satisficing and stochastic choice abstract satisficing is a hugely influential model of boundedly rational choice yet it cannot be easily tested using standard choice data we develop necessary and sufficient conditions for stochastic choice data to be consistent with satisficing assuming that preferences are fixed but search order may change randomly the model predicts that stochastic choice can only occur amongst elements that are always chosen while all other choices must be consistent with standard utility maximization adding the assumption that the probability distribution over search orders is the same for all choice sets makes the satisficing model a subset of the class of random utility models

price search and periodic price discounts this paper empirically investigates the interplay between buyer search behavior and firm pricing strategy in a commodity market where many firms compete in price to sell homogeneous products we use the heterogeneity in buyer search cost to rationalize why a firm offers periodic price discounts and enjoys a high profit in such a market an estimation method is proposed to recover the nonparametric distribution of buyer search cost from the price and transaction volume data with both data we show that the search cost distribution can be estimated nonparametrically in a sequential search model and estimation results from a nonsequential search model are robust to the assumption on the maximum number of searches we also show that the commonly observed high low pricing strategy can be an optimal strategy for firms when buyers search for price information sequentially as an empirical application we use the proposed method to estimate the two search models using data on a commodity product sold by a firm

price setting in online markets does it click using a unique dataset of daily u s and u k price listings and the associated number of clicks for precisely defined goods from a major shopping platform we shed new light on how prices are set in online markets which have a number of special properties such as low search costs low costs of monitoring competitors prices and low costs of nominal price adjustment we document that although online prices are more flexible than offline prices they nevertheless exhibit relatively long spells of fixed prices large size and low synchronization of price changes considerable crosssectional dispersion and low sensitivity to predictable or unanticipated changes in demand conditions qualitatively these patterns are similar to those observed for offline prices a finding that suggests a need for more research on the sources of price rigidities and dispersion

discrete equilibrium price dispersion an explicit solution of an equilibrium model with price setting firms and searching customers makes possible a number of comparativestatics predictions about how cost differences among firms search costs of customers and taxes will affect the mean and variance of the distribution of market prices another implication of the model is that a firm s demand depends on the difference between its price and the average price in the market

tax perceptions and preferences over tax structure in the united kingdom do voters know their tax liabilities accurately or do they systematically misperceive them could such misperceptions influence voters choices over alternative tax structures proposed by politicians this paper assesses the accuracy of individuals tax perceptions in the uk using micro data from the british social attitudes survey 1995 and tests an empirical model of the determinants of tax structure preferences including tax misperceptions a systematic bias towards over estimation of income and expenditure tax vat liabilities is found and individ uals tax preferences appear to be both dominated by self interest and distorted by tax misperceptions whether using a traditional utility maximisation framework or a variety of public choice frameworks economists agree that consumer voters or taxpayer voters dislike taxes taxes lower the consumption possibility set and thereby utility politicians proposing higher taxes expect to lose votes unless they can persuade voters that the utility gain from the use of those taxes will exceed the tax induced utility loss of course the extent of individuals losses will depend on their circumstances and how revenues are raised the tax structure traditional tax incidence and excess burden analyses and models of political costs associated with the tax structure hettich and winer 1984 1988 each provide guidance on the extent to which different individuals may be expected to suffer and vote differently under alternative tax structures much will depend on attitudes towards and perceptions of specific taxes especially personal income taxes and consumption taxes underlying most such analyses are two common presumptions i tax preferences are dictated by self interest and ii individuals accurately assess their tax liabilities and so make informed choices two largely independent areas of literature have challenged these assumptions first models incorporating altruism

using price distributions to estimate search costs we show how the equilibrium restrictions implied by standard search models can be used to estimate search cost distributions using price data alone we consider both sequential and nonsequential search strategies and develop estimation methodologies that exploit equilibrium restrictions to recover estimates of search cost heterogeneity that are theoretically consistent with the search models we illustrate the method using online prices for several economics and statistics textbooks

search with learning for differentiated products evidence from e commerce this article provides a method to estimate search costs in a differentiated product environment in which consumers are uncertain about the utility distribution consumers learn about the utility distribution by bayesian updating their dirichlet process prior beliefs the model provides expressions for bounds on the search costs that can rationalize observed search and purchasing behavior using individual specific data on web browsing and purchasing behavior for mp3 players sold online we show how to use these bounds to estimate search costs as well as the parameters of the utility distribution our estimates indicate that search costs are sizable we show that ignoring consumer learning while searching can lead to severely biased search cost and elasticity estimates

maximum likelihood estimation of search costs abstract in a recent paper hong and shum 2006 using price distributions to estimate search costs rand journal of economics 37 257 275 present a structural method to estimate search cost distributions we extend their approach to the case of oligopoly and present a new maximum likelihood method to estimate search costs we apply our method to a data set of online prices for different computer memory chips the estimates suggest that the consumer population can be roughly split into two groups which either have quite high or quite low search costs search frictions confer a significant amount of market power to the firms despite more than 20 firms operating in each of the markets we estimate price cost margins to be around 25 the paper also illustrates how the structural method can be employed to simulate the effects of the introduction of a sales tax

search and consumer theory a consumer faces list prices for commodities but can buy one at a discount discounts vary randomly between sellers the number of quotations sought depends on list prices search costs and wealth this function is homogeneous of degree zero and provided some sufficient conditions are satisfied is increasing in wealth decreasing in search cost independent of the list price of the discounted commodity if indirect utility is multiplicatively separable increasing in the list price if the commodity is a necessity increasing in the list price of substitutes slutsky s equation is generalized to include search

testing models of consumer search using data on web browsing and purchasing behavior using a large data set on web browsing and purchasing behavior we test to what extent consumers are searching in accordance to various classical search models we nd that the benchmark model of sequential search with a known distributions of prices can be rejected based on the recall patterns we observe in the data moreover we show that even if consumers are initially unaware of the price distribution and have to learn the price distribution observed search behavior for given consumers over time is more consistent with non sequential search than sequential search with learning our

dynamic price competition in auto insurance brokerage we analyze brazilian data on auto insurance and document that a about 20 of policies are sold without brokerage commission b over 40 are sold at the highest fee allowed and c the remaining contracts are associated with a spread out distribution of fees static models cannot rationalize these findings we develop a dynamic model of price competition with search and switching costs that reproduces them we use the equilibrium structure to estimate the model parameters and infer the brokers expected earnings the frequency that insurees switch brokers and the counterfactual effects of a price ceiling policy

measuring the effects of search costs on equilibrium prices and profits abstract this paper assesses the effects of search costs on equilibrium prices and profits using an estimated model of demand and costs in a laundry detergent market i find that some firms profits initially rise and then fall with search costs overall the magnitude and direction of the search costs effects on prices and profits are heterogeneous this is because search costs create conflicting incentives for a firm to reduce prices to attract the attention of searching consumers yet also raise prices to harvest profit from consumers who are unaware of competing products these effects can vary with the relationship between the firms actual prices and the consumers pre search beliefs about prices

optimal adaptive price search consider the problem of a consumer desiring to buy a good which is sold at a variety of prices such a buyer will be able to obtain a sequence of price quotations from various sellers when should the buyer stop searching for a lower price if he continues he may obtain a lower price but he incurs additional time effort and expense in searching the optimal price search decision is one of balancing the expectation of a possibly lower price obtained by continued search against cumulative costs from search when the prices arise from a known probability distribution the optimal search strategy has certain well defined and desirable properties in the more realistic case that the buyer has only partial information about the price distribution and must update his beliefs after observing prices in the marketplace the problem becomes more complex and search strategies become less well behaved the major purpose of this article is to determine new conditions under which optimal policies have these desirable characteristics in the case where the consumer possesses only incomplete information about the distribution of prices price quotations he receives in addition to providing him with price possibilities provide him with information about that distribution rothschild 151 in citing an unpublished paper of gastwirth has noted that small specification errors for an assumed distribution can lead to substantial changes in expected number of searches and expected cost consequently the assumption of a known distribution of prices can have a profound effect on total cost 1 0022 053 l 8 l 040001 20 02 00 o

optimal search for product information consumers often need to search for product information before making purchase decisions we consider a tractable continuous time model of gradual learning in which consumers incur search costs to learn further product information and update their expected utility of the product at each search occasion we characterize the optimal stopping rules for either purchase or no purchase as a function of search costs and of the importance informativeness of each attribute this paper also characterizes how the likelihood of purchase changes with the ex ante expected utility search costs and the importance informativeness of each attribute we discuss optimal pricing the impact of consumer search on profits and social welfare and how the seller chooses its price to strategically affect the extent of the consumers search behavior we show that lower search costs can hurt the consumer because the seller may then choose to charge higher prices discounting creates asymmetry in the purchase and no purchase search thresholds and may lead to lower prices if search occurs in equilibrium or higher prices if there is no search in equilibrium this paper also considers searching for signals of the value of the product heterogeneous importance of attributes endogenous intensity of search and social learning this paper was accepted by pradeep chintagunta marketing

is more competition always better an experimental study of extortionary corruption using a laboratory experiment we assess whether increasing competition among public officials reduces extortionary corruption we find that increasing the number of providers has no effect on bribe demands when citizens search costs are high but it increases corruption when search costs are low the effect is absent in a parallel setting framed as a standard market which we attribute to citizens using a nonsequential search strategy as opposed to sequential search in the corruption setting we conclude that efforts to reduce search costs such as infrastructure investments are preferable to anti corruption policies aimed at increasing the number of providers jel d73 d49 c91

equilibrium price distributions equilibrium price distributions for a homogeneous product consistent with individual incentives are investigated they arise in informationally imperfect markets in which the only primitive datum is the distribution of search costs it is shown that single multi and continuous price distributions are all viable long run phenomena depending on the nature of search costs a method for computing equilibrium price distributions is also provided jevons law of one price has long been an accepted dictum in economic theory in a classroom presentation it still serves sometimes implicitly as a major premise in many micro models of market interaction much of the descriptive theory as well as welfare analysis hinges on this assumption yet one s day to day experience reveals that price differentials are a viable phenomenon and that looking for lower prices may very well be a rewarding activity the prospects of eventually hitting a bargain and the resulting price reduction would more than compensate for the cost incurred during the search process moreover the existence of price dispersions appear to be an empirically stable phenomenon snapshots of markets for relatively homogeneous products reveal substantial and recurring price differentials stigler 1961 and pratt wise and zeckhauser 1979 for example report some evidence supporting this claim an important article by stigler 1961 focused economists attention on the crucial role played by the informational structure of markets it gave rise to the study of the

oligopolistic pricing with sequential consumer search n identical stores compete by choosing prices for a homogeneous good with constant marginal costs consumers search sequentially with perfect recall for the lowest price one class of consumers called shoppers have zero search costs while all other consumers have a positive search cost c there is a unique symmetric nash equilibrium price distribution with the property that it changes smoothly from marginal cost pricing when all consumers are shoppers and or c 0 and monopoly pricing when no consumers are shoppers remarkably as the number of stores increases the nash equilibrium becomes more monopolistic copyright 1989 by american economic association

a model of search with price discrimination abstract we introduce observable heterogeneity across buyers into a model of simultaneous search buyers differences are informative about their willingness to search giving rise to price discrimination even if they all have the same willingness to pay we analyze and compare equilibrium outcomes when price discrimination is allowed and when it is not we find that the price comparison across consumers as well as the effects of banning price discrimination critically depend on the elasticity of the search cost distribution interestingly for normally distributed search costs there is an inverted u shape relationship between prices and buyers size similarly a ban on price discrimination hurts small and large buyers to the benefit of the medium size ones

non reservation price equilibrium and search without priors we analyse a model of oligopolistic competition in which consumers search without priors consumers do not have prior beliefs about the distribution of prices charged by firms and thus try to use a robust search procedure we show that the optimal stopping rule is stochastic and that for any distribution of search costs there is a unique market equilibrium which is characterised by price dispersion although listed prices approach the monopoly price as the number of firms increases the effective price paid by consumers does not depend on the number of firms

semi nonparametric estimation of consumer search costs this paper studies the estimation of the distribution of non sequential search costs we show that the search cost distribution is identified by combining data from multiple markets with common search technology but varying consumer valuations firms costs and numbers of competitors to exploit such data optimally we provide a new method based on semi nonparametric estimation we apply our method to a dataset of online prices for memory chips and find that the search cost density is essentially bimodal such that a large fraction of consumers searches very little whereas a smaller fraction searches a relatively large number of stores copyright c 2012 john wiley sons ltd

consumer search costs and preferences on the internet we conduct an empirical analysis of consumer preferences and search costs on an internet platform using data from a major french platform priceminister we show descriptive evidence of substantial price dispersion among adverts for the same product of consumers often not choosing the cheapest advert and sometimes choosing an advert dominated in price and non price characteristics by another available advert we consider a sequential search model where consumers sample adverts in an endogenous order based on their preferences and search costs we show that the optimal search and purchase strategy can be characterized by a set of inequalities which can feasibly be tested on transaction and advert data this allows us to estimate for each transaction a set of preference and search cost parameter values thus allowing for flexible consumer heterogeneity in preferences and search costs the estimated model can then describe a wide range of consumer search and purchase behaviours we find that the model can explain almost all transactions in the data and requires non zero preferences and search costs for at least 50 and 22 respectively of observations we also find evidence of heterogeneous and sometimes substantial search costs

an empirical model of search with vertically differentiated products this paper presents a nonsequential search model that allows for vertical product dierentiation in the unique symmetric equilibrium firms with dierent characteristics draw utilities from a common utility distribution because the firms dier in their characteristics this leads to dierent price distributions the model therefore provides a theoretical rationale for explaining price dispersion as a result of quality dierences and search behavior of consumers together using the equilibrium conditions derived from the model it is shown how to estimate search costs by maximum likelihood using only price data a data set on prices from dutch supermarkets reveals that the amount of search has decreased over the sampling period moreover ignoring vertical product dierentiation results in an overestimation of search costs

strategic pricing consumer search and the number of firms discover prices there are three distinct price dispersed equilibria characterized by low moderate and high search intensity the effects of an increase in the number of firms on search behaviour expected prices price dispersion and welfare are sensitive i to the equilibrium consumers search intensity and ii to the status quo number of firms for instance when consumers search with low intensity an increase in the number of firms reduces search does not affect expected price leads to greater price dispersion and reduces welfare in contrast when consumers search with high intensity increased competition results in more search and lower prices when the number of competitors in the market is low to begin with but in less search and higher prices when the number of competitors is large duopoly yields identical expected price and price dispersion but higher welfare than an infinite number of firms a question that has received much attention in economic theory is how the number of competitors and market outcomes are related despite the existence of work showing the contrary see e g satterthwaite 1979 rosenthal 1980 the prediction that emerges from a market where firms interact in a cournot fashion has come to dominate economic thought namely that an increase in the number of competitors leads to larger aggregate production lower market price and improved market performance measured in terms of some social welfare criterion ruffin 1971 this paper challenges the generality of this belief by presenting an oligopoly model with consumer search where the equilibrium expected price may be constant increasing or nonmonotonic in the number of firms we present an economy with two types of consumers consumers who search for prices at no cost fully informed and consumers who must pay a fixed search cost for each price quotation they observe less informed 1 all buyers have the same willingness to pay for the good and buy either a single unit or nothing at all on the supply side of the market there are n firms producing a homogeneous good at constant marginal cost we analyse a one shot simultaneous move game firms set prices and consumers decide how many prices to search for at the same moment in time our model is essentially an oligopolistic version of burdett and judd 1983 where some consumers search costlessly in this model consumers search using a fixed sample size search strategy i e they choose the number of prices to observe before receiving any offer nonsequential search is appealing when consumers find it more advantageous to gather price information quickly morgan and manning 1985 this occurs when the search outcome is observed with delay and delay is costly for instance an mba graduate looking for a job 1 the presence in the model of consumers who search costlessly captures the fact that some people have a

competitive screening under heterogeneous information we study the interplay between informational frictions and second degree price discrimination our theory recognizes that consumers differ in their tastes for quality as well as in the information they possess about available offers which leads to dispersion over price quality menus in equilibrium while firms are ex ante identical we show that their menus are ordered so that more generous menus leave more surplus to consumers of all valuations we explore the cross section of equilibrium menus and variations in market conditions to generate empirical predictions on prices qualities and markups across firms and within a firm s product line for instance more competition may raise prices for low quality goods yet consumers are better off as the qualities they receive also increase the predictions of our model illuminate empirical findings in many markets such as those for cell phone plans yellow pages advertising cable tv and air travel

choice set heterogeneity and the role of advertising an analysis with micro and macro data abstract the authors show how to use microlevel survey data from a tracking study on brand awareness in conjunction with data on sales and advertising expenditures to improve the specification estimation and interpretation of aggregate discrete choice models of demand in a departure from the commonly made full information assumption they incorporate limited information in the form of choice sets to reflect that consumers may not be aware of all available brands at purchase time they find that both the estimated brand constants and the price coefficient are biased downward when consumer heterogeneity in choice sets is ignored these biased estimates can lead firms to make costly price setting mistakes in addition the tracking data enable the authors to identify separately two processes by which advertising influences market shares they find that advertising has a direct effect on brand awareness inclusion in choice set in addition to its effect on consumer preferences increase in utility this

revealed preference rational inattention and costly information acquisition we develop a revealed preference test for optimal acquisition of costly information the test encompasses models of rational inattention sequential signal processing and search we provide limits on the extent to which attention costs can be recovered from choice data we experimentally elicit state dependent stochastic choice data of the form the tests require in simple cases tests con rm that subjects adjust their attention in response to incentives as the theory dictates

economic search an experimental study this paper presents results of experiments designed to test several of the hypotheses present in the theoretical literature on optimal economic search first we test whether the subjects searchers actually search for wages in ways that are consistent with setting an optimal reservation wage we then proceed to determine experimentally the effects of risk aversion increased search costs changes in risk brought about by a mean preserving transformation of the distribution of wage offers the presence or absence of recall the existence of a finite horizon and the searcher s state of knowledge about the underlying distribution of wages in general we find that the searchers exhibit behavior that is consistent with that predicted by theory differences between risk neutral and risk averse searchers are found and the responses of both groups to changes in search costs in the degree of risk or in the state of knowledge are consistent with theoretical predictions

instability of endogenous price dispersion equilibria a simulation models of price posting by firms and search by consumers such as burdett and judd 1983 often feature equilibria with endogenous price dispersion however such equilibria are strategically fragile in order to investigate how robust they are in the absence of an external coordination mechanism i simulate various protocols firms may use to update their prices despite firms being myopic some protocols yield results close to the benchmark model if firms rush to update before observing competitors actions profits are higher on average but volatile and cyclical with cost dispersion prices become more stable as they are more closely tied to costs all results are robust to moderate menu costs

food and beverage television advertising exposure and youth consumption body mass index and adiposity outcomes this study examines the relationships between exposure to food and beverage product television advertisements and consumption and obesity outcomes among youth individual level data on fast food and soft drink consumption and body mass index bmi for young adolescents from the early childhood longitudinal study kindergarten cohort 1998 1999 and adiposity measures for children from the us national health and nutrition examination survey 2003 2004 were combined with designated market area dma nielsen media advertising ratings data to account for unobserved individual level and dma level heterogeneity various fixed and random effects models were estimated the results showed that exposure to soft drink and sugar sweetened beverage ssb advertisements is economically and statistically significantly associated with higher frequency of soft drink consumption among youth even after controlling for unobserved heterogeneity with elasticity estimates ranging from 0 4 to 0 5 the association between fast food advertising exposure and fast food consumption disappeared once we controlled for unobservables exposure to cereal advertising was significantly associated with young adolescents bmi percentile ranking but exposures to fast food and soft drink advertisements were not the results on adiposity outcomes revealed that children s exposure to cereal advertising was associated with both percent body fatness and percent trunk fatness fast food advertising was significantly associated with percent trunk fatness and marginally significantly associated with percent body fatness and exposure to ssb advertising was marginally significantly associated with percent body and trunk fatness the study results suggest that continued monitoring of advertising is important and policy debates regarding the regulation of youth directed marketing are warranted

search costs and equilibrium price dispersion in auction markets abstract a leading explanation for price dispersion in posted price markets is search costs we incorporate this insight into a model of competing second price auctions similar to ebay by doing so we extend the narrow literature on competing auctions to capture price dispersion and grow the already large literature on price dispersion to include auctions we provide evidence on search costs and price dispersion using data collected from ebay identifying search costs by exploiting a discontinuity in the visibility of auctions due to ebay s search tool

real time search in the laboratory and the market the standard model of labor market search posits repeated infinite horizon search from a fixed distribution of wages in a stationary environment under these circumstances the optimal search policy has a reservation wage property i e the decision to accept an offer involves a comparison of the offer with a time invariant constant w which itself is a function of the parameters characterizing the search environment a wage offer greater than or equal to w is accepted while any other is rejected and search is continued some early empirical job search studies however accumulated evidence of a declining trend in reservation wages over the course of an unemployment spell 1 since then several theoretical explanations for the declining reservation wage profiles have emerged all of which relax the stationarity assumption of the standard model for example reuben gronau 1971 assumes searchers have finite lives kenneth burdett 1977 gerard j van den berg 1990 james albrecht and susan vroman 2005 and others model short term unemployment benefits albrecht pieter a gautier and vroman 2006 permit directed search to heterogeneous prospects 2 john p danforth 1979 and silvio rendon 2006 consider general liquidity con strained search and burdett and tara vishwanath 1988 model learning about the job offer distribution behavioral explanations for declining reservation wages have been suggested by braunstein and schotter 1981 schotter and braunstein 1982 and others in this paper we present the results of the first ever to our knowledge real time search laboratory experiment performed in an effort to investigate this falling res ervation wage phenomenon where field studies of unemployed search often rely on strong identifying assumptions to recover searchers unobservable reservation wages in the laboratory we are able to elicit subjects complete reservation wage profiles in an incentive compatible manner 3 further in the laboratory we are able to

price uncertainty and consumer search a structural model of consideration set formation we offer an econometric framework that models consumer s consideration set formation as an outcome of her costly information search behavior because frequently purchased products are characterized by frequent price promotions of varying depths of discounts a consumer faces significant uncertainty about the prices of the brands the consumers engage in a fixed sample search strategy that results in their discovering the posted prices of a subset of the available brands this subset is referred to as the consumer s consideration set the proposed model is estimated using the scanner data set for liquid detergents our key empirical results are i consumers zincur significant search costs to discover the posted prices of the brands ii whereas in store displays and feature ads do not influence consumers quality perceptions of the brands they significantly reduce search costs for observing the prices of the brands iii per capita income of consumer s household significantly increases her search costs and iv the consumers price sensitivity is seriously underestimated if we were to assume that consumers get to know all the posted prices at zero cost the proposed model is also estimated for the ketchup category to enable us to do cross category comparisons of consumers price search behavior

consumer search behavior and sunk costs abstract this paper presents the results of four economic experiments involving 41 undergraduate students who were assigned the task of searching for the lowest price from a known distribution of prices economic theory predicts that individuals should continue to draw until the expected gain of another search is less than the marginal search cost additionally once individuals have made a draw and then continued they should never return to a price drawn earlier exercise recall both of these predictions are tested in the paper and the results show that behavior is not always consistent with them it appears that individuals are making decisions based on the total return from searching rather than simply the marginal return from another draw

hysteresis price acceptance and reference prices the existence of price thresholds in grocery retailing is well documented most authors explain the existence of price thresholds using assimilation contrast theory adaptation level theory or prospect theory however each of these theories is untenable if consumers are believed to behave rationally we offer a theoretical explanation grounded in real options theory rot and economic hysteresis we test the rot hypothesis against three plausible alternatives using a maximum likelihood friction model that we augment for unobserved heterogeneity our findings support the rot hypothesis and suggest that the existence of price thresholds in aggregate data are driven by a common recognition of real option values which do not disappear with the inclusion of consumer heterogeneity