frictionless commerce a comparison of internet and conventional retailers there have been many claims that the internet represents a new nearly frictionless market our research empirically analyzes the characteristics of the internet as a channel for two categories of homogeneous products books and cds using a data set of over 8 500 price observations collected over a period of 15 months we compare pricing behavior at 41 internet and conventional retail outlets we find that prices on the internet are 9 16 lower than prices in conventional outlets depending on whether taxes shipping and shopping costs are included in the price additionally we find that internet retailers price adjustments over time are up to 100 times smaller than conventional retailers price adjustments presumably reflecting lower menu costs in internet channels we also find that levels of price dispersion depend importantly on the measures employed when we compare the prices posted by different internet retailers we find substantial dispersion internet retailer prices differ by an average of 33 for books and 25 for cds however when we weight these prices by proxies for market share we find dispersion is lower in internet channels than in conventional channels reflecting the dominance of certain heavily branded retailers we conclude that while there is lower friction in many dimensions of internet competition branding awareness and trust remain important sources of heterogeneity among internet retailers

inflation and the informativeness of prices this paper studies the welfare effects of the relative price variability arising from inflation if customers and suppliers form long term relationships prices have an informational role a potential customer uses current prices as signals of future prices inflation reduces the informativeness of current prices causing customers to make costly mistakes about which relationships to enter in addition the reduced informativeness of prices makes demand less price elastic thereby increasing markups both effects can be quantitatively significant at moderate inflation rates

adapting prices or quantities in the presence of adjustment costs it is often hypothesized that costs of adjusting both price and quantities may have important implications for the macroeconomic adjustment process not least to nominal shocks we analyse this in an explicit intertemporal general equilibrium model considering the empirically relevant case of fixed costs of adjusting prices and fixed and variable costs of adjusting quantities we find that the presence of both price and quantity adjustment costs changes the response to shocks significantly it is an implication that small shocks do not support the menu cost case but rather both fixed prices and quantities rationing a numerical analysis based on available evidence on adjustment costs is used to illustrate the likelihood that the various adjustment patterns actually arise

why do black basketball players work more for less money abstract we explore kahn and sherer s finding that national basketball association players salaries are lower for black than white players in general we do not find evidence that this salary differential is due to the racial preferences of fans specifically we observe that black players actually play more than comparable white players we offer a theory of price discrimination based on relative supplies and supply elasticities in lieu of the racial discrimination argument as an explanation for the black white wage differential

state dependent pricing and the dynamics of money and output standard macroeconomic models of price stickiness assume that each firm leaves its price unchanged for a fixed amount of time we present an alternative model in which the pricing decision depends on the state of the economy we find a method of aggregating individual price changes that allows a simple characterization of macroeconomic variables the model produces a positive money output correlation and an empirical phillips curve in addition the impact of monetary shocks depends crucially on the current level of output which points to a natural connection between state dependent microeconomics and state dependent macroeconomics i introduction there is a long tradition in macroeconomics of attributing the real effects of nominal demand shocks to nominal price stickiness in this view if there is no change in prices when nominal demand rises then quantities must bear the burden of adjustment hence nominal price rigidity provides the friction needed for nominal demand shocks to be transmitted to the real economy standard models of this transmission mechanism such as fischer 1977 and taylor 1980 are based on the assumption that each firm leaves its price unchanged for a fixed amount of time the main reason for considering such time dependent pricing rules is their analytic tractability constraining firms to adjust their prices at prespecified times both simplifies the derivation of equilibrium strategies and allows the use of powerful time series techniques to analyze aggregate dynamics the main disadvantage of the timedependent approach is that between price adjustments firms are not allowed to respond even to extreme changes of circumstance this makes it difficult to know whether the qualitative effects of money in these models are the result of nominal rigidities per se or of the exogenously imposed pattern of price changes an alternative approach to modeling price stickiness is to allow the price setting decision to depend on the actual state of the

the behavior of prices and inflation an empirical analysis of disaggregat price data this paper analyzes the effects of inflation on the dispersion of prices as well as other aspects of price behavior using disaggregated data on prices of foodstuffs in israel during 1978 84 we find that the effect of expected inflation on intramarket price variability is stronger than the effect of unexpected inflation we show that even in times of high inflation price quotations are not trivially short and price changes are not synchronized across firms these facts taken together confirm that there is some staggering in the setting of prices we find that the distribution of real prices is far from being uniform as many menu cost based models assume or conclude in fact as inflation increases to very high levels this distribution is not even symmetric when the annual inflation rate reaches 130 percent there are equal chances of finding real prices above or below the market average but upward deviations in the real price are further away from zero than downward ones furthermore as the annu

price changes in the euro area and the united states some facts from individual consumer price data prices of goods and services do not adjust immediately in response to changing demand and supply conditions this paper characterizes the average frequency and size of price changes in the euro area and its member countries investigates the determinants of the probability of price changes and compares the evidence for the euro area with available u s results the facts documented in this paper are based on evidence from individual price data recorded at the store level in all euro area countries except ireland and greece that is in datasets covering austria belgium finland france germany italy luxembourg the netherlands portugal and spain which together account for around 97 percent of euro area gdp the data used are the monthly price records underlying the computation of national consumer price indices and harmonized consumer price indices these data cover a large number of products selected on the basis of extensive household budget surveys

inflation costly price and quantity adjustments and time spent in the keynesian regime abstract this paper considers a menu cost firm under inflation due to costly quantity adjustments the firm is sometimes in a keynesian regime where sales are demand determined with a positive real interest rate the proportion of time in the keynesian regime is less than the inverse of the absolute value of the average elasticity of demand in that regime

are winners promoted too often evidence from the nfl draft 1999 2012 i introduction recruiting new employees is a costly activity for firms firms must advertise the position review resumes interview job candidates and ultimately make hiring decisions given the costs associated with the search firms may seek ways to reduce the burden of recruitment for example firms may send representatives to university job fairs at their employees alma maters or offer bonuses to current employees that refer qualified applicants to the firm as a result of these recruitment methods qualified applicants from certain institutions or without the right connections may find it difficult to secure employment at a particular firm if firms associate characteristics of the institution of the referring employee with the job candidate then cost reducing hiring procedures may result in statistical discrimination as a consequence high ability applicants without connections might have lower initial placements than their more connected equals these hiring practices likely have little impact on the firm s productivity due to their ability to replace underperforming employees yet the overlooked job candidates may suffer from reduced earnings over their lifetime due to their initial position in the labor market 1 evaluating claims of statistical discrimination based on institutional affiliation in most labor markets is a difficult task often times firms do not subject applicants to prescreening exams to measure ability and if they do the exam is likely a small component of the selection process thus it is usually not possible to determine if a particular employee was hired due to his or her ability or institutional affiliation if firms do subject workers to testing they are likely hesitant to hand over their human resources data owing to these data limitations several authors have turned to the world of high stakes athletic competitions where highly detailed individual level data are readily available data from professional sports leagues have provided several authors the opportunity to examine other forms of discrimination such as the existence of racial wage gaps kahn 1991 1992 2000 kahn and sherer 1988 mccormick and tollison 2001 to study the effects of statistical discrimination on job placement and long run career outcomes i follow a similar approach by studying a novel setting in professional sports the national football league nfl draft process every spring college football players declare for the nfl draft as a part of the draft the players are subjected to a battery of physical and mental tests at the nfl combine at the combine players are tested on speed agility strength and other measures of their overall athletic ability in addition to these formal tests professional scouting services rank the players by position according to their ability witnessed during their collegiate career individual pro days hosted at their home universities and tryouts at nfl team facilities these scouting services make these data available to teams and fans for a fee but are not affiliated with the nfl or any member organization as teams employ their own scouts 2 prior to joining the nfl players compete in college on teams that have different levels of success team level success is measured every week from beginning to the end of the college season resulting in a final ordinal ranking of all teams in the national collegiate athletic association ncaa for a given division examining players entering the nfl makes it possible to determine if players from recently successful institutions are given better job opportunities than equally skilled players from less successful institutions to measure the impact of being affiliated with a winning program on draft position i correlate the ranking of an individual s college team in the year prior to their entry in the draft with their nfl draft pick position one major concern is that there is unobserved player ability that is correlated with their team ranking

adjustment costs inventories and output this paper analyzes the optimal adjustment strategy of an inventory holding firm facing price and quantity adjustment costs in an inflationary environment the model nests both the original menu cost model that allows production to be costlessly adjusted and the later model that includes price and quantity adjustment costs but rules out inventory holdings it is shown that the firm s optimal adjustment strategy may involve stockouts at low inflation rates output is inversely related to the inflation rate and the length of time demand is satisfied increases with the demand elasticity but decreases with the storage cost and the real interest rate

the timing and magnitude of retail store markdowns evidence from weekends and holidays we examine daily prices of eight goods at seventeen retail stores collected in ann arbor michigan over a four month period from november 1 to february 28 we focus on weekly and seasonal price patterns and on the frequency of price markdowns or sales there were frequent markdowns in the intensive shopping period prior to christmas and a tendency for such sales to occur on weekends we interpret these findings as evidence that a significant number of markdowns are timed to occur when shopping intensity is exogenously high we complement the imperfect information based motives for sales in the literature by contributing an additional element based on the role of bulk shopping and increasing returns in the shopping technology

menu costs and dynamic duopoly examining a state dependent pricing model in the presence of menu costs and dynamic duopolistic interactions this paper claims that the assumption regarding market structure is crucial for identifying the menu costs for price changes prices in a dynamic duopolistic market can be more rigid than those in more competitive markets such as a monopolistic competition market therefore the estimates of menu costs under monopolistic competition are potentially biased upward due to the price rigidity from strategic interactions between dynamic duopolistic firms by developing and estimating a dynamic discrete choice model with duopoly to correct for this potential bias this paper provides empirical evidence that dynamic strategic interactions as well as menu costs play an important role in explaining the observed degree of price rigidity in weekly retail prices

eu animal welfare policy developing a comprehensive policy framework many eu citizens are concerned about animal welfare the policy literature has responded to these concerns by suggesting a variety of policy instruments to policy makers however a gap in knowledge exists regarding which instrument should be applied under which conditions in the policy environment this article presents the results of multiple inductive case studies of eight european countries to better understand the contingencies to animal welfare policy instruments and to further complement the framework of policy instruments available to policy makers the qualitative evidence from this study is presented in the form of a policy decision tree indicating instruments likely to be effective under given conditions the findings suggest that a one size fits all solution for animal welfare in the eu is unlikely to be effective and that although a market based policy within the current eu context is in many cases inevitable the barriers are numerous and require policy instruments tailored to the specific context

round prices and price rigidity evidence from outlawing odd prices abstract this paper exploits a legal change in israel that banned the use of non zero digit price endings e g 6 99 to study the relationship between digit price endings and price rigidity we compare the propensity of product prices to change before and after the ban while distinguishing between products whose prices ended with a zero and products whose prices did not end with a zero digit before the ban we find that before the ban zero digit price endings were more likely to change typically upward compared with products with non zero digit price endings after the legal change these differences disappeared overall these findings support the price point theory blinder 1991

do the new keynesian microfoundations rationalise stabilisation policy systematic monetary policy is analysed in a two period extension of standard static new keynesian models it is shown that countercyclical policies increase the band of inaction of the price setters and that this feedback effect on price rigidity may make such policies self justifying that is the policies themselves cause the fluctuations that they are stabilising moreover countercyclical policies may in general reduce welfare in fact socially optimal policies may very well involve a commitment to enhance shocks

patterns of retail price variation we examine retail price variation across a range of goods and regions of the united states we find that the typical grocery product has a regular price and stays at that price at least 50 of the time and that most deviations from that regular price are downward temporary discounts or sales while infrequent account for 20 to 50 of the annual variation in retail prices for most product categories although existing models of retail sales yield predictions consistent with some aspects of the retail pricing distributions all of these models fail to explain other important aspects of retail pricing identified here

elusive persistence wage and price rigidities the new keynesian phillips curve and inflation dynamics abstract we review the main new keynesian inflation equations that have arisen as a result of aggregation from individual firms price rigidities we find that on the whole they cannot account for inflation persistence a key feature of the empirical dynamics of inflation and with important policy implications the only exceptions seem to be when indexation is allowed in price setting or when price stickiness is combined with wage rigidity and staggering

costs of implementation bargaining costs versus allocative efficiency abstract a mechanism with low direct cost of use may be preferred to alternatives implementing more efficient allocations we show this experimentally by giving pairs of subjects the option to agree on a single average price for a sequence of trades in effect pooling several small bargains into a larger one we make pooling costly by tying it to some inefficient trades but subjects nevertheless reveal strong tendencies to pool particularly when more bargains remain to be struck and when bargaining is face to face the results suggest that implementation costs could play a significant role in the use of many common trading practices

customer racial discrimination in major league baseball most studies of racial discrimination concentrate on identifying the existence rather than the source of discrimination in contrast this paper tests directly for racial discrimination by major league baseball customers by examining the market for baseball cards in tobit regressions the market prices of cards consistently reflect player performance records and other demand variables when interactive race productivity variables are included in the models a significant and complex pattern of fan discrimination against black pitchers and black hitters is found discrimination against latin players is not found

dynamic pricing of inventory capacity with infrequent price changes we consider a problem of dynamically pricing a single product sold by a monopolist over a short time period if demand characteristics change throughout the period it becomes attractive for the company to adjust price continuously to respond to such changes i e price discriminate intertemporally however in practice there is typically a limit on the number of times the price can be adjusted due to the high costs associated with frequent price changes if that is the case instead of a continuous pricing rule the company might want to establish a piece wise constant pricing policy in order to limit the number of price adjustments such a pricing policy which involves optimal choice of prices and timing of price changes is the focus of this paper we analyze the pricing problem with a limited number of price changes in a dynamic deterministic environment in which demand depends on the current price and time and there is a capacity inventory constraint that may be set optimally ahead of the selling season the arrival rate can evolve in time arbitrarily allowing us to model situations in which prices decrease increase or neither we consider several plausible scenarios where pricing and or timing of price changes are endogenized various notions of complementarity single crossing property supermodularity and total positivity are explored to derive structural results conditions sufficient for the uniqueness of the solution and the monotonicity of prices throughout the sales period furthermore we characterize the impact of the capacity constraint on the optimal prices and the timing of price changes and provide several other comparative statics results additional insights are obtained directly from the solutions of various special cases

racial discrimination and professional basketball salaries in the 1990s racial differences in professional basketball player salaries are examined to determine whether the 20 premium paid to whites in the mid 1980s has persisted into the 1990s ols and tobit regressions indicate no difference between white and black salaries controlling for player and team characteristics for the 1994 95 season however censored quantile regressions show substantial racial differences at certain points in the salary distribution whites earn less than blacks at the lower end of the distribution although the difference is not statistically significant and varies with minutes played in contrast whites receive a significant premium 18 at the upper end of the salary distribution these findings are consistent with a form of consumer discrimination in which sports fans prefer to see white star players all else equal

predetermined prices and the persistent effects of money on output this note illustrates a model of predetermined pricing where firms set a fixed schedule of nominal prices at the time of price readjustment based on the work of fischer 1977 this contrasts with the model of fixed pricing the specification underlying most recent dynamic sticky price models it is well known that predetermined pricing cannot generate substantial persistence in the real effects of monetary shocks when prices are set via fixed duration contracts unless the contracts are of long duration however we show that with a probabilistic model of price adjustment a predetermined pricing specification can produce almost as much persistence as the more conventional model of fixed prices without the assumption of long average contract duration

asymmetric cost pass through empirical evidence on the role of market power search and menu costs abstract we estimate cost pass through rates based on data for store level retail prices and wholesale costs for up to 90 different brands of milk sold in 327 retail stores across germany the abundance of the data allows us to identify heterogeneity in pass through across retailers and relate it to underlying explanatory factors such as retailer market power measures of consumer search and menu costs results from a threshold error correction process clearly provide empirical support for the rockets and feathers phenomenon prices increase more quickly than they decrease in contrast to much of the existing literature which explains the rockets and feathers phenomenon as a result of retailers exercising market power we find the opposite result the degree of asymmetry in prices is negatively related to market power decreases with the lerner index our measure of cross product search costs does not account for observable differences in asymmetric cost pass through rates between products the rockets and feathers observation is better explained by product specific differences in menu costs mistake costs and costs associated with stock outs which can lead to a loss of consumer goodwill

inflation price competition and consumer search technology abstract this paper studies an s s pricing model in the presence of inflation and price competition in search markets i present a model in which consumers search technologies can influence firms price setting price dispersion and the market structure the result obtained shows that although price competition among firms is intensified in markets where consumers search technologies are more efficient price inflation is counter intuitively more likely to increase the monopoly power and stimulate entry of firms in these markets the model also provides new empirical implications for firms price setting behaviors

price elasticities and demand side real rigidities in micro data and in macro models abstract high degrees of demand side real rigidities are able to generate the large monetary non neutrality found in aggregate data this paper provides micro based evidence on the key parameters governing this rigidity using european homescan data we find strong evidence for demand side real rigidity which is however significantly lower than that normally assumed in macro models in a menu cost model calibrated to our estimates we show that these estimates are associated with reasonable values for production side parameters but they are not able to generate the degree of monetary non neutrality observed in macro data

lumpy price adjustments a microeconometric analysis based on a reduced form state dependent pricing model with random thresholds we specify and estimate a nonlinear panel data model with an unobserved factor representing the common cost or demand components of the unobserved optimal price using this model we are able to assess the relative importance of common and idiosyncratic shocks in explaining the frequency and magnitude of price changes in the case of a wide variety of consumer products in belgium and france we find that the mean level and variability of the random thresholds are key for explaining differences across products in the frequency of price changes we also find that the idiosyncratic shocks represent the most important driver of the magnitude of price changes supplementary materials for this article are available online

menu costs and phillips curves this paper develops a model of a monetary economy in which individual firms are subject to idiosyncratic productivity shocks as well as general inflation sellers can change price only by incurring a real menu cost we calibrate this cost and the variance and autocorrelation of the idiosyncratic shock using a new u s data set of individual prices due to klenow and kryvtsov the prediction of the calibrated model for the effects of high inflation on the frequency of price changes accords well with international evidence from various studies the model is also used to conduct numerical experiments on the economy s response to various shocks in none of the simulations we conducted did monetary shocks induce large or persistent real responses

a model and some evidence concerning the influence of discrimination on wages the observed wage gap between men and women is widely attributed to discrimination in the workplace yet within the context of the standard neoclassical framework discrimination is neither a necessary nor sufficient condition this paper presents a modified neoclassical model which supports equilibrium wage differentials and which has testable implications the paper also surmounts a difficulty that has plagued many earlier assessments separating prejudice from other explanations of the wage gap by directing attention away from wages to other implied effects of discrimination our model offers cleaner tests of the impact of prejudice in labor markets results of such tests are reported

low inflation pass through and the pricing power of firms abstract recently there has been a significant decline in the degree to which firms pass through changes in costs to prices a decline that is frequently characterized as a reduction in the pricing power of firms the decline appears to be associated with the decline in inflation in many countries the decline has important implications for monetary policy because it affects both forecasts of inflation and the effects of changes in monetary policy on inflation some have argued that the decline in pricing power helped to keep inflation low in the face of apparently strong demand pressures in the united states in the late 1990s this paper puts forth the view that the decline in pass through or pricing power is due to the low inflation environment that has recently been achieved in many countries first a microeconomic model of price setting is used to show that lower pass through is caused by lower perceived persistence of cost changes evidence is then presented showing that inflation is positively correlated with persistence of inflation suggesting that the low inflation itself has caused the low pass through an economy wide model consistent with the micromodel is then presented to illustrate how such changes in pricing power affect output and inflation dynamics in favorable ways but can disappear quickly if monetary policy and expectations change

why are prices sticky preliminary results from an interview study this paper reports preliminary results from a large research project on business pricing which is currently underway the idea is to use interviews with actual price setters to assess the validity of a dozen theories of price stickiness the rather unorthodox for economists methodology is defended the research design is described briefly and a few results based on the first 72 interviews out of a projected 200 are presented this sample suggests that the median firm changes its price annually and that price adjustments typically lag 3 4 months behind shocks to demand or cost this abstract was borrowed from another version of this item

reconsidering the natural rate hypothesis in a new keynesian framework abstract this paper formulates a stylized new keynesian model in which each individual firm can select the frequency of its price adjustments the endogeneity of contract duration has a dramatic impact on the magnitude of the aggregate effects of steady state inflation with a plausible calibration of the magnitude of menu costs and other structural parameters this model predicts a relationship between steady state inflation and the frequency of price adjustment that is reasonably close to the empirical findings of cross country studies furthermore at moderate inflation rates steady state inflation generates relative price distortions that have a non trivial impact on aggregate output but this impact wanes and eventually disappears at much higher annual inflation rates because the frequency of price adjustment approaches that of the flexible price economy

the optimal inflation rate under schumpeterian growth abstract to analyze the relationship between inflation and economic growth we construct an endogenous growth model with creative destruction incorporating sticky prices due to menu costs price changes reduce the reward for innovation and thus lower the frequency of creative destruction central banks can maximize the growth rate by setting their inflation target at the negative of a fundamental growth rate while the optimal inflation rate may be greater than the growth maximizing inflation rate our calibrated model shows that the optimal inflation rate is close to the growth maximizing inflation rate and that a deviation from the optimal level has sizable impacts

inflation and output dynamics with state dependent pricing decisions this paper studies a state dependent pricing model in which firms face a fixed cost of changing their pricing plans a pricing plan specifies an entire sequence of time varying future prices allowing firms to choose a pricing plan rather than a single price generates inflation inertia in the response of the economy to small changes in the growth rate of money allowing firms to choose when to change their pricing plan generates a non linear response of inflation and output to small and large changes in the money growth rate the non linear solution method also reveals that the model generates an asymmetric response of output and inflation to monetary expansions and contractions

menu costs and the neutrality of money a model of endogenous price adjustment under money growth is presented firms follow s s pricing policies and price revisions are imperfectly synchronized in the aggregate price stickiness disappears and money is neutral the connection between firm price adjustment and relative price variability in the presence of monetary growth is also investigated the results contrast with those obtained in models with exogenous fixed timing of price adjustment

dynamic pricing when consumers are strategic analysis of posted and contingent pricing schemes abstract we study dynamic pricing policies for a monopolist selling perishable products over a finite time horizon to strategic buyers buyers are strategic in the sense that they anticipate the firm s price policies it is expensive and administratively difficult for most brick and mortar retailers to change prices placing limits on the number of price changes and the types of pricing policies they can adopt the simplest policy is to commit to a set of price changes a more complex alternative is to let the price depend on sales history we investigate two pricing schemes that we call posted and contingent pricing using the posted pricing scheme the firm announces a set of prices at the beginning of the horizon in the contingent pricing scheme price evolution depends upon demand realization our focus is on the posted pricing scheme because of its ease of implementation counter to intuition we find that neither a posted pricing scheme nor a contingent pricing scheme is dominant and the difference in expected revenues of these two schemes is small limiting the number of price changes will result in a decrease in expected revenues we show that a multi unit auction with a reservation price provides an upper bound for expected revenues for both pricing schemes numerical examples suggest that a posted pricing scheme with two or three price changes is enough to achieve revenues that are close to the upper bound dynamic pricing is only useful when strategic buyers perceive scarcity we study the impact of scarcity and derive the optimal stocking levels for large markets finally we investigate whether or not it is optimal for the seller to conceal inventory or sales information from buyers a firm benefits if it does not reveal the number of units it has available for sale at the beginning of the season or subsequently withholds information about the number of units sold

menu costs firm strategy and price rigidity abstract after controlling for chain specific effects higher menu costs are associated with a slight decrease in the probability of a price change and an increase in the size of a price change firm strategy is more influential in determining the incidence and magnitude of a price change

monetary shocks in models with observation and menu costs we study economies where price stickiness arises due to the simultaneous presence of both menu and information costs we identify the relative importance of these costs using firm s survey data and analyze the response of prices and output following a permanent unexpected monetary shock for a given frequency of price adjustment we find that the information friction significantly amplifies the real effect of the shock when the shock is small or when it is not known by firms instead when the shock is large and known to firms the flexibility of prices increases and the real effects gradually vanish

new keynesian dynamics in a low interest rate environment recent research has found that the dynamic properties of the new keynesian model are unorthodox when the nominal interest rate is zero improvements in technology and reductions in the labor tax rate lower economic activity and the size of the government purchase output multiplier is very large this paper provides evidence that these results are not empirically relevant we show that a prototypical new keynesian model fit to japanese data exhibits orthodox dynamics during japan s episode with zero interest rates we then demonstrate that this specification is more consistent with outcomes in japan than alternative specifications that have unorthodox properties

customer racial discrimination in the market for memorabilia the case of baseball because consumer discrimination can reduce productivity it is often impossible to tell whether differential productivity is the effect of discrimination or of differential ability detailed data for the sports labor market make it possible to separate consumer discrimination from ability we use a unique approach to determine whether the entertainment value of baseball players is related to their race we examine whether race directly affects the value of a player in the market for baseball cards in contrast to studies that use salaries there is no room for owner or coworker discrimination our evidence supports the hypothesis of consumer discrimination

retail price fixity as a facilitating mechanism previous theoretical explanations for retail price fixity show that fixed retail prices can be consistent with either competitive or imperfectly competitive behavior we develop a conceptual model of retail pricing wherein fixed price points are facilitating mechanisms for tacit collusion a non cooperative equilibrium in fixed retail prices is supported through credible threats to revert to nash pricing if cheating is suspected we test the implications of this model using a two stage ordered probit approach in weekly supermarket pricing data the results show that price fixity does support collusive equilibria among retailers but other factors may also explain retail price behavior

price stickiness empirical evidence of the menu cost channel abstract a leading explanation in the economic literature is that monetary policy has real effects on the economy because firms incur a cost when changing prices using a unique database of cost and retail price changes we find that variation in menu costs results in up to 13 3 fewer price increases we confirm that these effects are allocative and have a persistent impact on both prices and unit sales we provide evidence that the menu cost channel operates only when cost increases are small in magnitude which is consistent with theory and provides the first empirical evidence of boundary conditions

the output inflation trade off when prices are costly to change the output inflation trade off is investigated in a rational expectations equilibrium economy in which costly price setting makes it inefficient for agents to vary their prices at every instant it is shown that sticky prices are not some exogenous source of output fluctuation but result from the monetary policy process an economy with slow and counterinflationary money growth exhibits staggered changes in sticky prices as assumed in some new keynesian analyses an economy with fast money growth and a high degree of monetary accommodation exhibits either flexible prices or bunched frequently changing sticky prices

a near rational model of the business cycle with wage and price inertia this paper presents a model in which insignificantly suboptimal behavior causes aggregate demand shocks to have significant real effects the individual loss to agents with inertial price wage behavior is second order in terms of the parameter describing the shock while the effect on real economic variables is first order thus significant changes in business activity can be generated by anticipated money supply changes provided that some agents are willing to engage in nonmaximizing behavior which results in small losses

inventories markups and real rigidities in menu cost models a growing consensus in new keynesian macroeconomics is that nominal cost rigidities rather than countercyclical markups account for the bulk of the real effects of monetary policy shocks we revisit these conclusions using theory and data on inventories we study an economy with nominal rigidities in which goods are storable our theory predicts that if costs of production are sticky and markups do not vary much in response to say expansionary monetary policy firms react by excessively accumulating inventories in anticipation of future cost increases in contrast if the data inventories are fairly constant over the cycle and in response to changes in monetary policy we show that costs must increase and markups must decline sufficiently in times of a monetary expansion in order to reduce firm s incentive to hold inventories and thus bring the model s inventory predictions in line with the data versions of the model consistent with the dynamics of inventories in the data imply that countercyclical markups account for a sizable fraction of the response of real variables to monetary shocks

a guide to the pitfalls of identifying price discrimination this paper demonstrates that plausible cost based explanations exist for what are commonly perceived to be cases of price discrimination we explain such commonly discussed problems as the price spreads of retail gasoline products the high price of dinners at restaurants the high price of popcorn at movie theaters and the fact that airline ticket prices vary with how long the ticket is purchased before the flight s departure our explanations benefit from not relying on consumer ignorance or implicit collusion among numerous sellers

sticky prices new evidence from retail catalogs this paper presents new results on the size frequency and synchronization of price changes for twelve selected retail goods over the past 35 years three basic facts about the data are uncovered first nominal prices are typically fixed for more than one year although the time between changes is very irregular second prices change more often during periods of high overall inflation third when prices do change the sizes of the changes are widely dispersed both large and small changes occur for the same item and the sizes of these changes do not closely depend on overall inflation

menu costs firm size and price rigidity abstract if menu costs have a non negligible lump sum component and with larger firms having greater benefits from price adjustments then larger firms will change price more frequently than smaller firms data from new zealand firms support this hypothesis price duration decreases as firm size increases ordered probit analysis indicates the effect comes primarily from larger firms being more likely than smaller firms to raise price in response to a demand or cost increases

economic theory and the world of practice a celebration of the s s model it was the question of how best to balance the costs of ordering and of running out of stock against the costs of holding excess inventory that inspired kenneth arrow theodore harris and jacob marschak to introduce the s s model in 1951 in this celebratory article we show how this model not only answered important practical questions but also opened the door to a quite startling range of important and challenging follow up questions many of great practical importance and analytic depth the s s model has become one of the touchstone models of economics opening new vistas of applied economic theory to all who internalize its structure today it is universally applied to solve questions faced in inventory control the core model elements uncertainty and fixed costs of adjustment are ubiquitous which has resulted in its becoming the general purpose economic model of discrete adjustment the s s model has also become a profound source of inspiration for macroeconomists seeking to understand the role that discrete microeconomic adjustments play in macroeconomic fluctuations looking forward we foresee rapid growth in the use of s s modeling to aid households making complex and costly financial decisions such as when and how to terminate a mortgage in the projected era of household operations research new modeling challenges will arise due to enriched feedback from the world of practice

a tale of two rigidities sticky prices in a sticky information environment macroeconomic models with microeconomic foundations allow for comparisons with macro and micro empirical evidence this paper proposes a model wherein firms i acquire information infrequently generating sticky information mankiw and reis 2002 and ii face menu costs producing state dependent sticky prices i estimate parameters via indirect inference and show that under considerable real rigidity sticky prices in a sticky information environment are consistent with micro and macro evidence sticky prices not only help match micro data on price changes size and durations between adjustments they also improve the model s fit with the macro data as embodied in an empirical phillips curve

the real thing nominal price rigidity of the nickel coke 1886 1959 we report that the price of a 6 5 oz coca cola was 5c from 1886 until 1959 thus we are documenting a nominal price rigidity that lasted more than 70 years the case of coca cola is particularly interesting because during the 70 year period there were substantial changes in the soft drink industry as well as two world wars the great depression and numerous regulatory interventions and lawsuits which led to substantial changes in the coca cola market conditions the nickel price of coke nevertheless remained unchanged we find that this unusual rigidity is best explained by 1 a contract between the company and its parent bottlers that encouraged retail price maintenance 2 a single coin vending machine technology which limited the company s price adjustment options due to limited availability and unreliability of the existing flexible price adjustment technologies and 3 a single coin monetary transaction technology which limited the company s price adjustment options due to the customer inconvenience cost we show that these price adjustment costs are of a different nature than the standard menu cost and their estimates exceed the existing estimates by an order of magnitude a possible broader relevance of the nickel coke phenomenon is discussed in the context of nickel and dime stores which were popular in the us in the late 1800s and the early 1900s

monopolistic competition and the effects of aggregate demand how important is monopolistic competition to an understanding of the effects of aggregate demand on output we ask the question at three levels can monopolistic competition by itself explain why aggregate demand movements affect output can it together with other imperfections generate effects of aggregate demand in a way that perfect competition cannot if so can it give an accurate account of the response of the economy to aggregate demand movements the answers are no yes and yes

staggering and synchronization in price setting evidence from multiproduct firms theoretical work on price setting behavior focuses on the single product case while in reality a single price setter sells many products the authors use retail store level multiproduct pricing data to learn about price dynamics they find that while the timing of a product s price changes is staggered across stores selling the same product the timing of the price changes of different products sold within the same store is highly synchronized this finding validates the usual assumption that decisions are staggered across price setters and suggests that price rigidity is due mostly to mechanical reasons and not to informational asymmetries copyright 1996 by american economic association

relative price changes as aggregate supply shocks this paper proposes a theory of supply shocks or shifts in the short run phillips curve based on relative price changes and frictions in nominal price adjustment when price adjustment is costly firms adjust to large shocks but not to small shocks and so large shocks have disproportionate effects on the price level therefore aggregate inflation depends on the distribution of relative price changes inflation rises when the distribution is skewed to the right and falls when the distribution is skewed to the left we show that this theoretical result explains a large fraction of movements in postwar u s inflation moreover our model suggests measures of supply shocks that perform better than traditional measures such as the relative prices of food and energy

optimal pricing with costly adjustment evidence from retail grocery prices in many theoretical models it is assumed that there are costs associated with adjusting prices in this paper the existence type and magnitude of such costs are investigated empirically a discrete choice dynamic programming model that nests fixed and variable costs is developed and econometric estimates of the adjustment cost function are obtained the data used to implement the model consist of weekly retail prices and sales of three brands of saltine crackers sold by four chains of grocery stores in a small u s town the study has several distinguishing characteristics first the data are highly disaggregate at the level of brand and store second variables are sampled at weekly intervals third the model nests fixed and variable adjustment costs and can therefore determine their relative importance finally the discrete choice model is both structural and dynamic

the magnitude of menu costs direct evidence from large u s supermarket chains we use store level data to document the exact process of changing prices and to directly measure menu costs at five multistore supermarket chains we show that changing prices in these establishments is a complex process requiring dozens of steps and a nontrivial amount of resources the menu costs average 105 887 year per store comprising 0 70 percent of revenues 35 2 percent of net margins and 0 52 price change these menu costs may be forming a barrier to price changes specifically 1 a supermarket chain facing higher menu costs due to item pricing laws that require a separate price tag on each item changes prices two and one half times less frequently than the other four chains 2 within this chain the prices of products exempt from the law are changed over three times more frequently than the products subject to the law in principle fixed costs of changing prices can be observed and measured in practice such costs take disparate forms in different firms and we have no data on their magnitude so the theory can be tested at best indirectly at worst not at all alan blinder 1991 p 90

sticky price models and durable goods the inclusion of a durable goods sector in sticky price models has strong and unexpected implications even if most prices are flexible a small durable goods sector with sticky prices may be sufficient to make aggregate output react to monetary policy as though most prices were sticky in contrast flexibly priced durables with sufficiently long service lives can undo the implications of standard sticky price models in a limiting case flexibly priced durables cause monetary policy to have no effect on aggregate output our analysis suggests that durable goods prices are the most relevant data for calibrating price rigidity jel e21 e23 e31 e52

customer preferences attendance and the racial structure of professional basketball teams this paper examines the importance of customer based discrimiantion in professional basketball over the 1980 81 to 1985 86 seasons empirical rsesults offer strong support of the hypothesis that if fans prefer to see players of their own race teams will be influenced in their selection of players by the racial composition of their market area by the same token attendance is found to be positively related to the extent to which the racial composition of the team matches that of the corresponding market area

when little things mean a lot on the inefficiency of item pricing laws abstract item pricing laws ipls require a price tag on every item sold by a retailer we study ipls and assess their efficiency by quantifying their costs and comparing them to previously documented benefits on the cost side we posit that ipls should lead to higher prices because they increase the costs of pricing and price adjustment we test this prediction using data collected from large supermarket chains in the tri state area of new york new jersey and connecticut we find that ipl store prices are higher by about 20 25 per item on average as a control we use data from stores that use electronic shelf labels and find that their prices fall between ipl and no ipl store prices we compare the costs of ipls to existing measures of the benefits and find that the costs are an order of magnitude higher than the upper bound of the estimated benefits

a mixed industrial structure magnifies the importance of menu costs new keynesian literature assumes symmetric industrial structure when analysing explanations of money non neutrality this paper analyses the impact of modifying this assumption by allowing for a mixed industrial structure some industries are characterized by monopolistic competition others by perfect competition the mixed industrial structure implies misallocation of labour between the different industries which may contribute to explanations of non neutrality of money following a 5 money increase the menu costs needed for non neutrality may be 40 times smaller and ratio of welfare gain over private loss more than 100 times larger than in the corresponding model with a symmetric structure

optimal price setting with observation and menu costs we study the price setting problem of a firm in the presence of both observation and menu costs in this problem the firm optimally decides when to collect costly information on the adequacy of its price an activity which we refer to as a price review upon each review the firm chooses whether to adjust its price subject to a menu cost and when to conduct the next price review this behavior is consistent with recent survey evidence documenting that firms revise prices infrequently and that only a few price revisions yield a price adjustment the goal of the paper is to study how the firm s choices map into several observable statistics depending on the level and relative magnitude of the observation vs the menu cost the observable statistics are the frequency of price reviews the frequency of price adjustments the size distribution of price adjustments and the shape of the hazard rate of price adjustments we provide an analytical characterization of the firm s decisions and a mapping from the structural parameters to the observable statistics we compare these statistics with the ones obtained for the models with only one type of cost the predictions of the model can with suitable data be used to quantify the importance of the menu cost vs the information cost we also consider a version of the model where several price adjustment are allowed between observations a form of price plans or indexation we find that no indexation is optimal for small inflation rates

aggregation and optimization with state dependent pricing the literature on the aggregation of s s policies has ignored the impact of aggregate behavior on the individual s optimization problem in the case of pricing the feedback effects are clear not only do pricing strategies determine the evolution of the price level but the evolution of the price level also influences the optimal pricing strategies in this paper we provide a consistent treatment of aggregation and optimization we use this model to analyze three issues in the menu cost pricing literature the relationship between strategic complementarity and the real effects of money the relationship between the variance of the money supply and the correlation between money and output and the relationship between the cost of price adjustment and the size of price adjustment questions concerning the dynamics of aggregate variables such as prices employment investment and consumption represent the core of business cycle analysis one striking feature of these variables is the radical difference between properties of these aggregates and the nature of the individual behavior that underlies them the behavior of a firm s prices investment and employment and the behavior of an individual s consumption all involve frictional elements that lead to discrete adjustment at the microeconomic level heterogeneity among individuals however tends to smooth the behavior of the corresponding aggregates in recent years a large body of research has developed to examine the manner in which microeconomic frictions influence aggregate dynamics one of the centerpieces of this research has been the s s model developed by arrow harris and marschak 1951 the key element of this model is the state dependence of individual decisions agents act when a state variable crosses some critical threshold which balances the cost and benefits of adjustment the aggregate implications of this form of microeconomic behavior have been analyzed by blinder 1981 caplin 1985 and mosser 1991 in the context of inventory dynamics by caplin and spulber 1987 caballero and engel 1991 1993 and caplin and leahy 1991 in the context of prices and by bertola and caballero 1990 caballero 1993 and eberly 1994 in the context of con sumer durables one of the most limiting aspects of these models is that they focus exclusively on the impact that microeconomic inertia has on aggregate dynamics they 1we would like to thank michael harrison loannis karatzas john leahy sr andreu mas colell a co editor and four anonymous referees for helpful discussions and comments and the national science foundation and the sloan foundation for financial support

the rigidity of prices this paper uses evidence on individual transaction prices to analyze price behavior the evidence shows that for many transactions pricesremain rigid for periods exceeding one year the rigidity of price ispositively correlated with industry concentration for several productsthe correlation of price changes across buyers is low the paper alsoinvestigates the relationship between price rigidity price change andthe length of time a buyer and seller have been doing business together the author interprets the evidence as emphasizing the importance of nonprice rationing and the inadequacy of models in whichprice movements alone clear markets copyright 1986 by american economic association

learning forgetting and sales sellers of almost any product or service rarely keep their prices constant through time and frequently offer price discounts or sales this paper investigates an explanation of sales as a way for uninformed consumers to be willing to experience the product and learn about its fit and where informed consumers may forget about or change their preferences we investigate the role of the rate of consumer forgetting on the timing between sales and of the rate of consumer learning and menu costs on the length of a sale the rate of consumer forgetting can be linked to the length of purchase cycle and the level of consumer involvement we show that the discount frequency and the discount depth are increasing in the rate of consumer forgetting and that the discount frequency is increasing in the learning rate the duration of a sale is increasing in the rate of consumer forgetting and the rate of consumer learning

coaching team production coaching team production the actual function of managers is the subject of much debate using data on more than 3000 male college basketball players their coaches and their skill levels we find a positive and significant relation between our ability to replicate an individual coach s allocation of playing time across players and his winning percentage although this result does not answer the central question of just what it is that managers contribute the results do support the property rights paradigm managers are the employees of workers and more generally sports data can be used to help understand related economic processes where quantifiable measures of inputs and outputs are more costly to obtain what is meant by performance input energy initiative work attitude perspiration rate of exhaustion or output sometimes by inspecting a team member s input activity we can better judge his output effect it is not always the case that watching input activity is the only or best means of detecting measuring or monitoring output effects of each team member but in some cases it is a useful way i introduction a major tenet of the alchian demsetz 1972 representation of the firm is that managers are hired by workers to prevent shirking and malfeasance in their own ranks absent overseers individual workers bear only a fraction of the cost of shirking and hence everyone undersupplies labor relative to its opportunity cost in this world the managerial function is to monitor inputs and meter rewards thereby reducing the incentive to shirk and raising each worker s marginal productivity the more dependence there is in the marginal products of laborers the more important the role of management this view of supervision is simultaneously intuitively pleasing and difficult to quantify this paper investigates the role of management in a setting where indisputably there is team production intercollegiate basketball 1 data on 3012 college basketball players across ten years and sixty five teams are used to replicate one aspect of coaching the allocation of playing time next we attempt to link coaching decisions to winning the goal is to determine if coaches who manage well by our standards are successful section ii motivates the paper in section iii the empirical methodology is detailed the monitoring function is estimated and related to coaching success section iv contains a summary and conclusion ii coaching decisions the essence of team production is interdependence and the inherent immeasurability of marginal productivity across workers however this does not mean that proxies for marginal productivity cannot be developed managers monitor worker inputs and deduce marginal products accordingly of course some inputs are more cheaply quantified than others attitude is hard to measure but heart rate is easy sweat is observed cheaply but workers can feign exhaustion in the famous chinese boatpullers fable the coxswain uses his whip to insure that coolies pull efficiently to persuade each worker to give the appropriate effort 2 mcmanus 1975 341 relates a story told by cheung boats are pulled upstream by a team of coolies prodded by an overseer with a whip an american lady horrified at the sight of the overseer whipping the men as they strained at their harness demanded that something be done about the brutality she was quickly informed those men own the rights to draw boats over this stretch of water and they have hired the overseer and given him his duties here the monitor uses his vision intuition and experience to determine shirking counseling the loafers with his whip but employing subjective observation is just one way to monitor

small menu costs and large business cycles a macroeconomic model of monopoly i introduction the conflict between modern neoclassical and traditional keynesian theories of the business cycle centers upon the pricing mechanism in neoclassical models prices are fully flexible they represent the continuous optimization of economic agents and the continuous intersection of supply and demand in keynesian models prices are often assumed to be sticky they do not necessarily equilibrate all markets at all times one of the reasons for the resurgence of the equilibrium approach to macroeconomics has been the absence of a theoretical underpinning for this keynesian price stickiness this note shows that sticky prices can be both privately efficient and socially inefficient the business cycle results from the suboptimal adjustment of prices in response to a demand shock to the extent that policy can stabilize aggregate demand it can mitigate the social loss due to this suboptimal adjustment in some keynesian models prices are simply exogenously fixed 2 in others agents must set their prices in advance of the transaction date the act of altering a posted price is certainly costly these costs include such items as printing new catalogs and informing salesmen of the new price yet these menu costs are small and therefore generally perceived as providing only a weak foundation for these fixed price models however this inference is flawed small menu costs can cause large welfare losses the claim that price adjustment costs are small does not rebut the claim that they are central to understanding economic fluctuations

what is new keynesian economics this research was supported by the national science foundation i am grateful to george williams for help with the data and to steven allen laurence ball olivier j blanchard timothy bresnahan charles calomiris dennis carlton robert chirinko russell cooper stanley fischer herschel grossman r glenn hubbard david laidler john leahy assar lindbeck n gregory mankiw david romer julio rotemberg dennis snower john taylor andrew weiss and two anonymous referees for comments on one or more earlier drafts i am also indebted to michael parkin and edmund s phelps for helping to establish the etymology of the phrase new keynesian

the role of taxes as automatic destabilizers in new keynesian economics abstract this paper analyses the effects of taxation in new keynesian economics the results show that taxes contribute to price and wage stickiness and moreover that the resulting fluctuations in welfare are magnified by the presence of taxes these results are at odds with the old keynesian idea of automatic stabilizers

real rigidities and nominal price changes a large literature seeks to provide microfoundations of price setting for macro models a challenge has been to develop a model in which monetary policy shocks have the highly persistent efiects on real variables estimated by many studies nominal price stickiness has proved helpful but not su cient without some form of real rigidity or strategic complementarity we embed a model with a real rigidity a la kimball 1995 wherein consumers ee from relatively expensive products but do not ock to inexpensive ones we estimate key model parameters using micro data from the u s cpi which exhibit sizable movements in relative prices of substitute products when we impose a signiflcant degree of real rigidity fltting the micro price facts requires very large idiosyncratic shocks and implies large movements in micro quantities

why are prices sticky the dynamics of wholesale gasoline prices the menu cost interpretation of sticky prices implies that the probability of a price change should depend on the past history of prices and fundamentals only through the gap between the current price and the frictionless price we find that this prediction is broadly consistent with the behavior of nine philadelphia gasoline wholesalers nevertheless we reject the menu cost model as a literal description of these firms behavior arguing instead that price stickiness arises from strategic considerations of how customers and competitors will react to price changes

a structural approach to identifying the sources of local currency price stability the inertia of the local currency prices of traded goods in the face of exchange rate changes is a well documented phenomenon in international economics this paper develops a structural model to identify the sources of this local currency price stability and applies it to micro data from the beer market the empirical procedure exploits manufacturers and retailers first order conditions in conjunction with detailed information on the frequency of price adjustments following exchange rate changes to quantify the relative importance of local non traded cost components markup adjustment by manufacturers and retailers and nominal price rigidities in the incomplete transmission of such changes to prices we find that on average approximately 60 of the incomplete exchange rate pass through is due to local non traded costs 8 to markup adjustment 30 to the existence of own brand price adjustment costs and 1 to the indirect strategic effect of such costs though these results vary considerably across individual brands according to their market shares

state dependent pricing and business cycle asymmetries we present a tractable dynamic general equilibrium model of state dependent pricing and study the response of output and prices to monetary policy shocks we find important non linearities in these responses for empirically relevant shocks this generates substantially different predictions from time dependent pricing we also find a distinct asymmetry with state dependent pricing prices respond more to positive shocks than they do to negative shocks this is due to a strategic linkage between firms in the incentive for price adjustment our state dependent model can account for business cycle asymmetries in output of the magnitude found in empirical studies