the phillips curve macroeconomic policy and the welfare of canadians a review of the two competing paradigms explaining inflation and unemployment fluctuations singles out the keynesian phillips curve as the clear empirical winner over its classic competitors reestimation of the canadian phillips curve for 1957 90 identifies a sharp structural shift toward a high degree of unemployment hysteresis after 1972 the recent attempt of macropolicy to flatten the aggregate demand curve and limit supply side shock accommodation which aims at lower and more stable inflation is then shown to make unemployment higher and more unstable on average to an extent that is an increasing function of the degree of hysteresis understanding and reducing hysteresis and developing a consensus based incomes policy that has a chance of alleviating the dismal trade off should therefore to top research and policy priorities

understanding heterogeneous preferences in random utility models a latent class approach a finite mixture approach toconditional logit models is developed in whichlatent classes are used to promoteunderstanding of systematic heterogeneity the model is applied to wilderness recreationin which a branded choice experiment involvingchoice of one park from a demand system wasadministered to a sample of recreationists the basis of membership in the classes orsegments in the sample involved attitudinalmeasures of motivations for taking a trip aswell as their stated preferences overwilderness park attributes the econometricanalysis suggested that four classes of peopleexist in the sample using the model toexamine welfare measures of some hypotheticalpolicy changes identified markedly differentwelfare effects than the standard singlesegment model and provided insight into thedifferential impact of alternative policies

rational bias in yield curve forecasts empirical studies of forecasts often fail to reconcile the rational expectations hypothesis with a minimum mean square error objective function recent studies however have argued that observed b

models of inflation expectations formation a comparison of household and economist forecasts the recent appreciation of the critical role played by expectations of inflation in the behavior of macromodels has stimulated empirical studies of the formation of expectations by different groups time series survey data on expectations of inflation exist now for economists households and businesses these data have been used as independent variables in explaining wage behavior gordon 16 turnovsky and wachter 34 and de menil and bhatta 5 prices turnovsky and wachter 34 and wachtel 36 interest rates gibson 14 hendershott and van horne 19 pearce 30 and mishkin 27 and consumption wachtel 36 generally with a significant improvement in explanatory power they have also been used as dependent variables in attempts to determine how expectations are formed by gordon 15 mullineaux 28 jacobs and jones 20 and figlewski and wachtel 9 for the economist survey van duyne 35 for the household survey and leonard 23 and de leeuw and mckelvey 4 for businesses given their different levels of knowlege of economics and perspectives one might expect that the models used by the different groups to forecast inflation would

non farm income household welfare and sustainable land management in a less favoured area in the ethiopian highlands a bio economic model has been calibrated to the socio economic and biophysical characteristics of a less favoured area in the ethiopian highlands land degradation population growth stagnant technology and drought necessitates development of non farm employment opportunities in the area the model has been used to assess the impact of improved access to non farm income on household welfare agricultural production conservation investments and land degradation in the form of soil erosion the model simulations indicate that access to low wage off farm income is restricted by lack of employment opportunities since households otherwise would have engaged in more off farm wage employment than observed the simulations show that better unconstrained access to low wage non farm income has a substantial positive effect on household income total agricultural production crop and livestock production and farm inputs used are reduced when access to non farm employment is improved and thus increases the need to import food to the area access to non farm income reduces farm households incentives to invest in conservation and this leads to more overall soil erosion and more rapid land degradation even though intensity of production is reduced special policies are therefore needed to ensure land conservation and to sustain local food production

analysts interim earnings forecasts evidence on the forecasting process existing empirical evidence indicates that analyst forecasts of corporate earnings do not meet the strict rationality standards prescribed by econometric tests of the rational expectations hypothesis 1 in this paper we address the question of whether the expectation formation process underlying analyst forecasts is adaptive or whether these forecasts are influenced by noninformational factors such as incentives arising from the market for their forecasts o brien 1988 lin and mcnichols 1993 francis and philbrick 1993 and dugar and nathan 1992 and interaction between judgmental and or statistical forecasting methods bunn and wright 1991 fan 1990 and hoerl and kennard 1970 the rejection of rational expectations gives rise to two views of the forecasting process of analysts the first based on an informational argument is that the forecasting process is adaptive marcet and sargent

rural nonfarm employment and incomes in latin america overview and policy implications abstract rural nonfarm employment rnfe and incomes rnfi are crucial to latin american rural households the 11 rural household income studies in this volume reviewed in this paper use 1990s data and show that rnfi averages 40 of rural incomes rnfi and rnfe have grown quickly over the past three decades the review of evidence provided some surprising departures from traditional images of nonfarm activities of latin american rural households in terms of shares of rural incomes 1 nonfarm wage incomes exceed self employment incomes 2 rnfi far exceeds farm wage incomes 3 local rnfi far exceeds migration incomes 4 service sector rnfi far exceeds manufactures rnfi these findings suggest the need for more development program attention to wage employment in the service sector versus the traditional focus on small enterprise manufactures moreover poor households and zones tend to have higher shares in their incomes but lower absolute levels of rnfi as compared to richer households and zones the rnfe of the poor tend to be the low paid nonfarm equivalent of semi subsistence farming raising the capacity of the poor to participate in the better paid types of rnfe is crucial via employment skills training education infrastructure credit finally rnfe has grown fastest and been most poverty alleviating where there are dynamic growth motors in particular in the agricultural sector but also in tourism links to urban areas mining and forestry this means that developing rnf jobs cannot be done at the expense of programs promoting agricultural development

the augmented latent class model incorporating additional heterogeneity in the latent class model for panel data abstract marketing researchers have actively sought to account for the heterogeneity in households preferences and responses to marketing mix elements e g price promotion when analyzing scanner panel data this is because not doing so biases response coefficient estimates that can potentially alter the conclusions drawn from such analyses in this article the authors present an extension to the latent class model lcm that accounts for additional heterogeneity by allowing households preferences to be a continuous mixture of segment level preferences the authors show how their model generalizes the lcm by the mere addition of s 1 parameters where s refers to the number of segments because a limitation of the traditional lcm is that it does not adequately account for heterogeneity in responses across households the authors model mitigates this criticism leveled at the lcm they then compare their model with the traditional lcm and the equivalent continuous mixture random effects models in

nonfarm employment and poverty in rural el salvador abstract this paper analyzes two complementary data sets to study poverty and the nonfarm sector in rural el salvador we find that rural poverty in el salvador remains acute and significantly higher than in urban areas while the rural poor are mainly agricultural laborers and marginal farmers some nonfarm activities are also of importance to the poor in fact nonfarm activities in el salvador account for a significant share of rural employment and income for both the poor and the nonpoor the poor on the one hand are engaged in last resort nonfarm activities that are not associated with high levels of labor productivity the nonpoor on the other are engaged in productive nonfarm activities which are likely to present a potent force for upward mobility significant correlates of these high productivity occupations include education infrastructure location and gender while most of the analysis is at the household level the data also permit some focus on small scale rural enterprise activities it appears that in el salvador very few rural enterprises report utilizing formal credit in setting up their activities in addition a significant proportion of enterprises are engaged in subcontracting arrangements with some larger often urban based firm

macroeconomic forecasts and microeconomic forecasters in the presence of principal agent problems published macroeconomic forecasts by professional economists may not measure expectations forecasters may use their forecasts in order to manipulate beliefs about their ability i test a cross sectional implication of models of reputation and information revelation i find that as forecasters become older and more established they produce more radical forecasts since these more radical forecasts are in general less accurate ex post forecast accuracy grows significantly worse as forecasters become older and more established these findings are consistent with reputational factors at work in professional macroeconomic forecasts

the structure of demand for health care latent class versus two part models we contrast the two part model tpm that distinguishes between users and non users of health care with a latent class model lcm that distinguishes between infrequent and frequent users in model comparisons using data on counts of utilization from the rand health insurance experiment rhie we find strong evidence in favor of the lcm we show that individuals in the infrequent and frequent user latent classes may be described as being healthy and ill respectively although sample averages of price elasticities conditional means and event probabilities are not statistically different the estimates of these policy relevant measures are substantively different when calculated for hypothetical individuals with specific characteristics

nonfarm income diversification and household livelihood strategies in rural africa concepts dynamics and policy implications abstract asset activity and income diversification lie at the heart of livelihood strategies in rural africa this paper introduces a special issue on the topic income diversification and livelihoods in rural africa cause and consequence of change we concentrate on core conceptual issues that bedevil the literature on rural income diversification and the policy implications of the empirical evidence presented in this special issue

a probabilistic choice model for market segmentation and elasticity structure marketing scholars commonly characterize market structure by studying the patterns of substitution implied by brand switching though the approach is useful it typically ignores the destabilizing

a segment level model of category volume and brand choice it is an everyday marketplace occurrence that brands lose and gain share however a brand s sales gain or loss can be attributable to very different factors and thus understanding the sources of sales gain or loss would seem to be an important aspect of a brand manager s job the primary purpose of this research is to develop a model that can answer the following questions i what are the sources of gain or loss of a brand s sales due to category volume and brand switching ii what consumer and marketing characteristics affect consumers purchase frequency of the product category and that of different brands iii do all consumers behave similarly or are there distinct segments which respond to marketing actions differently iv if such segments exist what is the size and composition of each segment and what is the appropriate strategy for each group of consumers our modeling approach which decomposes a brand s sales into category volume and brand choice components has many similarities and also several differences with traditional approaches similar to the nbd and dirichlet models we assume that a consumer s category purchase rate follows a poisson distribution and the number of purchases per brand follows a multinomial distribution our model differs from traditional models by including marketing mix variables by accounting for loyal or near loyal consumers by explicitly incorporating consideration sets and by segmenting consumers on the basis of their brand perceptions and their responses to marketing mix variables we account for consumer hetereogeneity by identifying homogeneous latent segments that capture differences in consumers response to marketing variables in both brand choice and category volume behavior calibration of the category volume and brand choice models and the separation of loyalty and switching segments are done simultaneously so that there is no need to assume any specific hierarchy and in contrast to the usual assumption of independence between choice and volume which may be unreasonable at the aggregate level the requirement is that choice and volume decisions be independent only at the segment level we investigate the properties of our model in the context of a national survey of supermarket purchases of jumbo paper towels 2 500 households were surveyed who were asked to provide information on rolls of paper towels bought in the last 4 weeks rolls of each brand of paper towel bought in the last 4 weeks brand usually bought brands that a household bought or would consider buying average price paid or expected for each brand bought or considered ratings on 20 brand attributes e g strength absorbency etc and demographic information e g family size we found that not only did the modeling framework outperform a variety of competing models it also provided insights into the competitive structure in this market the loyal segments could be distinguished on the basis of price sensitivity less than 10 of the loyal households were price insensitive and in general households showed increasing price sensitivity in their category volume decisions if they had more children and were heavier users of paper towels this was consistent across all brands the model estimates that about 71 of the households are switchers and five switching segments are needed to characterize household purchase patterns two of the largest switching segments labeled as price sensitive and value segments are very price sensitive in both their brand choice and category volume components in both these segments private label brands are dominant with about 30 share segments also emerged on the basis of strength absorbency and tearing ease of paper towels interestingly we found that brand shares within these segments are quite consistent with the objective quality ratings of brands as given by consumer reports finally price elasticity analysis for one of the brands bounty reveals that a 5 drop in bounty s price increases its sales by 13 6 almost half of this increase comes from brand switching with the other half coming from increases in category volume e g stockpiling bounty gains the most from the price sensitive segments price and value segments private labels are hurt least by bounty s price cut

assessing gender inequality in food security among small holder farm households in urban and rural south africa summary with the ongoing changes in climate household food insecurity is likely to be more widespread in most small holder and subsistence farm households in sub saharan africa however the existence and extent of gendered household food security or lack thereof remains unclear this study extends existing knowledge by assessing gender inequality in household food in security among small holder farm households in urban and rural areas of south africa in doing so we use the gender of the head of household and treatment effects framework our results show that male headed households are more food secure compared to female headed households with the latter depending more on agriculture to increase household food levels we further find that the household food security gap between male and female headed households is wider in rural than in urban areas where rural male and female headed households are more likely to report chronic food insecurity i e are more likely than their urban counterparts to experience hunger interestingly the effects of climatic characteristics on household food security are more apparent in rural than in urban areas our findings suggest that household food security initiatives are likely to be more effective in closing the gender gap in household food security if aligned with policies on urban and rural agriculture and development

inflation expectations in latin america this paper tests the rationality of inflation forecasts surveyed in mexico brazil and chile and identifies their recent formation rule there is strong evidence that forecasts are unbiased but forecasters have not been fully efficient in the use of available information the paper assesses the importance of inflation targets to anchor inflation expectations in these countries and finds that in most cases there is room for improvement in credibility

impact of off farm labor supply on food expenditures of the farm household abstract farm households diversify their income sources by working off the farm this is a risk management strategy that is used by farm households in both developed and developing countries income diversification via off farm work is associated with higher incomes and food consumption however little is known about the association between off farm work and farm household food expenditures in an effort to bridge this gap this study attempts to assess the impact of off farm work decisions by the operator and or the spouse on the food expenditures of the farm household using a nationwide farm household survey in the united states and new econometric method we find that the decisions of the operator and or the spouse to work off the farm are significantly interrelated 29 however these two decisions affect food expenditures in different ways the operator s off farm work decision is positively related to food expenditures while the spouse s decision is negatively associated with expenditures on food by the farm household

wage expectations in the labor market survey evidence on rationality using a new set of directly observed wage expectations among firms this paper finds that in general firms forecasts fail the unbiasedness and efficiency requirements of weak form rational expectations these market participants consistently underestimate the wages they actually end up paying and their expectations do not efficiently utilize the information in past realizations the mean absolute forecast error of two percent compares with an error of only five percent if static expectations were held the major source of wage fore cast error seems to be errors in predicting demand rather than in predicting supply or the general price level wage forecast errors are positively correlated across fields with distinct supply patterns and are positively correlated with quantity forecast error the properties of stochastically weighted expectations and the effectiveness of the wage and price controls of the early 1970 s are also discussed this abstract was borrowed from another version of this item

decomposition of australian tourist expenditure abstract the economic contribution that tourists make to their host depends upon the total amount of their expenditure as tourists this paper looks at the annual changes in the amount of expenditure by international tourists in australia over the period 1985 to 1995 by decomposing these changes into components attributable to the three factors of numbers of tourists their length of stay and their average expenditure insight is gained into how crucial the growth in numbers has been and in particular how important has been the growth in the number of asian holiday makers the research also finds that there have been general declines in the length of stay and the average expenditure for most categories of tourist

inflation forecast errors and time variation in term premia the expectations theory of the term strueture is well known to give wrong signals as to the future course of long term interest rates one explanation involves rational time varying term premia however the anomaly may also be due to inflation forecast errors we study survey forecasts of inflation it seems that the respondents forecasts are insufficiently adaptive interest rates reflect expectations similar to the inflation forecasts as a result past survey forecast errors reliably predict premia on u s government bonds

using evidence of household income diversification to inform study of the rural nonfarm labor market in africa abstract the labor market literature in developing countries has seldom drawn on the studies of rural household income diversification this paper draws on such studies to inform future study of the rural nonfarm labor market in africa the review of evidence provides some surprising departures from traditional images of nonfarm activities of rural households among the most striking is the dominant importance in the majority of case study areas of nonfarm wage labor as compared to self employment of nonfarm sector earnings as compared to farm sector wage earnings and of local nonfarm earnings as compared to migration earnings the most worrying finding was the poor distribution of nonfarm earnings in rural areas despite the importance of these earnings to food security and farm investments this poor distribution implies significant entry barriers and market segmentation it is probable that this will lead over time to an increasingly skewed distribution of land and other assets in rural africa

a finite mixture logit model of recreational angling with serially correlated random utility this article examines two issues concerning the trip taking behavior of recreational anglers over the course of a season the first is whether the random component of trip utility is serially correlated across trip occasions the second is the heterogeneity of preferences among anglers recent research has examined heterogeneity among recreational trip takers using random parameters models in this article the population of anglers is instead cast as a collection of several subpopulations distinguished by angler preferences and the method of finite mixtures is used to identify these subpopulations copyright 2002 oxford university press

addressing food security in africa via multiple livelihood strategies of women farmers abstract because food insecurity is primarily a problem of low household incomes and poverty and not just inadequate food production projects and programs for food insecure african farmers which aim at increasing production of subsistence crops may be ineffective instead government should look for ways to improve returns to farmers resources in a broader context which may include expanded opportunities for non farm microenterprises and agricultural labor this has been the conventional wisdom since the writings of amartya sen still unclear however are the implications of his thinking for the roles of african women farmers who are traditionally the food crop producers in africa and are often food insecure immediate expansion of income earning activities such as cash cropping and non farm microenterprises may not be possible for women in male headed households in many african societies where cash income is seen as part of the male domain in addition women farmers may need a long adjustment period to diversify their income sources fully because most african countries are at the early stages of structural transformation different developmental interventions both in policy and in technology are therefore needed to address food security and economic transformations in africa in the short and long term

bias in federal reserve inflation forecasts is the federal reserve irrational or just cautious abstract inflation forecasts of the federal reserve seem to have systematically under predicted inflation from the fourth quarter of 1968 until volcker s appointment as chairman and to systematically over predict it afterwards until the second quarter of 1998 furthermore under quadratic loss commercial forecasts seem to have information not contained in those forecasts to investigate the cause of this apparent irrationality this paper recovers the loss function implied by federal reserve s inflation forecasts the results suggest that the cost of having inflation above an implicit time varying target was larger than the cost of having inflation below it for the period since volcker and that the opposite was true for the pre volcker era once these asymmetries are taken into account the federal reserve s inflation forecasts are found to be rational

using survey data to test standard propositions regarding exchange rate expectations survey data provide a measure of exchange rate expectations superior to the forward rate in that no risk premium interferes we estimate extrapolative adaptive and regressive models of expectations static or random walk expectations and bandwagon expectations are rejected current appreciation generates the expectation of future depreciation because variables other than the contemporaneous spot rate receive weight in comparing expectations to the process governing the spot rate we find statistically significant bias no variable is as ubiquitous in international financial theory and yet as elusive empirically as investors expectations regarding exchange rates in the past expectations have been modeled in an ad hoc way often by using the forward exchange rate there is however a serious problem with using the forward discount as the measure of the expected change in the exchange rate in that the two may not be equal the gap that may separate the forward discount and expected depreciation is generally interpreted as a risk premium most of the large empirical literature testing the unbiasedness of the forward exchange rate for example has found it necessary either arbitrarily to assume away the existence of the risk premium if the aim

oil and the macroeconomy since world war ii all but one of the u s recessions since world war ii have been preceded typically with a lag of around three fourths of a year by a dramatic increase in the price of crude petroleum this does not mean that oil shocks caused these recessions evidence is presented however that even over the period 1948 72 this correlation is statistically significant and nonspurious supporting the proposition that oil shocks were a contributing factor in at least some of the u s recessions prior to 1972 by extension energy price increases may account for much of post opec macroeconomic performance

investigating heterogeneity in brand preferences in logit models for panel data in analyzing panel data the issue of heterogeneity across households is an important consideration if heterogeneity is present but is ignored in the analysis it will result in biased and inconsi

rational bias in macroeconomic forecasts do professional forecasters provide their true unbiased estimates or do they behave strategically in our model forecasters have common information confer actively and thus know the true pdf of future outcomes intensive users of economic forecasts monitor forecasters performance closely occasional users are drawn to the forecaster who fared best in the previous period in the resulting nash equilibrium even though economists have identical expectations they make a range of projections that mimics the true probability distribution of the forecast variable those whose wages depend most on publicity produce forecasts that differ most from the consensus empirical evidence supports the model

modelling the general public s inflation expectations using the michigan survey data in this article we discuss a few models developed to explain the general public s inflation expectations formation and provide some relevant estimation results furthermore we suggest a simple bayesian learning model which could explain the expectations formation process on the individual level when the model is aggregated to the population level it could explain not only the mean values but also the variance of the public s inflation expectations the estimation results of the mean and variance equations seem to be consistent with the results of the questionnaire studies in which the respondents were asked to report their thoughts and opinions about inflation

biases in macroeconomic forecasts irrationality or asymmetric loss empirical studies using survey data on expectations have frequently observed that forecasts are biased and have concluded that agents are not rational we establish that existing rationality tests are not robust to even small deviations from symmetric loss and hence have little ability to tell whether the forecaster is irrational or the loss function is asymmetric we quantify the exact trade off between forecast inefficiency and asymmetric loss leading to identical outcomes of standard rationality tests and explore new and more general methods for testing forecast rationality jointly with flexible families of loss functions that embed quadratic loss as a special case an empirical application to survey data on forecasts of nominal output growth demonstrates the empirical significance of our results and finds that rejections of rationality may largely have been driven by the assumption of symmetric loss

rural nonfarm employment and incomes in the himalayas abstract nonfarm activities generate on average about 60 of rural households incomes in the himalayas this article analyzes the determinants of participation in nonfarm activities and of nonfarm incomes across rural households a unique data set collected in the himalayan region of india allows us to deal with the heterogeneity of rural nonfarm activities by using aggregations into categories that are useful both analytically and for policy purposes we conduct an empirical inquiry that reveals that education plays a major role in accessing more remunerative nonfarm employment other household assets and characteristics such as land social status and geographical location also play a role

as a husband i will love lead and provide gendered access to land in ghana summary improving women s access to land is high on the agricultural policy agenda of both governmental and non governmental agencies yet the determinants and rationale of gendered access to land are not well understood this paper argues that gender relations are more than the outcomes of negotiations within households it explains the importance of social norms perceptions and formal and informal rules shaping access to land for male and female farmers at four levels 1 the household family 2 the community 3 the state and 4 the market the framework is applied to ghana using the results from qualitative field work norms on household and family organization and on men s and women s responsibilities and capabilities play a key role in gendered allocation of resources however these norms and perceptions are dynamic and evolve jointly with the development of markets and changes in values of inputs such as labor and land theoretical models that represent the gendered distribution of assets as the result of intrahousehold bargaining should be revised and extrahousehold factors should be included from a policy perspective laws that ensure gender equality in terms of inheritance and a more gender equitable distribution of property upon divorce can play a key role in improving women s property rights yet their impact may be limited where customary rights dominate and social norms and rules continue to discriminate according to gender

an analysis of a panel of spanish gdp forecasts this article undertakes an analysis of the forecasts included in the panel of spanish forecasts in order to highlight the fact that the predictions made and the errors committed by the entities participating on this panel contain information that is particularly useful in analysing the evolution of the spanish economy here a study is undertaken of the gdp growth forecasts for the spanish economy for the period 2000 to 2002 made in distinct forecast time horizons specifically it analyses whether the forecasts are optimistic or pessimistic and whether new information concerning the variable being predicted is used efficiently in revising earlier forecasts

length of stay for low cost tourism abstract awareness of tourists length of stay and the factors which determine that is an essential element for good planning and management at tourist destinations this article analyses to what extent the personal characteristics of the low cost tourist those of the trip and stay and those of the destination itself are significant in determining the duration of a trip to this end an econometric duration model is estimated the results obtained show that the effect of time restrictions seem to be relevant for explaining the observed differences in length of stay as well as the effects of the tourist s spending capacity prices and the differences between urban and sun and sand destinations furthermore the model also allows us to analyse changes in the likelihood of the stay being ended at a specific point in time hazard associated with changes in the explanatory variables and to obtain predicted survival times for different groups of tourists

non farm work and food security among farm households in northern ghana this paper examines the impact of non farm work on household income and food security among farm households in the northern region of ghana we analyze the impact by employing propensity score matching method that accounts for self selection bias the matching results show that participation in non farm work exerts a positive and statistically significant effect on household income and food security status supporting the widely held view that income from non farm work is crucial to food security and poverty alleviation in rural areas of developing countries

an evaluation of the swedish system of active labour market programmes in the 1990s we investigate the presence of short and long term effects from joining a swedish labor market program vis a vis more intense job search in open unemployment overall the impact of the program system is found to have been mixed joining a program has increased employment rates among participants a result robust to a misclassification problem in the data on the other hand it has also allowed participants to remain significantly longer on unemployment benefits and more generally in the unemployment system this being particularly the case for those entitled individuals entering a program around the time of their unemployment benefits exhaustion

inattentive professional forecasters abstract using the ecb survey of professional forecasters to characterize expectations at the micro level we emphasize two new facts forecasters i fail to systematically update their forecasts and ii disagree even when updating it is moreover found that forecasters have predictable forecast errors these facts are qualitatively supportive of recent models of inattention and suggest a setup where agents imperfectly process information due to both sticky information a la mankiw reis and noisy information a la sims however building and estimating such an expectation model we find that it cannot quantitatively replicate the error and disagreement observed in the data

managing tourism in the galapagos islands through price incentives a choice experiment approach abstract this study analyzes nature based tourism in ecuador s galapagos national park which faces great risks of invasive species due to visitor contacts the analysis uses visitors preference data to evaluate the potential impacts of various pricing strategies on revenues data come from choice experiment surveys conducted in 2009 regarding four characteristics of a tour to the galapagos length of stay depth of experience in the islands ecosystem level of protective measures taken against invasive species and price we found that the typical tourist would be willing to pay 2 5 times more for a tour with high level of protection against invasive species than for a tour with the current level of protection and otherwise similar characteristics the mean marginal willingness to pay for a tour with an in depth natural experience is 1 8 times more than for a similar tour providing only an overview of the galapagos ecosystem further we determined that differences in elasticity of demand between long and short tours suggest that a pricing strategy may be used to encourage tourists to take longer tours without affecting total revenue such a pricing strategy would decrease the number of unique island visitor contacts per year thereby reducing the threat to the islands unique ecosystem

efficiency and formation of expectations evidence from the european investment survey the european commission conducts an annual survey regarding planned and realized business fixed investment across various manufacturing sectors in euroland in this study we investigate the predictive content of survey based expectations on investment in addition we empirically test the rationality of respondents both in a time series as well as in a panel context according to our results based on pooling the data efficiency is rejected since expectations are biased predictors of actual outcomes furthermore expectations revisions are found to be correlated with components of the information set known at the time of decision making finally our results qualify regressive expectations as the mechanism that more adequately describes the formation of expectations

a latent class approach to tourists length of stay abstract in this paper a conditional demand function is estimated for the length of stay at a tourist destination the microeconomic model specifies the demand for the length of stay conditional on the remaining holiday characteristics that the tourist has chosen the destination type of accommodation etc the empirical model uses a latent class truncated poisson regression which acknowledges the existence of groups or segments of demand with different preferences in the case under study a distinction is made between two segments with a preference for either a longer or shorter holiday the statistical model also resolves a problem of multimodality acknowledged in previous analyses to be one of the main characteristics of this variable

vested interest and biased price estimates evidence from an auction market this study employs a new data set from art auctions to examine the relationship between auctioneer presale price estimates and the long term performance of artworks we find that the price estimates for expensive paintings have a consistent upward bias over a long period of 30 years high estimates at the time of purchase are associated with adverse subsequent abnormal returns moreover the estimation error for individual paintings tends to persist over time these results are consistent with the view that auction house price estimates are affected by agency problems and that

rural nonfarm employment and income diversification in colombia abstract using data for rural households from colombia we find that off farm employment contributes a significant share 45 on average to household income but that the importance of off farm income and returns to household labor vary over the income distribution analysis reveals significant gains from specialization but for households able to specialize no systematic differences in returns to labor between farm and nonfarm sources we conclude that in colombia there is no conflict between development of the farm and the nonfarm sector but that to maximize gains from nonfarm development and reduce the scope for undesirable distributional consequences policies enabling households to specialize might be called for

links between nonfarm income and farm investment in african households adding the capital market perspective farm household surveys in the 1970s and 1980s showed that nonfarm activities provide an important share of household income contrasting with the conventional image of rural african households as deriving their food entitlement almost exclusively from the land e g matlon collier and lal low reardon et al haggblade hazell and brown much of the literature on nonfarm income has concentrated

off farm work decisions of farm couples and land transfer choices in rural china although previous studies have widely examined the association between off farm work participation and land use behaviours of rural households little attention has been paid to the effects of the

modeling preference and structural heterogeneity in consumer choice consumer heterogeneity is fundamental to the marketing concept providing the basis for market segmentation targeting and positioning as well as micro marketing substantial effort has already been devoted to incorporate heterogeneity in brand choice models however most of the research in this area has focused on differences in preferences or tastes across consumers in contrast limited attention has been given to the possibility that consumers might also differ in the process they follow when making choices failure to account for either form of consumer heterogeneity may lead to misinterpretations of market structure and market segments as demonstrated in our simulations our main research objective in this paper is to account for these two forms of consumer heterogeneity with an integrated model we develop a choice model that simultaneously identities consumer segments on the basis of their preferences response to the marketing mix and choice processes this choice model is a finite mixture of nested logit models that incorporates the mixture of multinomial logits as a special case one main limitation of the now popular multinomial logit model is that choices by each consumer are assumed to be independent from irrelevant alternatives as a consequence that model predicts that within each segment a brand has exactly the same cross elasticities upon every competitor in contrast our mixture of nested logits allows for violations of the iia property within each segment leading to more realistic patterns of brand competition where one brand draws differently from each competitor depending on the choice process used by members of the segment in addition to the flexible combination of choice processes and preference structures our model also incorporates a latent class of hard core loyal consumers who are expected to always buy the same brand and are thus insensitive to price and promotions application of our model to household scanner data in the peanut butter category led to four types of segments a hard core loyals who do not respond to price and promotions b brand type for which the brand choice precedes the choice of product form creamy vs crunchy c form type members of these segments first choose the product form and then decide for the brand peter pan jif skippy or store brand d iia type members of these segments make choices according to the iia property our results showed a large 14 hard core loyal segment we also identified three segments of the brand type one segment of the form type and three iia type segments all these segments also differ in their preferences for brands and product forms one useful feature of our model is that it allows for cross elasticity structures with non proportional draw even when computed within a homogeneous segment most importantly the proposed model allows for more complex cross elasticity structures within a segment rather than constraining the elasticities to any particular pattern a priori these cross elasticity patterns imply distinct competitive environments within each segment leading to different price and promotion strategies in each segment for example a promotion by jif crunchy to a brand type segment is more likely to cannibalize on shares of the creamy form of the same brand than to draw from competitors if offered to a form type segment the same promotion is more likely to draw shares from competitors because of its finite mixture formulation our proposed model shares the same limitations of this category of models for example maximum likelihood estimation of the model may lead to local optima thus requiring a multiple number of random starts in order to increase the chances of finding the model that best fits to the data our model also requires specification of the number and type of segments in each particular application several criteria are available to select the number of segments however the specification of choice processes must be based on a heuristic procedure or on the basis of prior knowledge

demand for medical care by the elderly a finite mixture approach summary in this article we develop a finite mixture negative binomial count model that accommodates unobserved heterogeneity in an intuitive and analytically tractable manner this model the standard negative binomial model and its hurdle extension are estimated for six measures of medical care demand by the elderly using a sample from the 1987 national medical expenditure survey the finite mixture model is preferred overall by statistical model selection criteria two points of support adequately describe the distribution of the unobserved heterogeneity suggesting two latent populations the healthy and the ill whose fitted distributions diaer substantially from each other 1997 by john wiley sons ltd

determinants of nonfarm earnings of farm based husbands and wives in northern ghana the nonfarm work participation decisions of married men and women in rural northern ghana were jointly and separately estimated for married couples through a bivariate probit using recent survey data selectivity bias was corrected for in estimating wage offer and labor supply equations using heckman s procedure education experience infrastructure distance to the capital and population density as well as interactions between education and infrastructure and between education and distance to the city were found to be significantly related to the probability of nonfarm labor market participation wages and the amount of nonfarm labor performed with significant differences by gender

implications of non farm work to vulnerability to food poverty recent evidence from northern ghana summary using survey data from northern ghana this study seeks to establish the impact of participation in non farm work on the vulnerability of resource poor households to food poverty vulnerability to food poverty is assessed based on expected future food expenditure of households the potential endogeneity problem associated with participation in non farm work by households is overcome using a novel instrumental variable approach analysis of the determinants of expected future food expenditure is done using a standard feasible generalized least squares fgls method demographic and socioeconomic variables location variables and household facilities are included in the model as control variables our study finds that participation in non farm work significantly increased the future expected food consumption thereby alleviating the vulnerability of households to food poverty our study also confirms that current food poverty and future food poverty i e vulnerability to food poverty are not independent from each other non farm work plays a crucial role in providing the means to overcome the risk of food poverty in these resource poor households policies that promote off farm income generating activities such as small businesses and self employment as well as the creation and support of businesses that absorb extra labor from the farm should be encouraged in the study region because households in the study region are exposed to above average levels of hunger and food poverty the study recommends the government of ghana and development partners to take measures that enhance the resilience of these resource poor households

determinants of income diversification amongst rural households in southern mali abstract household level panel data from a representative sample of rural households in southern mali describing the different sources of household income are used to examine the determinants of income diversification a conditional fixed effects logit model is employed in the analysis to control for household specific effects we find evidence that poorer households have fewer opportunities in non cropping activities such as livestock rearing and non farm work and hence less diversified incomes this appears to reflect their relative lack of capital which makes it difficult for them to diversify away from subsistence agriculture the results also indicate that households in remote areas are less likely to participate in the non cropping sector than their counterparts closer to local markets while households with educated heads are more likely to participate in the non farm sector than those with illiterate heads the significance of entry constraints in explaining portfolio diversification suggests that the role of government in making assets as well as improved infrastructure available to poorer households is still essential in promoting income diversification

testing the rationality of price forecasts new evidence from panel data this paper tests the rationality of individual price forecasts in a panel of professional forecasters here unlike in most previous studies rationality is not rejected the results here differ because 1 using individual forecasts avoids aggregation bias 2 comparison of forecasts to initial data avoids bias due to data revision 3 the professional forecasters have economic incentives to state their expectations accurately and 4 a new covariance matrix estimator consistent when forecast errors are correlated across individuals is used copyright 1990 by american economic association

estimating the benefit incidence of an antipoverty program by propensity score matching this brief summarizes the results of a gender impact evaluation study entitled estimating the benefit incidence of an antipoverty program by propensity score matching conducted between 1997 and 1998 in argentina the study observed that the average direct gain to the participant is found to be about half the gross wage over half of the beneficiaries are in the poorest decile nationally and 80 percent are in the poorest quintile the propensity score matching psm estimator is reasonably robust to a number of changes in methodology participants are more likely to be poor than non participants participants are less well educated live in poorer neighborhoods and are more likely to be members of neighborhood associations and political parties average gains are similar between men and women but are higher for younger workers funding for the study derives from the world bank research committee

imperfect information and wage inertia in the business cycle a comment in a recent article gertler 1982 presents a model that explains certain stylized facts concerning the relative behavior of the money supply and nominal wages one additional feature of the model is the behavior of real output which is found to have a serially correlated response to a money supply shock this serial correlation appears to arise from an information structure that precludes agents from directly disentangling permanent versus transitory movements in relevant state variables this information structure complicates the forecasting problem that must be solved to analyze the model and affects the behavior of wages and the variance of output it will not however lead to serial correlation in real output an algebraic error is responsible for the serial correlation found by gertler this note corrects the error and presents an alternative solution to the forecasting problem gertler constructs forecasts of the relevant state variable through the use of a kalman filter while this technique is appropriate for the problem a simpler solution is available this solution is based on an equivalent representation of the stochastic process generating the disturbances of the model this equivalent representation can then be used in a straightforward way to describe wage dynamics and the variance of real output it is sufficient to analyze gertler s model in the case where there are only monetary disturbances the relevant equations are

are statistical reporting agencies getting it right data rationality and business cycle asymmetry this article provides new evidence on the rationality of early releases of industrial production ip and producer price index ppi data rather than following the usual practice of examining only first available and fully revised data we examine the entire revision history for each variable thus we are able to assess for example whether earlier releases of data are in any sense less rational than later releases and when data become rational our findings suggest that seasonally unadjusted ip and ppi become rational after approximately 3 4 months whereas seasonally adjusted versions of these series remain irrational for at least 6 12 months after initial release for all variables examined we find evidence that the remaining revision is predictable from its own past or from publicly available information in other economic and financial variables in addition we find a clear increase in the volatility of revisions during recessions suggesting that early data releases are less reliable in toughe

global value chains large scale farming and poverty long term effects in senegal this paper presents panel data evidence on the impact of expansion of global value chains and large scale export oriented farms in developing countries over almost a decade we estimate the income effects of wage employment on large scale farms in the horticultural export sector in senegal using data from two survey rounds covering a seven years period of rapid expansion of the sector we estimate average income effects as well as heterogeneous income effects using fixed effects and quantile fixed effects regressions we find that poverty and inequality reduced much faster in the research area than elsewhere in senegal employment in the horticultural export sector is associated with higher household income and the income effect is strongest for the poorest households expansion of the horticultural export sector in senegal has been particularly pro poor through creating employment that is accessible and creates substantial income gains for the poorest half of the rural population these pro poor employment effects contrast with insights in the literature on increased inequality from rural wage employment

using angler characteristics and attitudinal data to identify environmental preference classes a latent class model a latent class model of environmental preference groups is developed and estimated with only the answers to a set of attitudinal questions economists do not typically use this type of data in estimation group membership is latent unobserved the intent is to identify and characterize heterogeneity in the preferences for environmental amenities in terms of a small number of preference groups the application is to preferences over the fishing characteristics of green bay anglers answered a number of attitudinal questions including the importance of boat fees species catch rates and fish consumption advisories on site choice the results suggest that green bay anglers separate into a small number of distinct classes with varying preferences and willingness to pay for a pcb free green bay the probability that an angler belongs to each class is estimated as function of observable characteristics of the individual estimation is with the expectation maximization e m algorithm a technique new to environmental economics that can be used to do maximum likelihood estimation with incomplete information as explained a latent class model estimated with attitudinal data can be melded with a latent class choice model

forecast uncertainty ex ante and ex post u s inflation and output growth survey respondents who make point predictions and histogram forecasts of macro variables reveal both how uncertain they believe the future to be ex ante as well as their ex post performance macroeconomic forecasters tend to be overconfident at horizons of a year or more but overestimate i e are underconfident regarding the uncertainty surrounding their predictions at short horizons ex ante uncertainty remains at a high level compared to the ex post measure as the forecast horizon shortens there is little evidence of a link between individuals ex post forecast accuracy and their ex ante subjective assessments

does accounting for preference heterogeneity improve the forecasting of a random utility model a case study abstract this paper examines the out of sample forecasting performance of several random utility models of recreation behavior the application is salmon fishing on lake michigan in 1996 and 1997 with the quality of fishing as measured by catch rates better in 1997 than in 1996 the models examined are a logit model two random parameters logit rpl models and a latent class logit lcl model results indicate that the rpl and lcl models forecast equally well and by at least one measure the logit model outperforms them both results also raise the possibility that recreational fishing decisions have a dynamic component

poverty reduction during the rural urban transformation the role of the missing middle as countries develop they restructure away from agriculture and urbanize but structural transformation and urbanization patterns differ substantially with some countries fostering migration out of agriculture into rural off farm activities and secondary towns and others undergoing rapid agglomeration in mega cities using cross country panel data for developing countries spanning 1980 2004 the analysis in this paper finds that migration out of agriculture into the missing middle the rural nonfarm economy and secondary towns yields more inclusive growth patterns and faster poverty reduction than agglomeration in mega cities this suggests that patterns of urbanization deserve much more attention when striving for faster poverty reduction

persistent poverty in north east ghana abstract this paper explores local poverty and wealth inequality in the upper east region of northern ghana in the period from 1975 89 land was not scarce and the social management of household membership and household labour were critical to household security but this social management was not independent of wealth status there was a virtuous circle between wealth and household labour supply and a vicious circle between poverty and small household size poverty traps existed so that those with too little labour and too little wealth engaged in strategies which entrenched them in poverty

rural nonfarm employment and incomes in chile abstract this article analyzes the evolution of rural nonfarm employment rnfe and income in chile during 1990 96 the data used come from the national socioeconomic survey casen and from a household survey undertaken by the authors in two municipalities in 1999 the latter contrasted two zones very different in terms of economic dynamism and rural poverty we show that during the period rnfe and incomes increased 10 and 18 respectively in 1996 reaching 39 of rural employment and 41 of rural incomes the rate of multiactivity the share of households participating in more than one sector was only 20 lower than expected indicating a tendency toward economic specialization in rural income strategies the determinants of such employment are mainly household characteristics in particular variables related to human capital such as the age and gender of the household head and the schooling of the household members although also important are access to credit and physical capital the level of nonfarm income of rural households is determined mainly by the economic context in particular the economic level and dynamism of the overall zone and the quality of the roads it is proposed that policies to develop rnfe should be geared to zone characteristics and should in general favor investments in education in roads and in access to credit moreover households headed by women should be the object of special attention to promote such policies it will be necessary to address important gaps and weaknesses in the public institutional structure

testing the rationality of price forecasts reply carl bonham and richard cohen 1995 are quite correct in noting the errors in our paper keane and runkle 1990 which were caused by our ignorance of cointegration we stand chagrined however bonham and cohen are overstating their case when they claim that keane and runkle s results do not support the empirical validity of the rational expectations hypothesis p 289 bonham and cohen focus on our tests of price forecast rationality conditioned on past oil prices and ml which they claim are the core of our paper and provide our most stringent tests of rationality those particular tests account for only two paragraphs of our 20 page paper obviously these tests do not provide the core results of our paper rather the main result of our paper is that individual price forecasts are unbiased and rational conditioned on the forecaster s own past errors no previous researchers had ever found even this limited support for the rational expectations hypothesis these core results are unaffected by the cointegration issues noted by bonham and cohen given that caveat however note how few of our results are actually overturned by bonham and cohen although our test statistics for determining whether forecasters properly condition on ml growth are incorrect bonham and cohen reach the same conclusion that we do price forecasts conditioned on ml growth are rational bonham and cohen do reach different conclusions about forecast rationality than we do when they condition on oil price changes but they themselves show that forecasters were only irrational in conditioning on oil prices after 1973 their table 2 rows 5 and 6 to call such forecasting failure irrationality may or may not be correct we think that bonham and cohen s results merely confirm the widespread view that forecasters did not completely understand the effects that oil price shocks would have on the economy because such large oil price shocks had never been seen before although bonham and cohen overturn only one of our original tests they do provide additional evidence against forecast rationality with their tests that condition on interest rate spreads and the unemployment rate we have no doubt that a search over a large number of conditioning variables will uncover some instances in which forecast rationality is rejected but conducting such a search will also incorrectly bias tests toward rejecting rationality since our original paper we have also examined the rationality of earnings forecasts made by individual stock analysts a group that has even more incentive than economic forecasters to make accurate predictions although all previous studies in that literature had found individual earnings forecasts to be irrational we found keane and runkle 1994 that analysts forecasts are rational this additional research provides further support for the paper criticized by bonham and cohen

tests of equilibrium macroeconomics using contemporaneous monetary data abstract this paper uses contemporaneous monetary data to carry out econometric tests of the equilibrium approach to modelling the relation between monetary disturbances and macroeconomic fluctuations the theoretical analysis introduces into an equilibrium macroeconomic model the availability of preliminary data on current monetary aggregates and the process of accumulation of revised monetary data the econometric analysis tests two hypothesis derived from this extended model one hypothesis concerns the neutrality of perceived monetary policy the econometric results imply rejection of this hypothesis the other hypothesis concerns the non neutrality of errors in preliminary monetary data the econometric results fail to reject the contrary of this hypothesis these tests provide strong evidence against the reality of the equilibrium approach

on the rationality of us macroeconomic forecasts evidence from a panel of professional forecasters asa nber survey data is used to check the rationality of us macroeconomic forecasts it is found that of 75 forecast series examined 51 are biased 25 are both unbiased and efficient and only two pass the null hypothesis of orthogonality this calls into question the validity of rational expectations hypothesis

overnight tourism in amsterdam 1982 1993 a forecasting approach abstract this research note presents an analysis of tourist flows to amsterdam and it introduces a operational technique for the planning of the city s marketing an empirical model is introduced to aid planning at a local level and estimated and tested using the model the paper then presents an analysis of overnight tourism to the city for the period 1982 1993 additonally an input output analysis is undertaken and a number of trends are demonstrated and commented upon

the length of stay in the demand for tourism abstract one of the main characteristics of current tourism is the reduction in the length of stay at a destination nevertheless this variable has received little attention in literature this paper examines the microeconomic determinants of the length of stay at one of the mediterranean s leading sun and sand destinations the estimation of a conditional demand function model highlights the explanatory power of the tourist s sociodemographic profile and of holiday characteristics as well as the sensitivity of the length of stay to price changes

the structure of expectations of the weekly money supply announcement abstract this paper examines the structure of expectations of the weekly money supply announcement in the late 1970s the data used are from a weekly telephone survey of money market participants the rationality and structure of expectations are explored with the data organized in three ways the mean response to each weekly survey the pooled sample of individual responses and time series of responses by each individual in the survey the effect of data aggregation on rationality tests is investigated the structure of the expectations data are also examined and it is found that both strong regressive influences and adaptive learning characterize the data

is bank supervision central to central banking whether central banks should play an active role in bank supervision and regulation is being debated both in the united states and abroad while the bank of england has recently been stripped of its supervisory responsibilities and several proposals in the united states have advocated removing bank supervision from the federal reserve system other countries are considering enhancing central bank involvement in this area many of the arguments for and against these proposals hinge on the effect this change would have on the ability of the central bank to conduct monetary policy we find that confidential supervisory information on bank ratings significantly improves

vacation length choice a dynamic mixed multinomial logit model abstract this paper uses panel data to develop and estimate a dynamic model of choice of the length of stay of a vacation controlling for unobserved heterogeneity and state dependency length of stay options vary from short 1 3 nights medium 4 9 nights to long vacations 10 nights or more and the decision not to go on vacation in a particular year independent variables include family lifecycle stage income month and lags of the dependent variable results indicate that long holidays are most strongly affected by trips made previously in the same year than medium and short vacations in contrast there is an increased need for a vacation when any medium or long trips were not yet made in the current year month specific variables confirm that respondents have preferences for making leisure trips during the main holidays and warm seasons the observed differences given the various lifecycle stages reflect imposed constraints given age and or household composition that are typical of each particular group

what do economists know an empirical study of experts expectations for more than three decades economic columnist joseph a livingston has canvassed a panel of economists twice a year eliciting their six month and twelve month forecasts for more than a dozen key variables this study analyzes whether the experts predictions are unbiased and whether complete use was made of all relevant known information unbiasedness and completeness being necessary conditions for fully rational expectations little bias was found in either the half year or full year predictions but extensive underutilization of information particularly data on monetary growth occurred to prophecy is extremely difficult especially with respect to the future chinese proverb do economists expectations regarding key price and nonprice variables utilize all known relevant information in an unbiased efficient manner this is a worthy subject for research for several reasons properties of experts predictions likely form an upper bound for those of laymen further as john muth 14 has noted the character of dynamic processes is typically very sensitive to the way expectations are influenced by the actual course of events p 316 hence we need to know precisely how events do affect expectations finally the common practice of replacing a variable s generally unobserved expectation with a proxy based on its past values will be unbiased and will not cause bias in other

impact of green control techniques on family farms welfare abstract using survey data of 375 family farms in five provinces of the huang huai hai plain this paper conducts a comprehensive measurement of family farms welfare within the framework of the capability approach theory furthermore using an endogenous switching regression model and a multinomial treatment effects model this paper evaluates the impact of the adoption or non adoption of green control techniques on family farms welfare and estimate the welfare effects of the degree and timing of adoption this research finds that the average treatment effect on family farm welfare with and without adopting green control techniques is significant at 0 084 and 0 046 respectively therefore green control techniques help to improve the welfare level of family farms compared with family farms that do not adopt green control techniques the welfare level of family farms adopting a high or low degree of green control techniques increases by 22 63 and 16 42 respectively and the welfare level of family farms given the early or late adoption of green control techniques increases by 5 87 and 7 57 respectively therefore the welfare effect of a high degree of adoption on family farms is greater and the welfare level of family farms with late adoption is higher

tests of the rational expectations hypothesis this paper reviews evidence on the structure of anticipation from a number of empirical studies jack muth s rational expectations hypothesis is compared with a variety of alternative models including ferber s law the implicit expectations model of edwin mills and muth s new errors in the variables model the cumulative evidence is of such strength as to compel the suspension of belief in the concept of rational expectations this implies that it is a mistake to proceed under the maintained hypothesis that expectations are rational instead it is necessary to test the sensitivity of empirical and theoretical results to alternative assumptions about the structure by which anticipations are generated copyright 1986 by american economic association

the impact of water conservation and intensification technologies empirical evidence for rice farmers in ghana this study employs the propensity score matching model to examine the impact of the adoption of water conservation and intensification technologies on farm output and income among small scale lowland rice farmers in the northern region of ghana the matching was conducted based on the mahalanobis distance combined with the propensity score balancing tests by checking the mean standardized absolute bias in the matched sample were conducted as well as a sensitivity analysis was conducted to check for hidden bias due to unobservable selection the empirical results show a positive and significant impact of the adoption of bunds technology on input demand as well as a positive but insignificant impact on output supply and net returns adopters of the dibbling technology were found to have higher output supply whereas no statistically significant difference was found between the incomes of adopters and nonadopters of dibbling seed method the results however reveal a positive and significant effect on output and net returns when the dibbling method is combined with intensified weeding the estimates were found to be relatively insensitive to hidden bias

non farm income gender and inequality evidence from rural ghana and uganda abstract this paper examines how the distribution of earnings in rural ghana and uganda differs by income type and by gender we find that non farm earnings contribute to rising inequality but that lower income groups also benefit due to strong overall growth in non farm earnings the inequality inducing effect is driven by self employment income wage income on the other hand reduces inequality the tendency of non farm income to contribute to inequality is greater among female headed households for whom self employment is important and non farm opportunities more constrained determinants of non farm income are estimated and appear to be strongly related to location education age and distance to market estimates of the linkages to agriculture in ghana are weaker than expected showing the non farm sector to be functioning more as an alternative activity to agriculture than as a complement