do better schools matter parental valuation of elementary education the evaluation of numerous school reforms requires an understanding of the value of better schools given the difficulty of calculating the relationship between school quality and student outcomes i turn to another method and use house prices to infer the value parents place on school quality i look within school districts at houses located on attendance district boundaries houses then differ only by the elementary school the child attends i thereby effectively remove the variation in neighborhoods taxes and school spending i find that parents are willing to pay 2 5 percent more for a 5 percent increase in test scores this finding is robust to a number of sensitivity checks

confidence based optimisation for the newsvendor problem under binomial poisson and exponential demand abstract we introduce a novel strategy to address the issue of demand estimation in single item single period stochastic inventory optimisation problems our strategy analytically combines confidence interval analysis and inventory optimisation we assume that the decision maker is given a set of past demand samples and we employ confidence interval analysis in order to identify a range of candidate order quantities that with prescribed confidence probability includes the real optimal order quantity for the underlying stochastic demand process with unknown stationary parameter s in addition for each candidate order quantity that is identified our approach produces an upper and a lower bound for the associated cost we apply this approach to three demand distributions in the exponential family binomial poisson and exponential for two of these distributions we also discuss the extension to the case of unobserved lost sales numerical examples are presented in which we show how our approach complements existing frequentist e g based on maximum likelihood estimators or bayesian strategies

optimal inventory decisions for a risk averse retailer when offering layaway abstract layaway allows economically disadvantaged budget constrained consumers to purchase expensive items through amortized payments and nominal program fees as opposed to using high interest financing options such as credit cards and payday loans we consider a risk averse retailer s ordering decisions when offering a layaway program we use the net loss and total loss functions found in the literature to determine a risk averse retailer s optimal order quantity under conditional value at risk cvar we next analyze the effects of the model parameters retailer s risk aversion the market default rate enrollment fee cancellation fee and so on on the optimal order quantity decisions we show that the optimal order quantity depends on different loss functions and different demand distribution functions further we show that as market default rate increases or the retailer becomes more risk averse then a rational retailer will not offer a layaway program

does hazardous waste matter evidence from the housing market and the superfund program this paper uses the housing market to develop estimates of the local welfare impacts of superfund sponsored cleanups of hazardous waste sites we show that if consumers value the cleanups then the hedonic model predicts that they will lead to increases in local housing prices and new home construction as well as the migration of individuals that place a high value on environmental quality to the areas near the improved sites we compare housing market outcomes in the areas surrounding the first 400 hazardous waste sites chosen for superfund cleanups to the areas surrounding the 290 sites that narrowly missed qualifying for these cleanups we find that superfund cleanups are associated with economically small and statistically insignificant changes in residential property values property rental rates housing supply total population and types of individuals living near the sites these findings are robust to a series of specification checks including the application of a regression discontinuity design based on knowledge of the selection rule overall the preferred estimates suggest that the local benefits of superfund cleanups are small and appear to be substantially lower than the 43 million mean cost of superfund cleanups

the role of site and job characteristics in hedonic wage models recent economic analyses of wage rate differentials have generally used some form of hedonic framework in explaining the observed wage structure while these studies have adopted this common theoretical justification the models have been used to serve two distinct objectives the first of these is an empirical test of the theory of equalizing differences originally introduced by adam smith in such applications see brown 7 lucas 26 olson 28 thaler and rosen 36 and viscusi 40 as examples specific job characteristics measured with technical information or with worker perceptions have been used to explain differences in wage rates across individuals and jobs while there are a number of these studies there has not been a consistent pattern of support for the theory indeed with the exception of job risks many characteristics that a priori would be expected to lead to equalizing differences have often exhibited incorrect and or statistically insignificant measured effects on wages the second use for wage models has been as the basis for an index of the quality of life in urban areas in this framework households are assumed to select residential locations so as to maximize their individual welfare migration between cities provides the mechanism for an equilibrium household assignment under ideal conditions the pattern of equilibrium wage rates reflects the attributes of the cities involved see hoch 20 izraeli 23 cropper lo cropper and arriaga salinas 111 and rosen 31 as examples the purpose of this paper is to develop a model for wage rate differentials that includes both job and site characteristics and to estimate the model with a large micro data set our wage models provide estimates of a market clearing envelope which includes each of two types of past analyses as a

a bayesian approach to determine the value of information in the newsboy problem abstract the potential benefits of demand forecasting in a newsboy problem are to decrease the risk of overstocking or shortage but forecasting is usually not free in this paper a model to help the decision maker in a newsboy problem to assess the value of information is presented first two cases on available demand information are considered to develop an upper bound of the cost that the decision maker would spend on forecasting then a bayesian approach to forecasting is proposed and evai the expected value of additional information is computed to help the decision maker in deciding whether to use the extra information finally the relationship between the evai and model parameters is discussed

demand for environmental goods evidence from voting patterns on california initiatives this article studies voting behavior on 16 environmental ballot propositions in california in order to characterize the demand for environmental goods the environment is found to be a normal good for people with mean incomes but some environmental goods are inferior for those with high incomes at least when supplied collectively an important price of environmental goods is reduced income in the construction farming forestry and manufacturing industries income and price can explain most of the variation in voting there is little need to introduce preference variables such as political ideology

union membership in the united states 1973 1981 this paper reports estimates of union membership gathered from may current population surveys from 1973 to 1981 the authors present data by occupation industry selected states and smsas race gender and educational attainment the paper both extends and differs from that by freeman and medoff which presents unionism estimates for the private sector for 1968 75 to facilitate longitudinal analysis this paper reports three year moving averages of occupational and industry data and annual estimates of demographic classifications the data include public sector as well as private sector workers and they exclude workers not covered by the national labor relations act also the authors provide only union membership estimates not estimates on workers covered by union contracts this paper suggests that the percentage of all workers that are unionized in the united states remained fairly constant over the 1973 81 period

bayes solution to dynamic inventory models under unknown demand distribution this paper considers the periodic review inventory problem for which one or more parameters of the demand distribution are unknown with a known prior distribution chosen from the natural conjugate

the economic consequences of unwed motherhood using twin births as a natural experiment social scientists have long concluded that premarital childbearing exacerbates problems of both poverty and family instability out of wedlock and adolescent childbearing may reduce a mothers educational attainment lower the probability of her eventual marriage increase her probability of welfare recipiency and decrease family income the authors use an exogenous fertility event the birth of twins to estimate the economic effects of unplanned births the approach compares the economic outcomes of women experiencing premarital twin first births to those experiencing premarital single first births in the attempt to identify the consequences of an unplanned birth upon womens future fertility and marital decisions education labor force participation labor earnings welfare receipt and poverty status 1970 and 1980 us census micro data are used to identify twin births to unmarried women analysis found large short term effects of unplanned births on labor force participation poverty and welfare recipiency among unwed mothers but not among married mothers furthermore most adverse economic effects of unplanned motherhood dissipate over time for whites but larger and more persistent negative effects weigh upon black unwed mothers

the impact of site characteristics on housing cost estimates abstract hedonic housing regressions using micro data for owners and renters from the 1972 1973 consumer expenditure survey are presented by including tract characteristics and public goods in these regressions evidence is presented which indicates sensitivity of the physical housing variable coefficients to the choice of included site related characteristics furthermore omission of public good variables can result in misleading and possibly perverse coefficients on access intermetropolitan housing cost estimates however are shown to be relatively insensitive to the choice of site related characteristics

the censored newsvendor and the optimal acquisition of information this paper investigates the effect of demand censoring on the optimal policy in newsvendor inventory models with general parametric demand distributions and unknown parameter values we show that the newsvendor problem withobservable lost sales reduces to a sequence of single period problems while the newsvendor problem withunobservable lost sales requires a dynamic analysis using a bayesian markov decision process approach we show that the optimalin ventory level in the presence of censored demand ishigher than would be determined using a bayesian myopic policy we explore the economic rationality for this observation and illustrate it with numerical examples

new estimates of climate demand evidence from location choice abstract we develop and apply to census data a new method for estimating climate demand the method is useful for ranking quality of life based upon a willingness to pay criterion our two major findings are that the willingness to pay quality of life index is correlated with the hedonic approach s ranking but that the migration approach generates much larger estimates of willingness to pay for a more moderate climate this finding is relevant for evaluating the economic impact of global warming

wages rents and the quality of life this study focuses on the role of wages and rents in allocating workers to locations with various quantities of amenities the theory demonstrates that if the amenity is also productive then the sign of the wage gradient is unclear while the rent gradient is positive the theory is extended to include the housing market and nontraded goods these extensions require little modification of the conclusion the empirical work on wages shows that the regional wage differences can be explained largely by these local attributes with the use of site price data implicit prices are estimated and quality of life rankings for the cities are computed

income sorting and the demand for clean air evidence from southern california people sort over space due to among other factors the demand for amenities this demand is partially determined by income using data from southern california we investigate how variation in air quality affects residential sorting by income we find that sorting caused by air quality differences may exacerbate income segregation

estimating the demand distributions of single period items having frequent stockouts abstract very often the service level of a single period newsboy type product is set at such a low level that i stockouts occur in the majority of the periods and ii a large right hand side of the empirical demand distribution is never observable this paper reports a practical approach for estimating the periodic demand distribution of such a product the approach has three components i using the non parametric product limit method to estimate the fractiles of the observable left hand side of the empirical distribution ii using a subjective approach and an extrapolation of hourly sales approach to fill in the missing right hand side of the empirical distribution iii fitting the estimates obtained in the preceding two components to a tocher curve which can handle the diversity of shapes of a realistic demand distribution and is also computationally very convenient for subsequent calculations for production inventory decisions the entire approach is shown to be simpler but more powerful than existing alternatives for the problem

new estimates of quality of life in urban areas implicit markets capture compensation for intraurban and interregional differe nces in amenities and yield differences in housing prices and wages these pecuniary differences become preference based weights in a qual ity of life index hedonic equations are estimated using microdata fr om the 1980 census and assembled county based amenity data on climati c environmental and urban conditions ranking of 253 urban counties reveals substantial variation within as well as among the 185 urba n areas the quality of life differences across counties within one s msa is almost one half of the difference between the top and bottom ranked counties in the nation copyright 1988 by american economic association

motherhood and female labor supply in the developing world evidence from infertility shocks abstract we introduce a new instrument for family size infertility to investigate the causal relationship between children and female labor force participation infertility mimics an experiment where nature assigns an upper bound for family size independent of a woman s background this new instrument allows us to investigate the differential labor supply without restrictions on initial family size using the demographic and health surveys from 26 developing countries we show that ols estimates are biased upward we find that the presence of children affects neither the likelihood of work nor its intensity but impacts the type of work a woman pursues

children and their parents a review of fertility and causality childbearing decisions are not made in isolation they are taken in concert with decisions regarding work marriage health investments and stocks as well as many other observable and non observable considerations drawing causal inferences regarding the effect of additional children on family outcomes is complicated by these endogenous factors this paper lays out the issues involved in estimating the effect of additional child births on family outcomes and the assumptions underlying the range of estimators and methodologies proposed in the economic literature the common pitfalls of these estimators are discussed as well as their potential to bias our interpretation of the effect additional births have on children and parents both in the existing literature and in future work in the face of changing patterns of childbearing and child rearing

wages rents and amenities differences among workers and regions what explains persistent regional earnings differences this paper argues that regional differences in amenities can account for the wage differences in contrast cost of living variations do not account for wage differences but actually exacerbate them this conclusion results from a model in which variations in rents and wages are equalizing differences for amenity differences empirical results are consistent with the model

stalking information bayesian inventory management with unobserved lost sales retailers are frequently uncertain about the underlying demand distribution of a new product when taking the empirical bayesian approach of scarf 1959 they simultaneously stock the product over time and learn about the distribution assuming that unmet demand is lost and unobserved this learning must be based on observing sales rather than demand which differs from sales in the event of a stockout using the framework and results of braden and freimer 1991 the cumulative learning about the underlying demand distribution is captured by two parameters a scale parameter that reflects the predicted size of the underlying market and a shape parameter that indicates both the size of the market and the precision with which the underlying distribution is known an important simplification result of scarf 1960 and azoury 1985 which allows the scale parameter to be removed from the optimization is shown to extend to this setting we present examples that reveal two interesting phenomena 1 a retailer may hope that compared to stocking out realized demand will be strictly less than the stock level even though stocking out would signal a stochastically larger demand distribution and 2 it can be optimal to drop a product after a period of successful sales we also present specific conditions under which the following results hold 1 investment in excess stocks to enhance learning will occur in every dynamic problem and 2 a product is never dropped after a period of poor sales the model is extended to multiple independent markets whose distributions depend proportionately on a single unknown parameter we argue that smaller markets should be given better service as an effective means of acquiring information

children and their parents labor supply evidence from exogenous variation in family size although theoretical models of labor supply and the family are well developed there are few credible estimates of key empirical relationships in the work family nexus this study uses a new instrumental variable the sex composition of the first two births in families with at least two children to estimate the effect of additional children on parents labor supply in the united states instrumental variables estimates using the sex mix are substantial but smaller than the corresponding ordinary least squares ols estimates moreover unlike the ols estimates the female labor supply effects estimated using sex mix instruments appear to be absent among more educated women and women with high wage husbands we also find that married women who have a third child reduce their labor supply by as much as women in the full sample while there is no relationship between wives child bearing and husbands labor supply excerpt

parameter estimation and performance measurement in lost sales inventory systems abstract in most retail environments the only information available on customer demand comes from sales data when a product is out of stock there is generally no knowledge of what potential sales have been lost this creates problems when it comes to estimating forecasting the demand distribution and its parameters this paper looks at this problem and considers ways of overcoming it in particular making use of data captured by modern point of sale systems

myopic policies for some inventory models with uncertain demand distributions the majority of papers on stochastic inventory theory make the assumption that the distribution of consumer demand in each time period is known with certainty while this assumption is unsupported in many applied contexts it is conventionally held that more realistic models are more difficult to solve and will not yield simple operational policies this paper shows that a simple inventory policy based upon a critical fractile can be optimal or near optimal in some inventory models with parameter adaptive demand processes in these some parameter of the demand distribution is not known with certainty and estimates of the parameter are updated in a statistical fashion as demand is observed through time examples include exponentially smoothed forecasts and bayesian updating of parameter estimates bounds on the value loss relative to optimal cost when using the critical fractile policy can be calculated directly from the problem data some numerical examples illustrate the technique

detailed estimation of worklife expectancy for the measurement of human capital accounting for marriage and children abstract measuring an individual s human capital at a point in time as the present actuarial value of expected net lifetime earnings has a lengthy history calculating such measures requires accurate estimates of worklife expectancy here worklife estimates for men and women in the usa categorized by educational attainment race marital status parental status and current labour force status are presented race has a much larger impact on the worklife expectancy of men than women education is associated with larger worklife differentials for women the association between marriage and worklife expectancy is significant but of opposite sign for men and women married women men have a lower higher worklife expectancy than single women men parenthood is associated with a reduction in the worklife expectancy of women the association is smaller and varies from positive for some education marital status groups to negative for others for men

estimating average and local average treatment effects of education when compulsory schooling laws really matter the change to the minimum school leaving age in the united kingdom from 14 to 15 had a powerful and immediate effect that redirected almost half the population of 14 year olds in the mid twentieth century to stay in school for one more year the magnitude of this impact provides a rare opportunity to a estimate local average treatment effects late of high school that come close to population average treatment effects ate and b estimate returns to education using a regression discontinuity design instead of previous estimates that rely on difference in differences methodology or relatively weak instruments comparing late estimates for the united states and canada where very few students were affected by compulsory school laws to the united kingdom estimates provides a test as to whether instrumental variables iv returns to schooling often exceed ordinary least squares ols because gains are high only for small and peculiar groups among the more general population i find instead that the benefits from compulsory schooling are very large whether these laws have an impact on a majority or minority of those exposed

when is the local average treatment close to the average evidence from fertility and labor supply the local average treatment effect late may differ from the average treatment effect ate when those influenced by the instrument are not representative of the overall population heterogeneity in treatment effects may imply that parameter estimates from 2sls are uninformative regarding the average treatment effect motivating a search for instruments that affect a larger share of the population in this paper i present and estimate a model of home production with heterogeneous costs and benefits to fertility the results indicate that a sex preference instrument in taiwan produces iv estimates closer to the estimated ate than in the united states where sex preference is weaker

natural natural experiments in economics the recent literature exploiting natural events as natural experiment instruments is reviewed to assess to what extent it has advanced empirical knowledge a weakness of the studies that adopt this approach is that the necessary set of behavioral market and technological assumptions made by the authors in justifying their interpretations of the estimates is often absent the methodology and findings from twenty studies are summarized and simple economic models are used to elucidate the implicit assumptions made by the authors and to demonstrate the sensitivity of the interpretations of the findings to the relaxation of some of these assumptions