterns in adopting components of a new technological package should be specifically addressed in future studies finally the impact of differential adoption rates on land holding distribution merits attention in future research

production technology option value the case of rbst in michigan agricultural producers are increasingly required to adjust production practices to satisfy retailer and ultimately consumer preferences this article highlights the option value that underlies decisions related to production technologies using the case of michigan dairy farmers and recombinant bovine somatotropin rbst welfare impacts were calculated for dairy producers when milk production systems which allowed the use of rbst were eliminated from the producer choice set those dairy producers using rbst just before its elimination realized a higher welfare loss than those not using the technology however significant welfare impacts were found for all dairy producers indicating that all producers valued the option to use this production technology

developing agricultural markets in sub saharan africa organic cocoa in rural uganda abstract this article investigates the process of development in a traditional african export market focusing on a contract farming scheme for organic cocoa in rural uganda based on a repeated household survey we measure the impact of the scheme on the income of participants and the economic mechanisms behind these effects we find substantial benefits from the scheme driven primarily by the establishment of credible incentives for farmers to adopt technologies which improve cocoa quality there is also evidence of broader trends of market deepening and increased productivity probably due to positive spillovers

selective trials a principal agent approach to randomized controlled experiments we study the design of randomized controlled experiments when outcomes are significantly affected by experimental subjects unobserved effort expenditure while standard randomized controlled trials rcts are internally consistent the unobservability of effort compromises external validity we approach trial design as a principal agent problem and show that natural extensions of rcts which we call selective trials can help improve external validity in particular selective trials can disentangle the effects of treatment effort and the interaction of treatment and effort moreover they can help identify when treatment effects are affected by erroneous beliefs and inappropriate effort expenditure

the value of adaption climate change and timberland management abstract adaptation to exogenous change occurs on both intensive and extensive margins whether and how one accounts for human adaptation directly affects estimates of the economic consequences of environmental change estimates that are both critical in informing policy decisions and notoriously difficult to value this paper introduces and applies an analytical framework for placing an economic value on adaptation we explore the issue first in a stylized model that facilitates making concrete generalizations about the kinds of adaptations that generate high or low economic value we then test the soundness of our insights by incorporating learning and adaptive decision making into a structural dynamic forestry model where climate change is imposed exogenously and agents respond optimally using downscaled climate projections integrated with site and species specific timber productivity data we estimate the economic value of adaptation to climate change within the california timber industry we find on the intensive margin changing the rotation intervals will yield a low value of adaptation but on the extensive margin replanting more suitable tree species can yield significant value

sequential adoption of site specific technologies and its implications for nitrogen productivity a double selectivity model this paper analyzes the sequential decision to adopt two site specific technologies soil testing and variable rate technology and the impact of adoption on nitrogen productivity the results indicate that while farm location was a key variable influencing adoption of soil testing farm size human capital and innovativeness of farmers had a significant impact on adoption of variable rate technology in four midwestern states a double selectivity model applied to correct for sample selection bias shows that adoption leads to significant gains in nitrogen productivity for farms with below average soil quality but statistically insignificant gains for farms with above average soil quality copyright 2001 oxford university press

agricultural technology choice and transport this paper addresses an old and recurring theme in development economics the slow adoption of new technologies by farmers in many developing countries the paper explores a somewhat novel link to explain this puzzle the link between market access and the incentives to adopt a new technology when there are non convexities the paper develops a theoretical model to guide the empirical analysis which uses spatially disaggregated agricultural production data from spatial production allocation model and living standards measurement study survey data for nigeria the model is used to estimate the impact of transport costs on crop production the adoption of modern technologies and the differential impact on returns of modern versus traditional farmers to overcome the limitation of data availability on travel costs for much of africa road survey data are combined with geographic information road network data to generate the most thorough and accurate road network available with these data and the highway development management model minimum travel costs from each location to the market are computed consistent with the theory analysis finds that transportation costs are critical in determining technology choices with a greater responsiveness among farmers who adopt modern technologies and at times a perverse negative response to lower transport costs among those who employ more traditional techniques in sum the paper presents compelling evidence that the constraints to the adoption of modern technologies and access to markets are interconnected and so should be targeted jointly

innovation and performance evidence at micro level this empirical study aims to shed light on the link between innovation and economic performance at micro level based on a comprehensive survey among dairy and crop farms in the netherlands we estimate a structural multi stage model to deliver evidence on the effect of engagement and investment in innovation on the production of product process and organizational or marketing innovations as well as on the effect of such innovations on farm level productivity the results suggest various market and farm behaviour related factors to stimulate an increase in innovation engagement and production furthermore the study reveals that indeed a greater innovation investment per unit innovation input leads to a higher probability of producing at least one successful product process and or organizational or marketing innovation innovation output the production of process and organizational or marketing related innovation leads to significant productivity gains various recommendations towards a more effective and efficient innovation policy are finally given

the effect of ambiguous risk and coordination on farmers adaptation to climate change a framed field experiment the risk of losses of income and productive means due to adverse weather can differ significantly among farmers sharing a productive landscape and is of course hard to estimate or even guesstimate empirically moreover the costs associated with investments in reduced vulnerability to climatic events are likely to exhibit economies of scope we explore the implications of these characteristics on farmer s decisions to adapt to climate change using a framed field experiment applied to coffee farmers in costa rica as expected we find high levels of risk aversion but even using that as a baseline we further find that farmers behave even more cautiously when the setting is characterized by unknown or ambiguous risk i e poor or non reliable risk information secondly we find that farmers to a large extent coordinated their decisions to secure a lower adaptation cost and that communication among farmers strongly facilitated coordination

learning by doing and learning from others human capital and technical change in agriculture household level panel data from a nationally representative sample of rural indian households describing the adoption and profitability of high yielding seed varieties hyvs associated with the green revolution are used to test the implications of a model incorporating learning by doing and learning spillovers the estimates indicate that i imperfect knowledge about the management of the new seeds was a significant barrier to adoption ii this barrier diminished as farmer experience with the new technologies increased iii own experience and neighbors experience with hyvs significantly increased hyv profitability and iv farmers do not fully incorporate the village returns to learning in making adoption decisions

impacts of prices and transactions costs on input usage in a liberalizing economy evidence from tanzanian coffee growers despite improvements in production incentives agricultural output in africa remained sluggish through the 1990s low use of purchased inputs may be part of the cause of persistently low productivity in african agriculture this article analyzes the roles of relative prices and transactions costs in explaining low use of chemical inputs among tanzanian coffee growers a sample selection model indicates that output prices exert great influence on input purchases and that both fixed and variable transactions costs affect input use decisions travel costs in input and output markets have distinct effects on input usage implying distinct avenues for interventions to promote more intensive use of agricultural inputs

a new coincident index of business cycles based on monthly and quarterly series maximum likelihood factor analysis of time series is possible even when some series are quarterly and others are monthly treating quarterly series as monthly series with missing observations and replacing them with artificial observations independent of the model parameters one can apply the kalman filter to a state space representation of a factor model and evaluate the likelihood function an application to quarterly real gdp and monthly coincident business cycle indicators gives a new coincident index of business cycles the new index is essentially the smoothed estimate of latent monthly real gdp and should improve upon the stock watson index

modeling technology adoption in developing countries an analysis of technology adoption decisions by poor farmers is provided some possible empirical models for studying technology adoption are reviewed the issue of theoretical consistency is dealt with in terms of the costs of such consistency measured in data needs and model complexity and the benefits measured in terms of understanding the micro economic foundations of adoption

technological change and managerial ability evidence from a malaysian artisanal fishery technological progress can improve economic development but its role in the harvest of common resources has received little attention we study the relationship between skill and the use of electronic and mechanical innovations in the productivity of malaysian artisanal fishers surprisingly electronics users do not define the frontier and mechanical winch adopters produced well inside it we show that if technology is a skill substitute rather than a complement then it helps less efficient users catch up to the production frontier policy makers must balance the implications for participation rates and resource depletion against gains for the least skilled participants

modeling farmers decisions on tea varieties in vietnam a multinomial logit analysis this article analyzes households choice on tea varieties in vietnam by using a multinomial logit model the modeling takes into account the issue of unobserved individual heterogeneity and the endogeneity of some explanatory variables use of chemical and organic fertilizers the results show that important factors influencing the decision to adopt one type of tea varieties include income age household size farming contract and use of organic fertilizers but also membership of professional associations such as the tea association and the farmers union

adoption of organic farming are there differences between early and late adoption based on the fact that not all farmers adopt a technology at the same time it is argued in this paper that the distinction between groups is important because early medium and late adopters respond differently to economic and non economic factors when they consider whether to take up organic farming or not the individual effects on adoption between the groups are identified by the use of multinomial logit analysis the results provide evidence that there are significant differences in the characteristics between the adopter groups the findings also reveal that the factors that affect adoption play a different role for early medium and late adopters particularly with regard to farming intensity age information gathering as well as attitudes of the farmer more specifically early adopters were the youngest to adopt organic farming and their decisions were found to be less profit related compared to other groups late adoption is constrained by risk considerations while environmental attitudes and social learning were identified to be important determinants for all adopter groups overall the findings strongly suggest that for policy measures to be effective the current state of diffusion has to be taken into account

agricultural transformation in africa assessing the evidence in ethiopia summary despite significant efforts africa has struggled to imitate the rapid agricultural growth that took place in asia in the 1960s and 1970s as a rare but important exception ethiopia s agriculture sector recorded remarkable rapid growth during 2004 14 this paper explores this rapid change in the agriculture sector of this important country the second most populous in africa we review the evidence on agricultural growth and decompose the contributions of modern inputs to growth using an adjusted solow decomposition model we also highlight the key pathways ethiopia followed to achieve its agricultural growth we find that land and labor use expanded significantly and total factor productivity grew by about 2 3 per year over the study period moreover modern input use more than doubled explaining some of this growth the expansion in modern input use appears to have been driven by high government expenditures on the agriculture sector including agricultural extension but also by an improved road network higher rural education levels and favorable international and local price incentives

the potential benefits of herbicide resistant transgenic rice in uruguay lessons for small developing countries abstract in many developing countries the potential benefits from adopting a transgenic variety developed by a multinational corporation are limited by the crop s small production base this paper presents an ex ante evaluation of the economic impact of herbicide resistant transgenic rice in a small developing country uruguay to fully account for the multinational s market power the firm s seed markup is assumed to affect the adoption rate for the variety stochastic simulation techniques are employed to understand how potential benefits may vary with changes in technology yield costs and adoption parameters the results indicate a 1 82 million mean net present value for producers from the development and utilization of transgenic rice in uruguay and 0 55 million for the multinational these relatively small multinational firm benefits suggest that a firm will not undertake significant efforts to develop transgenic varieties adapted to local conditions without either strategic partnerships with local institutions or access to wider regional markets

he came he saw and he waited an empirical analysis of inertia in technology adoption the innovation adoption literature has focused primarily on a producer s decision of whether and how much to adopt an equally pertinent question is when to adopt because in the case of new techno

consumption dynamics during recessions when will durable expenditures respond strongly to economic stimulus we build from micro evidence and show that in a heterogeneous agent business cycle model with xed costs of durable adjustment responsiveness is substantially dampened during recessions our model estimates imply that during the great recession durable expenditures were half as responsive to additional stimulus as during the boom in the 1990s this procyclical responsiveness is driven by changes in the distribution of households desired durable holdings over the cycle we directly test our model by estimating this distribution empirically using psid micro data and nd that the distribution in the data moves cyclically as predicted in addition to this micro evidence we also provide support for our model s procyclical responsiveness using aggregate time series data and we show this time series evidence is inconsistent with simpler models featuring smooth adjustment costs

microeconomic approaches to development schooling learning and growth within the field of economic development over the past 15 years or so particularly significant advances have been made in what can be loosely called micro development an area defined principally by the units that are examined not by a particular methodological approach the units may be indi viduals households networks banks government agencies and so on as opposed to countries within this area economists use a wide variety of empirical methods informed to different degrees by economic models they use data from developed and

technological diffusion with social learning this paper attributes the slow diffusion of innovations to an informational externality in the adoption process the profitability of new technologies is uncertain but firing can learn progressively through observing the adoption experience of others given this prospect of social learning every firm would prefer that other firms adopt before it does in the absence of explicit coordination the firms could end up in a sequence of waiting contests this results in staggered adoptions even when all firms are ex ante identical the pace of diffusion is determined endogenously and shown to depend on the characteristics of the innovation copyright 1995 by blackwell publishing ltd

taking a new look at empirical models of adoption average treatment effect estimation of adoption rates and their determinants this article shows that the observed sample adoption rate does not consistently estimate the population adoption rate even if the sample is random it is proved that instead the sample adoption rate is a consistent estimate of the population joint exposure and adoption rate which does not inform about adoption per se likewise it is shown that a model of adoption with observed adoption outcome as a dependent variable and where exposure to the technology is not observed and controlled for cannot yield consistent estimates of the determinants of adoption the article uses the counterfactual outcomes framework to show that the true population adoption rate corresponds to what is defined in the modern policy evaluation literature as the average treatment effect ate which measures the effect or impact of a treatment on a person randomly selected in the population in the adoption context a treatment corresponds to exposure to the technology the article uses the ate estimation framework to derive consistent nonparametric and parametric estimators of population adoption rates and their determinants and applies the results to consistently estimate the population adoption rates and determinants of the nerica new rice for africa rice varieties in c ote d ivoire the ate methodological approach developed in the article has significant policy implications with respect to judging the intrinsic merit of a new technology in terms of its potential demand by the target population independently of issues related to its accessibility and in terms of the decision to invest or not in its wide scale dissemination

optimal contracts for experimentation this paper studies a model of long term contracting for experimentation we consider a principal agent relationship with adverse selection on the agent s ability dynamic moral hazard and private learning about project quality we find that each of these elements plays an essential role in structuring dynamic incentives and it is only their interaction that generally precludes efficiency our model permits an explicit characterization of optimal contracts

paying for environmental services an analysis of participation in costa rica s psa program summary costa rica has long been a leader among developing countries in the design of and experimentation with innovative environmental programs since 1997 costa rica s pagos de servicios ambientales payments for environmental services program has provided payments to more than 4 400 farmers and forest owners for reforestation forest conservation and sustainable forest management activities econometric analysis of a survey of farmers and forest owners including both psa participants and nonparticipants shows that farm size human capital and household economic factors and information variables significantly influence participation in psa program alternatives large farmers and forest owners are disproportionately represented among program participants

insurance credit and technology adoption field experimental evidence from malawi this brief summarizes the insurance credit and technology adoption field experimental evidence from malawi the farmers were offered loans for the november 2006 planting season does production risk suppress the demand for credit the author implemented a randomized field experiment to ask whether provision of insurance against a major source of production risk induces farmers to take out loans to adopt a new crop technology the study sample was composed of roughly 800 maize and groundnut farmers in malawi where by far the dominant source of production risk is the level of rainfall the author randomly selected half of the farmers to be offered credit to purchase high yielding hybrid maize and groundnut seeds for planting in the november 2006 crop season the other half of farmers were offered a similar credit package but were also required to purchase at actuarially fair rates a weather insurance policy that partially or fully forgave the loan in the event of poor rainfall surprisingly take up was lower by 13 percentage points among farmers offered insurance with the loan take up was 33 0 percent for farmers who were offered the uninsured loan there is suggestive evidence that reduced take up of the insured loan was due to farmers already having implicit insurance from the limited liability clause in the loan contract insured loan take up was positively correlated with farmer education income and wealth which may proxy for the individual s default costs by contrast take up of the uninsured loan was uncorrelated with these farmer characteristics

location and uptake integrated household and gis analysis of technology adoption and land use with application to smallholder dairy farms in kenya abstract gis derived measures of location and space have increasingly been used in models of land use and ecology however they have made few inroads into the literature on technology adoption in developing countries which continues to rely mainly on survey derived information location with all its dimensions of market access demographics and agro climate nevertheless remains key to understanding potential for technology use the measures of location typically used in the adoption literature such as locational dummy variables that proxy a range of locational factors now appear relatively crude given the increased availability of more explicit gis derived measures this paper attempts to demonstrate the usefulness of integrating gis measures into analysis of technology uptake for better differentiating and understanding locational effects a set of gis derived measures of market access and agro climate are included in a standard household model of technology uptake applied to smallholder dairy farms in kenya using a sample of 3330 geo referenced farm households the three technologies examined are keeping of dairy cattle planting of specialised fodder and use of concentrate feed logit estimations are conducted that significantly differentiate effects of individual household characteristics from those related to location the predicted values of the locational variables are then used to make spatial predictions of technology potential comparisons are made with estimations based only on survey data which demonstrate that while overall explanatory power may not improve with gis derived variables the latter yield more practical interpretations which is further demonstrated through predictions of technology uptake change with a shift in infrastructure policy although requiring large geo referenced data sets and high resolution gis layers the methodology demonstrates the potential to better unravel the multiple effects of location on farmer decisions on technology and land use

the dynamics of agricultural biotechnology adoption lessons from series rbst use in wisconsin 1994 2001 this article exploits panel data from wisconsin dairy farmers to examine the dynamics of recombinant bovine somatotropin rbst adoption and to identify the characteristics that distinguish among nonadopters disadopters and early and late adopters panel methods are used to control for omitted variables and endogenous regressors that call into question coefficient estimates derived from cross section adoption models the results however confirm previous findings that larger farms with complementary feeding technologies are more likely to adopt rbst nonadopters appear quite unlikely to become adopters and rbst adoption will remain at rather moderate levels in wisconsin

bayesian learning in an infant industry model abstract most analyses of the infant industry argument assume that production early on benefits subsequent production in deterministic fashion this paper presents an alternative framework for evaluating the infant industry argument that focuses on imperfect information as a barrier to entry initial entrants provide information of social value by reducing uncertainty for potential followers about the suitability of local conditions in contrast to earlier work i show that factors that increase the informational barrier to entry may lower the optimal subsidy to the infant industry and that the standard test of the success of infant industry policy is not always valid 1997 elsevier science b v

heroin consumption prices and addiction evidence from self reported panel data estimation models of drug demand should encompass the aspect of addiction here we consider two static panel data regression models and two cross section models with lags or leads in drug consumption as additional regressors heroin injectors attending a needle exchange service in oslo were interviewed twice with a one year interval despite our relatively small sample we obtain statistically significant price and income responses for nearly all of the models and specifications applied the sample is split by dealing status with dealers obtaining price elasticities in the range of 0 15 1 51 and non dealers 0 71 1 69 somewhat surprisingly the estimates of the variance of the latent individual specific variable are rather low in the panel data models although higher for non dealers than for dealers

a century long perspective on agricultural development this article strategically surveys the past century s literature on agricultural development we organize the discussion around three grand themes that reveal the richness of agricultural development as an intellectual endeavor first we explore the role of agriculture in the broader development process from a macroeconomic and political economy perspective we then examine the role of technological and institutional change in successful agricultural development finally the focus turns to a microeconomic perspective on agricultural household decision making and the problems of imperfect and missing markets asymmetric information and transactions costs that lead to widespread apparent inefficiency and disequilibrium

time to change what to sow risk preferences and technology adoption decisions of cotton farmers in china this paper examines the role of individual risk attitudes in the decision to adopt a new form of agricultural biotechnology in china i conducted a survey and a field experiment to elicit the risk preferences of chinese farmers who faced the decision of whether to adopt genetically modified bt cotton a decade ago in my analysis i expand the measurement of risk preferences beyond expected utility theory to incorporate prospect theory i find that farmers who are more risk averse or more loss averse adopt bt cotton later farmers who overweight small probabilities adopt bt cotton earlier

social learning neighborhood effects and investment in human capital evidence from green revolution india abstract this paper empirically identifies social learning and neighborhood effects in schooling investments in a new technology regime social learning implies that learning is most efficient when observed heterogeneity in schooling is greatest the estimates of learning investment rule from farm household panel data at the onset of the green revolution in india show that i agents learn about schooling returns from income realizations of their neighbors and ii the speed of learning is high when the variation of schooling is large thus schooling distribution of the parents generation in a community has externalities to schooling investments in children simulations show that the variations in schooling within and across communities generate variations in child enrollment rate and average household income

learning through noticing theory and experimental evidence in farming existing learning models attribute failures to learn to a lack of data we model a different barrier given the large number of dimensions one could focus on when using a technology people may fail to learn because they failed to notice important features of the data they possess we conduct a field experiment with seaweed farmers to test a model of learning through noticing we find evidence of a failure to notice on some dimensions farmers do not even know the value of their own input interestingly trials show that these dimensions are the ones that farmers fail to optimize furthermore consistent with the model we find that simply having access to the experimental data does not induce learning instead farmers change behavior only when presented with summaries that highlight the overlooked dimensions we also draw out the implications of learning through noticing for technology adoption agricultural extension and the meaning of human capital we thank andy newman matthew rabin and andrei shleifer for helpful comments as well as seminar participants at the behavioural decision theory conference berkeley bu and harvard mit

smallholder participation in contract farming comparative evidence from five countries summary supermarkets specialized wholesalers processors and agro exporters are transforming the marketing channels into which smallholder farmers sell produce in low income economies we develop a conceptual framework with which to study contracting between smallholders and a commodity processing firm we then synthesize results from empirical studies of contract farming arrangements in five countries ghana india madagascar mozambique and nicaragua the resulting meta narrative documents patterns of participation the welfare gains associated with participation reasons for nonparticipation the significant extent of contract noncompliance and the considerable dynamism of these value chains as farmers and firms enter and exit frequently

leading economic indicators new approaches and forecasting records preface 1 editors introduction part i new concepts and methods 2 toward a theory of leading indicators frank de leeuw 3 a time series framework for the study of leading indicators salih n neftci 4 a probability model of the coincident economic indicators james h stock and mark w watson 5 an international application of neftci s probability approach for signalling growth recessions and recoveries using turning point indicators michael p niemira 6 on predicting the stage of the business cycle roy h webb 7 bayesian methods for forecasting turning points in economic time series sensitivity of forecasts to asymmetry of loss structures arnold zellner and chansik hong 8 new developments in leading economic indicators geoffrey h moore part ii forecasting records and methods of evaluation 9 forecasting cyclical turning points the record in the past three recessions stephen k mcnees 10 turning point predictions errors and forecasting procedures hermon o stekler 11 forecasting peaks and troughs in the business cycle on the choice and use of appropriate leading indicator series stephen j silver 12 using a consensus of leading economic indicators to find right ball park for real gnp forecasts edward f renshaw 13 some australian experience with leading economic indicators allan p layton 14 turning point prediction with the composite leading index an exante analysis francis x diebold and glenn d rudebusch 15 forecasting recessions under the gramm rudman hollings law victor zarnowitz and geoffrey h moore 16 leading indicators of inflation howard l roth part iii new economic indicators 17 commodity prices as a leading indicator of inflation james m boughton and william h branson 18 a leading indicator of inflation based on interest rates susmita dasgupta and kajal lahiri 19 using composite leading indicators of consumption to forecast sales and to signal turning points in stock market michael p niemira 20 economic indicators for australia s service sector ernst a boehm 21 purchasing management survey data their value as leading indicator philip a klein and geoffrey h moore 22 an agenda for inventories input to leading composite index feliks tamm index

milk by any other name consumer benefits from labeled milk this article uses revealed preferences of consumers to study the consumer benefits from rbst free and organic labeled milk the article specifies and estimates a quadratic aids demand system model for different milk types using u s supermarket scanner data the introduction of rbst free and organic milk is used to estimate consumer benefits that are decomposed into two components competitive and variety effects results show significant consumer benefits from organic milk and to a lesser extent from rbst free milk based on the findings we explore implications for present u s labeling standards th eu s food sector is going through rapid transformations in terms of new product introduction and innovations organic and genetically modified gm food products are leading the way in changing the landscape of available choices to consumers this rapid expansion of product space has taken place concomitantly with an increase in public policy concerns on issues of standardization labeling health risks and associated consumer welfare in this paper we explore these broader issues in the context of a specific product introduction the introduction of recombinant bovine somatotropin rbst free and organic milk in the u s market from a policy perspective understanding the market for organics and the various components of that demand i e what portion is for gm free and what is for other attributes of organics can help determine the value of creating a national standard and the potential welfare losses to consumers of weakening such a standard are consumers willing to pay extra for organic and rbst free milk if so how

relative preferences for soil conservation incentives among smallholder farmers evidence from malawi this paper uses framed choice experiments to examine the preferences of smallholder farmers in malawi regarding alternative policy based incentives to adopt conservation practices that reduce soil erosion and increase yields the policy incentives offered in the choice experiments included an ideal index based crop insurance contract an index insurance contract with basis risk cash payments and fertilizer subsidies prior to implementing the choice experiments the farmers participated in a workshop utilizing small group based dynamic learning games that demonstrated how index based crop insurance contracts function the choice experiment results indicate that most farmers preferred cash payments to index insurance contracts even when the insurance contracts offered substantially higher expected returns further more risk averse farmers were more likely to prefer cash payments than less risk averse and risk loving farmers

learning through noticing theory and evidence from a field experiment we consider a model of technological learning under which people learn through noticing they choose which input dimensions to attend to and subsequently learn about from available data using this model we show how people with a great deal of experience may persistently be off the production frontier because they fail to notice important features of the data they possess we also develop predictions on when these learning failures are likely to occur as well as on the types of interventions that can help people learn we test the model s predictions in a field experiment with seaweed farmers the survey data reveal that these farmers do not attend to pod size a particular input dimension experimental trials suggest that farmers are particularly far from optimizing this dimension furthermore consistent with the model we find that simply having access to the experimental data does not induce learning instead behavioral changes occur only after the farmers are presented with summaries that highlight previously unattended to relationships in the data jel codes d03 d83 o13 o14 o30 q16

the diffusion of new agricultural technologies the case of crossbred cow technology in tanzania the recent literature on agricultural technology adoption shows that diffusion of new technologies varies significantly across space and time furthermore puzzles exist about why some seemingly profitable technologies are not adopted especially in livestock production we employ a hazard or duration function to explain diffusion of crossbred cow technology in a unique sample of tanzania farmers a farmer s adoption of crossbred technology depends positively on the proximity of his farm to other users on his schooling and on his access to credit and contact with extension agents

the importance of learning in the adoption of high yielding variety seeds to date due to the lack of panel data most micro level empirical studies of technology adoption have used cross sectional data these studies cannot examine the dynamic processes of adoption such as learning this article uses panel data to study the adoption of a new high yielding variety seed first it establishes that learning is an important variable in the adoption process second it establishes that cross sectional estimates of a dynamic process are biased but that the extent of this bias may be small third it illustrates the econometric methods needed to estimate a dynamic model when controlling for unobserved household heterogeneity

the complex dynamics of smallholder technology adoption the case of sri in madagascar this article explores the dynamics of smallholder technology adoption with particular reference to a high yielding low external input rice production method in madagascar we present a simple model of technology adoption by farm households in an environment of incomplete financial and land markets we then use a probit model and symmetrically censored least squares estimation of a dynamic tobit model to analyze the decisions to adopt expand and disadopt the method we find that seasonal liquidity constraints discourage adoption by poorer farmers learning effects both from extension agents and from other farmers exert significant influence over adoption decisions

information transmission in irrigation technology adoption and diffusion social learning extension services and spatial effects in this article we investigate the role of information transmission in promoting agricultural technology adoption and diffusion through extension services and social learning we develop a theoretical model of technology adoption and diffusion which we then empirically apply using duration analysis on a micro dataset consisting of recall data covering the period 1994 2004 for olive producing farms from crete greece our findings suggest that both extension services and social learning are strong determinants of technology adoption and diffusion while the effectiveness of each of the two informational channels is enhanced by the presence of the other

the impact of advanced technology adoption on wage structures evidence from taiwan manufacturing firms we examine the impact of advanced technology adoption on wage and employment structures in taiwan using a survey of manufacturing firms that provides direct information on the use of advanced technologies we find that firms using more advanced technologies pay higher wages to both non production and production workers and employ higher fractions of non production workers controlling for the possible endogeneity of technology adoption suggests that the estimated impact of new technologies on wages is downward biased and that the effect on production workers wages may be minimal

diversification and its discontents idiosyncratic and entrepreneurial risk in the quest for social status social status concerns influence investors decisions by driving a wedge in attitudes toward aggregate and idiosyncratic risks i model such concerns by emphasizing the desire to get ahead of the joneses which implies that aversion to idiosyncratic risk is lower than aversion to aggregate risk the model predicts that investors hold concentrated portfolios in equilibrium which helps rationalize the small premium for undiversified entrepreneurial risk in the model status concerns are more important for wealthier households consequently these households own a disproportionate share of risky assets particularly private equity and experience greater volatility of consumption consistent with empirical evidence diversification and risk sharing are fundamental principles of modern finance and macroeconomics however empirical evidence suggests that household portfolios are poorly diversified with many people reporting substantial holdings of a single stock for the wealthiest households large shares in closely held businesses constitute a particularly important source of risk e g heaton and lucas 2000a it is not surprising that entrepreneurs bear substantial undiversified risk since it is important for mitigating moral hazard and or adverse selection problems yet from a standpoint of portfolio theory entrepreneurship does not appear to be well compensated implying that many investors are willing to take poorly rewarded risks despite the availability of superior investment opportunities such as public equity that earns a large risk premium e g moskowitz and vissing j0rgensen 2002 hall and woodward 2007

can product demonstrations create markets for sustainable energy technology a randomized controlled trial in rural india abstract the literature on sustainable energy technology sees informational barriers as a major obstacle to technology adoption in the case of solar home systems recent studies report positive socio economic effects on households but technology adoption remains underwhelming in collaboration with a local solar technology provider we conduct a randomized controlled trial in 75 large villages in the state of uttar pradesh india to examine the ability of village solar demonstrations to create markets for solar home systems we find no effect of such demonstrations on technology sales awareness or perceptions of solar technology technology adopters report high levels of satisfaction with product quality and service suggesting that the null finding cannot be attributed to poor technology these findings suggest that lack of awareness is not a binding constraint on the growth of solar technology markets in the study area based on additional surveys we find evidence suggesting that access to credit from rural banks is an important explanation for variation in sales across villages these results do not prove that information and awareness are irrelevant in general but they show that even carefully designed marketing campaigns cannot increase demand for new products in the presence of a binding credit constraint

knowledge diffusion and modernization of rural industrial clusters a paper manufacturing village in northern vietnam summary this article tests the role of social learning in the modernization of a rural nonfarm industry using data from a paper manufacturing village that was transformed from a traditional handicraft industry into a modern industrial cluster knowledge diffusion through kinship networks is shown to have played a significant role in the dissemination of mechanized production by helping the followers to overcome subjective risk during the initial investment stage the financial support through kinship networks also had a demonstrably positive impact on the diffusion of the technology which removed financial constraints on the initial fixed investments

introducing the euro sting short term indicator of euro area growth we set out a model to compute short term forecasts of the euro area gdp growth in real time to allow for forecast evaluation we construct a real time dataset that changes for each vintage date and includes the exact information that was available at the time of each forecast with this dataset we show that our simple factor model algorithm which uses an easy to replicate methodology is able to forecast the euro area gdp growth as well as professional forecasters who can combine the best forecasting tools with the possibility of incorporating their own judgement in this context we provide examples showing how data revisions and data availability affect point forecasts and forecast uncertainty copyright 2010 john wiley sons ltd

asset prices and asset quantities we propose an organizing framework that determines asset prices by equating household sector asset demand derived from an economic model to the observed supply of assets provided by other sectors we then use a specific model of household asset demand to decompose historical changes in asset positions into changes in new asset supply and household income as well as changes in return expectations our findings show that supply and income changes are important determinants of the wealth to gdp ratio and real estate positions and return expectations are the key determinant of equity positions jel g11 g12 e44 e21