informational asymmetries strategic behavior and industrial organization one of the most active and exciting areas of economic research over the last several years has been the use of noncooperative games of incomplete information to model industrial competition this work has yielded not only a remarkable number of papers but also several new insights on and explanations of fundamentally important issues the purpose of this paper is to attempt an appreciation and evaluation of this work because most of our individual and joint work since about 1979 has been in this mode it will come as no surprise that we are proponents of this line of research however there are several questions and potential problems that we see as arising in connection with this methodology and we will attempt to address these first a disclaimer we are not attempting a survey of the applications of asymmetric information games aig to industrial organization although we will refer in a highly selective fashion to a number of prominent strands in this literature in particular where any references are provided at all they are typically only to the earliest contributions to a subject even more we do not deal with work in which informational asymmetries are important but the analysis is not game theoretic for example search and price dispersion or the early work on the lemons problem and on moral hazard and adverse selection in insurance markets or with game theoretic treatments that assume complete information i aig methods and applications

trading patterns and prices in the interbank foreign exchange market the behavior of quote arrivals and bid ask spreads is examined for continuously recorded deutsche mark dollar exchange rate data over time across locations and by market participants a pattern in the intraday spread and intensity of market activity over time is uncovered and related to theories of trading patterns models for the conditional mean and variance of returns and bid ask spreads indicate volatility clustering at high frequencies the proposition that trading intensity has an independent effect on returns volatility is rejected but holds for spread volatility conditional returns volatility is increasing in the size of the spread there is a growing body of theoretical studies on the pattern of trading activity in financial markets with implications for the time series behavior of transactions prices and intensity of trading the empirical literature addressing similar concerns using intraday market data appropriate for such tasks is sparse particularly in the area of the trading of currencies the purpose of this paper is to examine both international patterns of intraday trading activity and the time series properties of returns and bid ask spreads for the deutsche mark dollar exchange rate in the interbank foreign exchange market the goal is to provide information useful in the further development of market microstructure models of trading and to compare empirical findings against theoretical results already in existence the foreign exchange market is in operation twenty four hours a day seven

the determinants of an environmentally responsive firm an empirical approach abstract our empirical results indicate that a firm s formulation of an environmental plan is positively influenced by customer pressure shareholder pressure government regulatory pressure and neighborhood and community group pressure but negatively influenced by other lobby group pressure sources and a firm s sales to asset ratio firms which view environmental issues as important in the next 5 years are also more likely to have a plan relative to the manufacturing sector firms in the natural resource sector are more likely to formulate environmental plans while firms in the service sector are less likely to have plans our results provide insight into how firms react to environmental issues they also offer policymakers a list of determinants which can be used either as an alternative or complement to environmental regulation

agency relationships in family firms theory and evidence does owner management necessarily eliminate the agency costs of ownership drawing on agency literature and on the economic theory of the household we argue that private ownership and owner management expose privately held owner managed firms to agency threats ignored by jensen s and meckling s 1976 agency model private ownership and owner management not only reduce the effectiveness of external control mechanisms they also expose firms to a self control problem created by incentives that cause owners to take actions which harm themselves as well as those around them jensen 1994 p 43 thus shareholders have incentive to invest resources in curbing both managerialand owner opportunism we extend this thesis to the domain of the family firm after developing hypotheses which describe how family dynamics and specifically altruism exacerbate agency problems experienced by these privately held owner managed firms we use data obtained from a large scale survey of family businesses to field test our hypotheses and find evidence which suggests support for our proposed theory finally we discuss the implications of our theory for research on family and other types of privately held owner managed firms

environmentalism democracy and pollution control this paper makes two empirical contributions to the literature based on predictions generated by a lobby group model first we investigate how environmental lobby groups affect the determination of environmental policy in rich and developing countries second we explore the interaction between democratic participation and political electoral competition the empirical findings suggest that environmental lobby groups tend to positively affect the stringency of environmental policy moreover political competition tends to raise policy stringency in particular where citizens participation in the democratic process is widespread

pricing and financial resources an analysis of the disk drive industry 1980 88 this paper empirically examines the long purse hypothesis formalized by patrick bolton and david scharfstein 1990 that incumbents may drive out entrants through aggressive pricing the author analyzes the pricing of 733 disk drives between 1980 and 1988 drives that are adjacent to those manufactured by thinly capitalized undiversified rivals are priced lower than other drives during the later years in the sample when little equity financing was available to these firms the results are robust to controls for alternative hypotheses and to other specifications of the hedonic regression copyright 1995 by mit press

the effect of unanticipated money on the money and foreign exchange markets abstract a number of studies have attempted to determine why unanticipated increases in the money supply are positively correlated with money market interest rates by examining the response of the foreign exchange market to unanticipated changes in the money stock they have found a significant positive relationship between unanticipated increases in the money supply and the foreign exchange value of the dollar and have interpreted this as evidence for the anticipated liquidity effect hypothesis however these results support this hypothesis only if both markets respond simultaneously to unanticipated changes in money this paper examines the cross market consistency of the response using six bilateral exchange rates and the treasury bill rate all measured over a narrow time interval the results show that in general these markets do not respond simultaneously to money announcements

the statistical properties of daily foreign exchange rates 1974 1983 abstract this paper examines the statistical properties of daily rates of change of five foreign currencies from 1974 to 1983 the main purpose is to discriminate between two competing explanations for the observed heavy tails of the distribution that the data are independently drawn from a heavy tail distribution which remains fixed over time and that the data come from distributions which vary over time evidence point to the rejection of the first hypothesis further investigations show that the rejection can be attributed to changing means and variances in the data which can be described by a simple statistical model

litigation and the value of tobacco companies this study determines how the recent wave of litigation affected returns and systematic risk in the tobacco industry we test for changes in stock prices coinciding with litigation announcements using a difference in difference event study methodology unfavorable information concerning litigation reduced tobacco returns we find a decline in systematic risk as traditionally measured by the covariance between industry returns and returns to a diversified efficient portfolio this decline may imply a substantial decline in the cost of equity capital of at least 2 2 after the period of litigation which we attribute to common cost shocks experienced by the companies participating in the master settlement agreement combined with the oligopolistic structure of the industry

predatory pricing and the acquisition cost of competitors this paper investigates whether predatory price cutting reduces a trust s cost of acquiring its competitors a variant of the litzenberger rao valuation model is estimated with the expenditures for 43 rival firms purchased by the old american tobacco company between 1891 and 1906 the coefficient estimates indicate that ceteris paribus alleged predation significantly lowered the acquisition costs of the tobacco trust both for asserted victims and through reputation effects for competitors that sold out peacefully although qualified by data limitations these results support the classical view of predatory pricing as a systematic business practice

using self organizing maps to adjust for intra day seasonality the existence of an intra day seasonality component within financial market variables volatility volume activity has been highlighted in many previous works to adjust raw data from their cyclical component many studies start by implementing the intra daily average observations model iaom and or some smoothing techniques e g the kernel method in order to remove the day of the week effect when seasonality involves only a deterministic component iaom method succeed in estimating periodicity almost without estimation error however when seasonality contains both deterministic and stochastic components e g closed days we show that either the iaom or the kernel method fail to capture it we introduce the use of the self organizing maps som as a solution som are based on neural network learning and nonlinear projections their flexibility allows capturing seasonality even in the presence of stochastic cycles

deutsche mark dollar volatility intraday activity patterns macroeconomic announcements and longer run dependencies this paper provides a detailed characterization of the volatility in the deutsche mark dollar foreign exchange market using an annual sample of five minute returns the approach captures the intraday activity patterns the macroeconomic announcements and the volatility persistence arch known from daily returns the different features are separately quantified and shown to account for a substantial fraction of return variability both at the intraday and daily level the implications of the results for the interpretation of the fundamental driving forces behind the volatility process is also discussed the efficient market hypothesis contends that financial asset prices provide rational assessments of fundamental values and future payoffs by implication price changes should reflect the arrival and processing of all relevant new information however the proportion of return variability that can be ascribed to public news announcements is low for example cutler poterba and summers 1989 find that even the largest daily price changes in the stock market generally cannot be associated with any significant economic news 1 moreover proxies for the flow of public information e g the number of news items released by reuter s news service berry and hiowe 1994 or dow jones company mitchell and mulherin 1994 explain little of the overall variation thus if private information is ruled out proponents of rational price formation have to assert the existence of important news items

toward a new conception of the environment competitiveness relationship accepting a fixed trade off between environmental regulation and competitiveness unnecessarily raises costs and slows down environmental progress studies finding high environmental compliance costs have traditionally focused on static cost impacts ignoring any offsetting productivity benefits from innovation they typically overestimated compliance costs neglected innovation offsets and disregarded the affected industry s initial competitiveness rather than simply adding to cost properly crafted environmental standards can trigger innovation offsets allowing companies to improve their resource productivity shifting the debate from pollution control to pollution prevention was a step forward it is now necessary to make the next step and focus on resource productivity

predation by public enterprises abstract this paper demonstrates that in addition to the usual niskanen type losses generated by excess production by public firms there is an unrecognized second type of loss in order to sell their excess production public firms have to price their output below the competitive price and thereby cause more efficient firms at the margin to be eliminated the discussion is then extended to include the case where public enterprises finance additional expansions of output by price discriminating against inframarginal customers but then face the threat of competition for these inframarginal customers from new potential entry public enterprises are further shown to provide more credible threats to potential entrants since unlike private firms they value the increased output associated with predation and not merely the higher future benefits produced by it

the impact of public information on the stock market we study the relation between the number of news announcements reported daily by dow jones company and aggregate measures of securities market activity including trading volume and market returns we find that the number of dow jones announcements and market activity are directly related and that the results are robust to the addition of factors previously found to influence financial markets such as day of the week dummy variables news importance as proxied by large new york times headlines and major macroeconomic announcements and non information sources of market activity as measured by dividend capture and triple witching trading however the observed relation between news and market activity is not particularly strong and the patterns in news announcements do not explain the day of the week seasonalities in market activity our analysis of the dow jones database confirms the difficulty of linking volume and volatility to observed measures of information

how markets process information news releases and volatility we examine the impact of scheduled macroeconomic news announcements on interest rate and foreign exchange futures markets we find these announcements are responsible for most of the observed time of day and day of the week volatility patterns in these markets while the bulk of the price adjustment to a major announcement occurs within the first minute volatility remains substantially higher than normal for roughly fifteen minutes and slightly elevated for several hours nonetheless these subsequent price adjustments are basically independent of the first minute s return we identify those announcements with the greatest impact on these markets we examine the impact on interest rate and foreign exchange markets of scheduled macroeconomic news releases such as the employment report the consumer price index cpi and the producer price index ppi many market participants believe that such announcements have a major impact on financial markets indeed a small industry devoted to predicting the figures to be released in upcoming releases has evolved in recent years with the exception of the weekly money supply figures however the impact of such announcements on financial markets has received scant attention 1 this is doubly surprising given the considerable research interest in market volatility since these news releases are a potential source of much of this volatility consider for instance figure 1 as shown there prices in interest rate and foreign exchange futures markets are much more volatile between 8 30 and 8 35 a m eastern time et than during any other five minute trading period including

profiting from induced changes in competitors market values the case of entry and entry deterrence the authors resurrects an idea due to j hirshleifer 1971 by examining how one firm might profit by trading in the securities of other firms whose values are dependent upon the first firm s actions they focus on the case of entry can an entrant profit from trading in the securities of an incumbent firm and how does the availability of such trading profits affect the economics of entry and entry deterrence the authors results have implications for antitrust policy insider trading rules the williams act short selling rules whether companies should be publicly or privately held and the degree of diversification for companies copyright 1995 by blackwell publishing ltd

once in a generation yen volatility in 1998 fundamentals intervention and order flow abstract the dramatic yen dollar volatility of 1998 has been popularly ascribed to order flow driven by changing tastes for risk and hedge fund herding on unwinding yen carry trade positions rather than fundamentals high frequency evidence of shifting fundamentals is provided by a comprehensive list of macroeconomic announcements news is found to have significant effects on volatility but order flow may play a more important role since portfolio shifts are revealed to the market through trading the results are consistent with order flow playing a significant role in the revelation of private information and associated exchange rate shifts

embedding landfill diversion in economic geographical and policy settings we analyse the process of landfill diversion embedding the dynamics in a frame where economic geographical and policy variables enter the arena we aim at investigating in depth what main drivers may be responsible for such a phenomenon we exploit a rich panel dataset covering all the 103 italian provinces the case study on italy is worth being considered provided that italy is a main country in the eu thus offering important pieces of information on the evaluation of policies evidence shows that the observed decoupling between economic growth and landfilling is driven by a mix of structural factors as population density and waste management strategies if on the one hand the landfill tax is not arising as a significant driver of the phenomenon other waste management instruments are associated with high significant negative effect on landfilled waste in association to the features of the tariff system we also underline the key role played by the share of separated collection in driving down land

when does predation dominate collusion i study repeated competition among oligopolists the only novelty is that firms may go bankrupt and permanently exit the probability that a firm survives a price war depends on its financial strength which varies stochastically over time under some conditions including no entry an anti folk theorem holds when firms are patient so that strength levels change relatively quickly every nash equilibrium involves an immediate price war that lasts until at most one firm remains surprisingly the possibility of entry may facilitate collusion as may impatience the model can explain some observed patterns of collusion and predation

antitrust predation and the antitrust paradox abstractthe widely recognized influence that the chicago school of law and economics had on the institution of antitrust is nowhere more apparent than in predatory pricing law starting with aaron director this movement had many distinguished contributors but even in this company robert bork stands out for his part in persuading the judiciary to refocus antitrust law on the interests of consumers rather than on the interests of competing firms in the antitrust paradox and other writings bork advanced the chicago school insight that the kind of aggressive price cutting that at the time passed for predatory pricing is instead an essential and for consumers beneficial attribute of competition the resulting change in direction that antitrust has taken in predatory pricing cases culminated in the court s matsushita matsushita electric industrial co v zenith ratio corp 475 u s 574 1986 and brooke group brooke group ltd v brown williamson tobacco corp 509 u s 209 1993 opinions both

statistical study of foreign exchange rates empirical evidence of a price change scaling law and intraday analysis abstract in this paper we present a statistical analysis of four foreign exchange spot rates against the u s dollar with several million intra day prices over 3 years the analysis also includes gold prices and samples of daily foreign exchange prices over 15 years the mean absolute changes of logarithmic prices are found to follow a scaling law against the time interval on which they are measured this empirical law holds although the distributions of the price changes strongly differ for different interval sizes systematic variations of the volatility are found even during business hours by an intra day analysis of price changes seasonal heteroskedasticity is observed with a period of one day as well as one week as the result of an analogous intra week analysis taking this into account is necessary for any future study of intra day price change distributions and their generating process the same type of analysis is also made for the bid ask spreads

local environmental non profit organizations and the green investment strategies of family firms we add to the debate on the determinants of firms green investment strategies gis by looking at societal stakeholders and explicitly testing the role of local environmental non profit organizations enpos in gis engagement by family and non family firms we argue that enpos favor gis engagement only by family firms which due to their resource constraints risk aversion and local embeddedness are more sensitive to enpos normative pressure we also suggest that the role of enpos is especially important for family firms gis in those sectors with less stringent regulations where enpos may act as a substitute for the coercive pressure of regulation and promote firms self regulatory behaviors we test and find support for our arguments on a sample of about 2000 italian manufacturing firms over the period 2001 2003 our results are robust to the control of observable omitted variables reverse causality and to alternative model specifications

predation reputation and entry deterrence abstract economists often argue that predatory practices are irrational since there exist cheaper or more certain means to gain or maintain a monopoly our gametheoretic equilibrium analysis suggests that if a firm is threatened by several potential entrants then predation may be rational against early entrants even if it is costly when viewed in isolation because it yields a reputation which deters other entrants asymmetric information plays a crucial role in our analysis since it provides the rationale for entrants to base their expectations of the firm s future behavior on its past actions the analysis also suggests methods to treat general reputational phenomena

predation mergers and incomplete information this article examines the strategic pricing of duopolists in anticipation of a takeover of one by the other in equilibrium the acquiring firm may expand its output to signal that it is a low cost rival and thereby improve the takeover terms if the merged firm willface potential entry a premerger expansion of output may be necessary to deter entry and to make the merger profitable in that case the acquiringjirm s output expansion increases industry concentration by facilitating the takeover and by deterring entry this establishes the rationality of predatory output expansions even when a merger or a takeover is possible and indeed anticipated a voluminous literature is devoted to exploring the role of pricing in altering industry structure to achieve monopoly power that literature discusses both price cutting to drive existing rivals from the industry predatory pricing and setting low prices to deter potential entrants limit pricing the former has received the lion s share of the attention of antitrust commentators and enforcers but the rationality of predatory pricing has been seriously questioned the major criticism has two parts i takeovers are a superior means of achieving monopoly power and where legal should therefore be used instead of price cutting and ii if a takeover is anticipated premerger price cutting merely dissipates some of the value of the merging parties and would thus be irrational the first argument was originally advanced by mcgee 1958 and later by telser 1965 and bork 1978 the essential idea is that since predation is costly firms should realize that a more profitable arrangement in the form of a merger exists and ought to be negotiated the second argument is a natural extension of the first in response to this criticism yamey 1972 provides two arguments first the aggressor knows that he may face other rivals in the future entrants into this or other markets those potential rivals may draw inferences from his current behavior about the response they will face if they enter in that case the aggressor may wish to develop a reputation for aggressive behavior second even if a takeover is anticipated the terms of the takeover may be affected by the pretakeover pricing

does the development of environmental innovation require different resources evidence from spanish manufacturing firms in recent years environmental innovations are getting increasingly at the center both of the scientific debate and of the policy maker agenda adopting the resource based view this paper provides a comprehensive framework for understanding the specific role of internal external and hybrid resources in the environmental innovation development using a dataset of 4829 spanish manufacturing firms and estimating probit models it is found that internal resources have greater importance for environmental innovations moreover green innovators seem to be characterized by more intensive external relationships for hybrid resources acquisition of equipment but not of patents is more relevant finally evidence suggest the relevance of complementing the analysis of the external factors triggering environmental innovations with those of the internal resources the firm has access to in order to fully understand and support the development of environmental innovations

market perceptions of federal reserve policy and the weekly monetary announcements abstract in october 1979 the federal reserve altered its operating procedures emphasizing control of the growth rate of the money stock was the fed able to gain credibility in the market the paper investigates this question by examining the reactions of spot and expected future exchange rates foreign interest rates and long run domestic forward interest rates to the weekly federal reserve announcements of m l both before and after october 1979 the empirical evidence points out that the fed did gain credibility but was unable to establish full credibility the market reactions are consistent with the hypothesis that market participants attached a positive probability to the event that the fed may at some point in the future abandon its money stock targets

modeling heteroscedasticity in daily foreign exchange rates this article estimates autoregressive conditionally heteroscedastic arch and generalized arch garch models for five foreign currencies using 10 years of daily data a variety of arch and garch specifications a number of nonnormal error densities and a comprehensive set of diagnostic checks it finds that arch and garch models can usually remove all heteroscedasticity in price changes in all five currencies goodness of fit diagnostics indicate that exponential garch with certain nonnormal distributions fits the canadian dollar extremely well and the swiss franc and the deutsche mark reasonably well only one nonnormal distribution fits the japanese yen reasonably well none fit the british pound

predation and its rate of return the sugar industry 1887 1914 we show that the price wars following two major entry episodes were predatory our proof is twofold by direct comparison of price to marginal cost and by construction of a lower bound to predicted competitive price cost margins that we show to exceed observed margins predation occurred only when its relative cost to the dominant firm the american sugar refining company asrc was small its most clear effect was to lower the acquisition price of entrants and small incumbents it may also have deterred future capacity additions and raised asrc s share of industry profits predation operated by strengthening asrc s reputation as a willing predator

conditional volatility and the informational efficiency of the phlx currency options market abstract the relative performance of implied and historical volatility predictors is compared for four exchange rates from 1985 to 1991 for three currencies arch models estimated up to 1989 show that phlx implied volatilities provide specifications for daily conditional variances which can not be significantly improved by using past returns this result is consistent with the informational efficiency of the philadelphia currency options market out of sample forecasts of the average volatility over four week periods are evaluated for 1990 and 1991 once more the implied predictors are superior to historical predictors

determinants of environmental innovation new evidence from german panel data sources abstract in most cases empirical analyses of environmental innovations based on firm level data relied on surveys for one point in time these surveys allow for the inclusion of many explanatory variables such as different policy instruments or the influence of pressure groups but it is not possible to address the dynamic character of environmental innovations this paper uses two german panel databases the establishment panel of the institute for employment research iab and the mannheim innovation panel mip of the centre for european economic research zew to explore the determinants of environmental innovations the econometric estimations show that the improvement of the technological capabilities knowledge capital by r d triggers environmental innovations environmental regulation environmental management tools and general organizational changes also encourage environmental innovation a result that has also been postulated by the famous porter hypothesis

social status entry and predation the case of british shipping cartels 1879 1929 the authors incorporate social status and regional affiliation two variables of central sociological interest into an economic analysis of entry and predation they build on scott morton s 1997 examination of entry and predation in the merchant shipping industry and examine whether the social status of an entrant owner impacts on the predation behavior of the incumbent cartels they find that high social status entrants are significantly less likely 40 to be preyed upon than the low social status entrants they discuss several interpretations of this result subsequent analysis supports the hypothesis that cartel members use social status as an indicator of an entrant s propensity to be a cooperative cartel participant

a transaction data study of weekly and intradaily patterns in stock returns abstract weekly and intradaily patterns in common stock prices are examined using transaction data for large firms negative monday close to close returns accrue between the friday close and the monday open for smaller firms they accrue primarily during the monday trading day for all firms significant weekday differences in intraday returns accrue during the first 45 minutes after the market opens on monday mornings prices drop while on the other weekday mornings they rise otherwise the pattern of intraday returns is similar on all weekdays most notable is an increase in prices on the last trade of the day

oligopolistic equilibrium and financial constraints we provide a model of dynamic duopoly in which rms face nancial constraints and dissapear when they are unable to ful ll them we show that in some cases cournot outputs are no longer supported in equilibrium because if these outputs were set a rm may have incentives to ruin the other in these cases standard grim trigger strategies in which collusion is sustained by in nite reversion to cournot outputs cannot be used we show that there is a stationary markov equilibrium in mixed strategies where predation occurs with a positive probability we also obtain a modi ed folk theorem we show that any bankruptcy free outputs outputs in which no rm can drive another rm to bankruptcy without becoming bankrupt itself that attain individually rational pro ts re ecting bankruptcy consideration can be supported by a subgame perfect nash equilibrium when rms are su ciently long sighted

volatility in the foreign currency futures market we examine the volatility implications of around the clock foreign exchange trading with transaction data on futures contracts from the chicago mercantile exchange and the london international financial futures exchange we find higher u s european and u s japanese exchange rate volatilities during u s trading hours and higher european cross rate volatilities during european trading hours while the diclosure of private information through trading may partly explain these volatility patterns we conclude that the increased volatility is more likely driven by macroeconomic news announcements an analysis of inter and intraday data also reveals that volatility increases at times that coincide with the release of u s macroeconomic news article published by oxford university press on behalf of the society for financial studies in its journal the review of financial studies

shifting chinese organizational responses to evolving greening pressures organizations are facing various evolving pressures to green their practices these pressures range from obligatory forces to voluntary measures environmental pressures traditionally influenced organizations to seek reactive and internal practices the adopted environmental management em practices have evolved to be more proactive and external as the focus has shifted to supply chains this paper aims to further understand the driving mechanisms for em practices under various external pressures to meet this research goal this study extends the theory of dynamic incentives of environmental policies and institutional theory to develop environmental pressures using an empirical study of 422 chinese manufacturers covering all 31 provinces and provincial cities an exploratory factor analysis reveals four em practices factors and four pressures drivers factors results of a hierarchical regression analysis show that coercive pressures positively relate to more reactive internal em practices less coercive pressures positively relate to more proactive external and green supply chain management practices the empirical findings provide further support that voluntary regulatory measures can help motivate companies in extending their em efforts to supply chains the work also provides insights into how organizations may respond to evolving regulatory regimes dynamic incentives of environmental regulatory policy and various institutional pressures

intra day and inter market volatility in foreign exchange rates four foreign exchange spot rate series recorded on an hourly basis for a six month period in 1986 are examined a seasonal garch model is developed to describe the time dependent volatility apparent in the percentage nominal return of each currency hourly patterns in volatility are found to be remarkably similar across currencies and appear to be related to the opening and closing of the worlds major markets robust lm tests designed to deal with the extreme leptokurtosis in the data fails to uncover any evidence of misspecification or the presence of volatility spillover effects between the currencies or across markets

predatory reputation in us airline markets abstract despite its long history in antitrust policy predation remains a poorly understood phenomenon the main difficulty is in empirically identifying predatory intent i propose a method for measuring the effect of reputation whose significance would enable us to infer predatory intents maximum likelihood estimation using simulated annealing algorithm is conducted with a sample of us airline markets the results provide some support for the presence of entrants learning and reputation effect as an application i discuss how the outcomes of my empirical model could help analyze such antitrust cases as the american airlines case