Evaluating a mobile telecommunications merger in. Portugal *
|
|
- Tamsin Scott
- 6 years ago
- Views:
Transcription
1 Evaluating a mobile telecommunications merger in Portugal * Corrado Andini** and Ricardo Cabral*** November 2006 Abstract An alication of earlier econometric results of an international samle of 177 mobile oerators in 45 countries to the eventual Portuguese Otimus-TMN merger case, where a duooly would emerge, suggests that, if international results are alicable to the Portuguese case and to a merger case, rofit margins would increase by 11.6 ercentage oints and rices would increase by 3.8%. As a result, social welfare would increase by a net 253 million euro er year, and this gain would be entirely catured by the roducers. In addition, consumer surlus would be reduced by 108 million euro er year, of which 107 million euro er year would corresond to surlus transfers from consumers to roducers. JEL classification: L11, L13, L40, L96 Keywords: telecommunications, merger olicy, duooly * The authors are grateful for comments by Henry Chaell and Paulo Guimarães. The oinions exressed in the aer are the exclusive resonsibility of the authors. **Universidade da Madeira, Funchal, Portugal, andini@uma.t *** Universidade da Madeira, Funchal, Portugal, rcabral@uma.t 1
2 1. Introduction Following raid mobile telecommunications industry growth and increased number of cometitors, since the industry has seen firm exit and growing consolidation. For examle, in 2000 Telefónica and Sonera jointly entered the German market with an investment of 8.6 billion euro alone in the UMTS licenses, only to exit it in 2002 after their subsidiary Grou 3G/Quam failed to make any significant inroads. In Portugal, likewise Oni Way exited the market in 2002 after sending 100 million euro in UMTS license alone. Similar industry exits occurred throughout Euroe. On the other hand in 2005 T-Mobile (Austria) acquired Tele.ring in Austria, reducing to 3 the number of cometitors in a within border merger, and France Telecom (Orange) acquired Amena in Sain in a cross border merger. In the US, two mergers in 2004 (Verizon acquired AT&T) and 2005 (Srint acquired Nextel) reduced the number of national cometitors from 6 to 4. According to Cooer (2004) the US CR6 increased from 55% in 1997 to 85% in Fox (2005) argues that the US mobile telecommunications industry is more concentrated today (HHI of 6000 based on radio sectrum licenses) than when there was only a duooly. A reference for allowing market forces to determine outcomes and for a less rominent role for regulation in this sector has meant that regulators have, on the one hand, attemted to create conditions that facilitated new entry and the sustainability of fringe firms, and on the other hand have generally acceted with minimal remedies the reductions in the number of cometitors resulting from the growing industry consolidation. In this context, the recent decision of the National Regulatory Authority (Autoridade da Concorrência) of Portugal to authorize a merger between two oerators (Otimus and TMN) resulting in a duooly where the merged firm has a market share of aroximately 65%, while ath breaking at EU and US level, is but an additional ste in recent international trends towards further industry consolidation. Nonetheless, this decision and the similar decisions in other countries that receded 2
3 it, raise at least two imortant questions from an economic ersective, which we seek to exlore in this aer. First, what is the effect of the merger to consumer surlus and to social welfare. Second, to what extent is the merger efficiency- versus market ower-seeking. The analysis is an alication of the econometric results of earlier research (Andini et al, 2006) to the above mentioned Portuguese merger case. We consider only voice mobile services, which reresent aroximately 80% of the 3 billion euro revenues of the industry (2004 data), i.e., the analysis does not consider the effect of the merger on data services and handset sales rices and outut. Our econometric results, if extensible to the Portuguese market and to a merger case (see Section 3), suggest that the merger increases both industry efficiency and market ower, i.e., growing industry consolidation will result in higher industry efficiency but higher long-term equilibrium rices than if industry consolidation were not occurring. Alternatively, it suggests that the ast increase in the number of cometitors in this industry has resulted in lower consumer rices but that it has been achieved at the cost of a loss in efficiency. Worryingly, the estimated consumer surlus redistributional effects constitute nearly one third of the estimated net gains of the merger. 2. Merger analysis The estimation results of Andini et al (2006) based on ordinary least squares (OLS) are resented in Table 1 and 2 of Aendix 1. 1 To summarize, the econometric results of a samle of 45 countries including Portugal suggest that a one ercentage oint increase in the market share results in a 0.7 ercentage oint increase in margins and in a 0.23% increase in the rice (average revenue er minute). If we consider the Eurozone countries sub-samle (which excludes Luxembourg), or an OECD sub-samle using Purchasing- Power Parities the effects are even larger. A one ercentage oint increase in average market share results in a 1.1 (0.74) ercentage oint increase in average margins and a 1 Please refer to Andini et al (2006) for a more detailed overview of the econometric results, descritive statistics, and a characterization of our measures of revenue, outut, rice, and rofit. 3
4 0.46% (0.41%) increase in average revenue er minute, resectively. The estimation of social welfare, consumer surlus, and roducer surlus changes has been an imortant tool in guiding merger analysis in the last decades (Brito and Catalão- Loes, 2006; Motta, 2004). It allows a quantitative assessment of each merger case. We estimate the imact of the merger by calculating the effect of the resulting increase in average market share in the Portuguese market on average margins and average rices. If the number of firms in a given market falls from 3 to 2 through a merger then the average market share increases by 16.7 ercentage oints. By multilying this change in average market share through our coefficient estimates we obtain an estimate of the exected average margins and rice changes. Our emirical results suggest that, if average market share in our international samle were to increase from 33% to 50%, average margins would increase by 11.6 ercentage oints and average rices will increase by 3.8%. Since ours is a static model that assumes long-run equilibrium, in fact we are redicting that after a transitional eriod, average rices under a duooly would be 3.8% higher than if the market structure had not changed (three-firm oligooly). For that, it suffices that rices do not fall nearly as fast as under a three-firm oligooly. For comarison, Parker and Röller (1997) find evidence of collusion under a duooly for US metroolitan areas, with estimated rice-cost margins of 35% imlying rices are 23% higher due to collusion. Busse (2000) estimates that under duooly multimarket contact results in 7% higher rices through collusion. Valetti (1998) and Stoetzer and Tewes (1996) argue that the rice evolution before and after the introduction of additional cometition in the UK and Germany, suggests there was collusion under duooly. Hausman (2002) argues that a limited number of firms (4 or 5) would suffice to assure a satisfactory market erformance. Finally, Grzybowski and Pereira (2006), using confidential Portuguese mobile telecommunications data, estimate that the Otimus-TMN merger we analyze in this aer will result in an increase in average rices of between 6% and 7% deending on the level of assumed marginal cost reductions. We use our econometric estimates and the estimated imact on average margins and rices to analyze the effect on consumer surlus and roducer efficiency changes. 4
5 Change in Consumer Surlus We set out to clarify the imact of the merger on consumer surlus. This is accomlished by estimating the effect on rices and quantities in this industry. 1 st Half of 2004 rice data from ML indicates average (non-weighted) nominal rice equals er minute, and 2004 outut data from Portuguese Telecommunications Regulator, ICP-ANACOM, indicates total outut equals million outgoing lus off-net incoming minutes. 2 Alying the results of our international regression to the Portuguese market it is ossible to make a static comarison of a long-run equilibrium of a three-firm oligooly and a duooly. Prices would rise by 3.8% to er minute. The increase in average rices relative to the steadystate with three firms is attributable to increased market ower. 3 We calculate the variation in outut using a measure of the rice elasticity of demand sulied by Hausman (1997) and equal to 0.41 for the US mobile telecommunications market. The elasticity arameter ε is estimated by using a log-linear secification of the demand curve: Q = A P ε lnq = lna ε lnp (1) where A contains a number of demand shifters such as income, oulation, commute time, regulation, and year-secific effects, Q is the number of subscribers and P is the rice level. To use Hausman s estimate, we assume that the average traffic (minutes) er subscriber is constant. The formula above can then be used to estimate the change in outut. Since average rices increase by 3.8%, using the log-linear demand secification, total outut is exected to diminish by 1.5% or 220 Million minutes, roughly less 22 minutes er subscriber 2 Average revenue er minute in 2004 calculated using the regulator s (Anacom) annual statistic reort was or 14% lower rices than the non-weighted estimate using Merrill Lynch s first Half 2004 data. The difference may be exlained by falling rices in 2004, the use of weighted vs non-weighted estimates, and of course measurement discreancies. To maintain consistency in the use of the econometric results we use Merrill Lynch estimates. In any case, using Anacom data the order of greatness of the economic imact is similar, with redistribution of consumer to roducer surlus estimated at 92 million euro er year rather than 107 million euro er year. 3 The increase in rices resulting from increased market ower is not lager since there is also a reduction in marginal costs (see below). 5
6 er year. There are two effects from this increase in rice to consumers. The first is a transfer of surlus from consumers to roducers, associated to the final level of outut. The second corresonds to the loss of consumer surlus related to the marginal outut that is no longer consumed at the higher rice. With the rice and outut information it is ossible to estimate fairly recisely the redistributional effects exected from a merger that reduced the number of firms from 3 to 2 (see Figure 1) and the total loss in consumer surlus. Figure 1 about here As a result of a rice increase total industry outut falls to million minutes at the average rice of er minute. This results in a transfer of surlus from consumers to roducers of 107 millions of Euro er year, which using a 5% discount rate and infinite time horizon has a resent value of 2.1 billion Euro. In addition, there is an additional consumer surlus loss associated with outut no longer consumed that results directly from the rise in rices, and which is given by: LCS C = f Q( ) d = i f i A ε 1 ε A d = 1 ε f i (2) Using the log-linear secification we estimate the latter consumer surlus loss at 0.82 million euro er year. This is a relatively small consumer surlus loss articularly when comared to the transfer of consumer surlus to roducer surlus or when comared to the overall industry size (ca. 3 billion euro revenues in 2004). In summary, the consumer surlus is reduced by a total of million euro er year, with a resent value of 2.15 billion euro. The results suggest the merger will result in a large reallocation of resources from other economic activities to this industry which would not haen if three layers remained in the industry, i.e., the merger is detrimental to consumers. Change in Producer Surlus Following the merger average roducer surlus is exected to increase on the one hand due 6
7 to increased market ower (higher rices), and on the other hand due to imroved efficiency (reduced marginal costs). The market ower effect was estimated above and results in a redistribution of consumer surlus to roducer surlus. In addition, the average roducer surlus also increases due to gains in efficiency, which is larger than the loss in roducer surlus due to higher rices and lower outut. The efficiency gains can be associated, for examle, with lower urchasing costs, reduced ersonnel needs, or lower subscriber churning (subscrition cancellations) to other oerators. The estimation of the efficiency gains is made by comaring estimated rice-cost margins before and after the merger, considering that after the merger rices will be higher 3.8%. We have a measure of the initial non-weighted average rice-cost margin for the Portuguese mobile telecommunications market in 2004 (the average EBITDA of the oerators). This was 35.6%. This means the exected long-run final average margin in the Portuguese market increases to aroximately 47.2%. The estimation is made assuming that, at the relevant level of outut (ca million minutes er year), average marginal cost is constant re- and ost-merger. Since we know the initial and final average rice and average margins, it is ossible to estimate the reduction in average marginal costs using the equations: i ci i f cf = 35.6%, = 47.2% f (3) where the subscrit i is for the initial rice and marginal cost before the merger, and the subscrit f is for the rice and marginal cost after the merger (see also Figure 1). Equation (3) suggests that the merger is exected to result in a reduction in the marginal costs equivalent to 1.9 euro cents er minute. Considering the level of outut after the merger, the gains in efficiency (or synergies using business jargon) net of the loss in roducer surlus that results from higher rice levels and lower outut levels, result in a roducers surlus increase of 253 million euro er year. Thus, the roducers surlus increases by a total of 360 million euro er year, of which 30% or 107 million euro are the result of transfers from the consumers to the roducers. 7
8 In sum, the merger is welfare imroving and this result seems consistent with the recent anecdotal evidence of further industry consolidation. The market is driving further industry consolidation not only to imrove their market ower, but foremost because there are substantial efficiency gains to be had. Producers cature the entire efficiency gains and some surlus from consumers by raising rices. From a social decision maker ersective, using the 5% discount rate, the resent value of the roducers (Otimus-TMN and Vodafone) surlus increase is 7.2 billion euro Caveats There are a number of issues in this analysis, which we briefly discuss in this section. First, there is the issue of extending the results of the 45-country samle to the Portugal case. The OLS estimates are based on aroximately 1700 observations, and we are using them to draw inferences relative to the Portuguese market. Per definition, and if there are no a riori reasons to exect the sub-samle distribution to differ from the overall international samle, the exected resonse to changes in market share in the samle subset (Portuguese market) is the same as in the original international samle. If the oulation of observations in the international samle describes the Portuguese reality well, then one would exect the inferences to be aroriate. If not, then our inference will not be correct. The margin and rice equations coefficient estimates the Eurozone sub-samle and the OECD PPP subsamle, both of which include Portugal, are larger than those of the international samle, and the rice equation coefficient estimate is aroximately twice as large. Moreover rice data for Portugal suggests that in this eriod rices in Portugal fell less than in other Eurozone countries, suggesting that cometition in this market in this eriod was less intense than in other Eurozone countries. Thus, it may be the case that the Portuguese sub- 4 Private firms calculate the resent value of future revenue streams differently than a social decision maker maximizing total welfare. Following recent trends of not discounting future revenue streams and of considering a 7-year time horizon, the value of the merger for the firms in the industry 8
9 samle distribution bears more close resemblance to the Eurozone and OECD distributions than to the international distribution. Therefore, the inferences we make on the rise in rices in Portugal, and consequently on the surlus redistribution effects from consumers to roducers may be, if anything, under-estimated. In fact, the results of Grzybowski and Pereira (2006) estimated average rice increases of 6% to 7% - oint in the same direction. A second major issue is that in our international samle we are not able to distinguish market share gains resulting from mergers from those resulting from internal firm growth. Our samle data reflects a eriod of time where there were relatively few mergers, and most changes in market share resulted from internal firm growth atterns. Thus the inference assumes that the market after the merger will have a similar margin and rice erformance to that of markets where average market share grew due to internal firm growth, which may not be the case. A related issue is that we are also not able to control for the effect of merger remedies imosed by the Cometition Authority in order to authorize the merger. Third, our Cournot-tye model is essentially a static model that dearts from the hyothesis that the market is in long-run equilibrium. The inferences one can draw are also about the long-run equilibrium, after a transitional eriod, ceteris aribus. While a large number researchers today have serious issues regarding the old Structure-Conduct- Performance aradigm (Cabral, 2000), the fact is that the overwhelming ast IO emirical evidence used for olicy making and regulatory olicy has been based on similar models. Fourth, we use throughout the analysis non-weighted averages taken out of our original data samle and 2004 data simly because of data limitations. Thus, we attemt to consistently use the same data with the econometric results. Of course, there are differences in rices, outut, and margins between 2004 and But the order of greatness of the inferences has not changed significantly. Fifth, a seminar articiant ointed out new technologies may affect the cometitive is estimated at 2.5 billion euro. 9
10 dynamics in the mobile telecommunications market. However, the imact of new technology is likely to remain marginal in the next years. For examle, if the existing oerators remain dominant during only the next 7 years, the resent value of the merger to the roducers still remains quite high at 2.2 billion euro, and the resent value of the consumer surlus loss falls to 654 million euro, still significant amounts. Sixth, earlier literature has found evidence of collusion in duooly markets, which again, may not be well catured by our econometric results given the existing samle where there are relatively few duooly markets. Finally, we also do not consider redistributional effects resulting from tax olicy incentives, namely the differing treatment of debt versus own caital, which would result in a reduction of taxable income of the acquired firm. Both effects, were they to be found in the context of a ost-merger equilibrium, would be exected to result in an increased transfer of surlus from consumers and taxayers to roducer(s), resectively. 4. Conclusion We focus on the roosed merger between Otimus and TMN in Portugal, giving the combined oerator a 65% market share. We find that, given the size of the mobile voice telecommunications market, the merger would result in large consumer surlus losses, and large roducers surlus gains, artly catured from consumers. As a result of these surlus changes, overall welfare increases. The results raise imortant issues for a social decision maker on the trade-off between consumer welfare and social welfare maximization. 10
11 References Andini, C., Cabral, R., and Chaell, H. (2006) Prices and Price-cost Margins of Mobile Voice Services, aer resented at the 7 th CEPR Conference on Alied Industrial Economics and at the 33 rd Conference of the Euroean Association for Research in Industrial Economics. Brito, D. and Catalão-Loes, M. (2006) M&A: The Industrial Organization Persective, Kluwer Law International BV, The Netherlands. Busse, M. (2000) Multimarket Contact and Price Coordination in the Cellular Telehone Industry, Journal of Economics & Management Strategy, 9(3), Cabral, L. (2000) Introduction to Industrial Organization, MIT Press, Cambridge MA. Cooer, M. (2004) Remonoolizing Local Telehone Markets: Is Wireless Next?, white aer, Consumer Federation of America, July. Fox, J. (2005) Consolidation in the Wireless Phone Industry, NET Institute Working Paers, nº , NET Institute, October. Gagneain, P. and Pereira, P. (2005) Entry, Cost Reduction and Cometition in the Portuguese Mobile Telehone Industry", CEPR Discussion Paers, nº. 4993, Centre for Economic Policy Research, Aril. Grzybowski, L. (2005) Regulation of Mobile Telehony Across the Euroean Union: An Emirical Analysis, Journal of Regulatory Economics, 28(1), Grzybowski, L. and Pereira, P. (2006) Merger Simulation in Mobile Telehony in Portugal, NET Institute Working Paers, nº , NET Institute, October. Hausman, J. (1997) Valuing the Effect of Regulation on New Services in Telecommunications, Brookings Paers on Economic Activity: Microeconomics, Hausman, J. (2002) Mobile Telehone, in: Cave, M., Majumdar, S., and Vogelsang, I. (eds.), Handbook of Telecommunications Economics, North-Holland, Amsterdam. ICP-ANACOM (2004) Anuário Estatistico, available at: <htt:// (accessed: November, 2006). Motta, M. (2004) Cometition Policy. Theory and Practice, Cambridge University Press, Cambridge. Parker, P. and Röller, L.H., (1997) Collusive Conduct in Duoolies: Multimarket Contact and Cross- Ownershi in the Mobile Telehone Industry, RAND Journal of Economics, 28(2), Stoetzer, W. and Tewes, D. (1996) Cometition in the German Cellular Market? Lessons of Duooly, Telecommunications Policy, 20(4), Valetti, T. and Cave, M. (1998) Cometition in UK Mobile Communications, Telecommunications Policy, 22(2),
12 Aendix 1: Tables Table 1 Price equation (ML data-set) Deendent variable: logarithm of average revenue er minute. (1) calculated using 2004 nominal exchange rates to the Euro; (2) data in Euro; (3) calculated using annual Purchasing Power Parities to the USD. (1) (2) (3) Full samle Eurozone samle OECD Samle lgmshare (0.000) (0.000) (0.000) lgchurn (0.203) (0.602) (0.000) M (0.000) (0.000) Observations R-squared Robust values in arentheses. Regression controls include country, year and quarter effects; all are jointly significant at the 1% level, with excetion of quarter effects in equation (3), which are not jointly significant. Table 2 Price-cost margin equation (ML data-set) Deendent variable: ebitda margin (1) (2) (3) Full samle Eurozone samle OECD samle lgmshare (0.000) (0.000) (0.000) lgchurn (0.535) (0.800) (0.401) Observations R-squared Robust values in arentheses. Regression controls include country, year and quarter effects; country and year effects are jointly significant at the 1% level; quarter effects are not jointly significant at 5% level 12
13 Aendix 2: Figures Figure 1 : Welfare and distributional effects calculation P P f P i Surlus transferred from consumers to roducers C i C f Gross change in roducer surlus* D Q f Q i Q * Change in roducer surlus before subtracting loss in roducer surlus due to lower outut level. 13
Manufacturer-Retailer Pricing Competition Across Multiple Product Categories: An Equilibrium Framework
Manufacturer-Retailer Pricing Cometition Across Multile Product Categories: An Equilibrium Framework Benjamin Kartono Nanyang Technological University This aer investigates ricing cometition between manufacturers
More informationEconomics of Strategy (ECON 4550) Maymester 2015 Overview of Alternative Competitive Environments
Economics of Strategy (ECON 4) Maymester 2 Overview of Alternative Cometitive Environments Definitions and Concets: Profit Total Revenues minus Total Costs. Primary objective of most rivate enterrise is
More informationPlanning and Design of Flex-Route Transit Services
Transortation Research Record 1791 59 Paer No. 2-2324 Planning and Design of Flex-Route Transit Services Liing Fu A theoretical investigation is resented of various issues involved in the lanning and design
More informationResource Allocation and Decision Analysis (ECON 8010) Spring 2014 Alternative Competitive Environments portions for Exam 1
Resource Allocation and ecision Analysis (ECON 81) Sring 214 Alternative Cometitive Environments ortions for Exam 1 efinitions and Concets: Profit Total Revenues us Total. Primary objective of most rivate
More informationConsumption, Production, Welfare B: Competitive markets (partial eq) Univ. Prof. dr. Maarten Janssen University of Vienna Winter semester 2015
Consumtion, Production, Welfare B: Cometitive markets (artial eq) Univ. Prof. dr. Maarten Janssen University of Vienna Winter semester 2015 Must individual suly curve always be uward sloing? Suly curve
More informationThe Competitiveness Impacts of Climate Change Mitigation Policies
The Cometitiveness Imacts of Climate Change Mitigation Policies Joseh E. Aldy Harvard Kennedy School William A. Pizer Duke University and NBER 2011 M-RCBG Faculty Working Paer No. 2011-13 Mossavar-Rahmani
More informationThe Competitiveness Impacts of Climate Change Mitigation Policies
The Cometitiveness Imacts of Climate Change Mitigation Policies The Harvard community has made this article oenly available. Please share how this access benefits you. Your story matters Citation Aldy,
More informationmicroeconomics II first module
Kosmas Marinakis, Ph.D. Before we begin Lecture 11 Oligooly art IIΙ microeconomics II first module Test Homework 4 available due next Monday Voice recordings in the lecture are rohibited Disincentive to
More informationThe Sources of Labor Productivity Growth in Norway, South Koreaand Iran: A Structural Decomposition Analysis
Iran. Econ. Rev. Vol.8, No.2, 24. The Sources of Labor Productivity Growth in Norway, South Koreaand Iran: A Structural Decomosition Analysis EsfandiarJahangard Reza Ghazal Elnaz Ayoughi Received: Acceted:
More information* Ravi Gor 1 and Ashok Patel 2. * Author for Correspondence
A SINGLE PERIOD MODEL WHERE THE LOST SALES RECAPTURE IS A FUNCTION OF log m 1 r Ravi Gor 1 and Ashok Patel 2 1 Dr. Baba Saheb Ambedkar Oen University, Gujarat 2 P.S. Science and H. D Patel Arts College,
More informationLecture 10. March 2009 Microeconomics Esther Kalkbrenner: What is our Program until the end of the semester?
Lecture 10. March 2009 Microeconomics Esther Kalkbrenner: What is our Program until the end of the semester? Suly and Demand Familiar Concets Suly and Demand (Chater 2) Alying the Suly and Demand Model
More informationEconomic Evaluation of Transformer Selection in Electrical Power Systems
Economic Evaluation of Transformer Selection in Electrical Power Systems Eleftherios I. Amoiralis, Marina A. Tsili, Antonios G. Kladas Φ Abstract Owning to deregulation, rivatization and cometition, estimating
More informationAn Analysis of Profit and Consumer Surplus Implications of Resale
An Analysis of Profit and Consumer Surlus Imlications of Resale Qiong Wang 1, Jon M. Peha, Marvin A. Sirbu 3 Abstract When a monooly carrier rovides multile services(voice, data, video) through a single
More informationThe B.E. Journal of Economic Analysis & Policy
The BE Journal of Economic Analysis & Policy Contributions Volume, Issue 0 Article 50 Cometitive Mixed Bundling of Vertically Differentiated Products Illtae Ahn Kiho Yoon Chung-Ang University, illtae@cauackr
More informationThe Impact of Demand Uncertainty on Consumer Subsidies for Green Technology Adoption
The Imact of Demand Uncertainty on Consumer Subsidies for Green Technology Adotion Maxime C. Cohen Oerations Research Center, MIT, Cambridge, MA 02139, maxcohen@mit.edu Ruben Lobel The Wharton School,
More informationSize independence of UHPC ductility
Size indeendence of UHPC ductility E. Chuang & F.J. Ulm Massachusetts Institute of Technology, Cambridge, Massachusetts, U.S.A. ABSTRACT: This aer examines the size effects in UHPC tensile behavior. It
More informationEconomics of Strategy (ECON 4550) Maymester 2015 Review of Relevant Principles of Economics
Economics of Strategy (ECON 455) Maymester 215 Review of Relevant Princiles of Economics Definitions and Concets: Economics is the social science that studies decision making in the face of scarcity, and
More informationPrivate Information and Endogenous Matching in Supply Chains: Theory and Experiments
Private Information and Endogenous Matching in Suly Chains: Theory and Exeriments Andrew M. Davis Samuel Curtis Johnson Graduate School of Management, Cornell SC Johnson College of Business, Cornell University,
More informationENERGY ASSESSMENT OF WATER NETWORKS, A CASE STUDY
NRGY ASSSSMNT OF WATR NTWORKS, A CAS STUDY Hernández,. *, Pardo, M.A. **, Cabrera,. ** and Cobacho, R. ** *Aqualia C/ Ulises, 18 1ª lanta 28043 Madrid. Sain. www.aqualia.es **ITA, Universidad Politécnica
More informationPermanent City Research Online URL:
Thomas, P.J. & Chrystal, A. (3). Retail rice otimisation from sarse demand data. American Journal of Industrial and Business Management, 3(3),. 95-36. doi:.436/ajibm.3.3335 City Research Online Original
More informationOn the demand distributions of spare parts
DePaul University From the SelectedWorks of Nezih Altay Aril, On the demand distributions of sare arts A A Syntetos, University of Salford M Z Babai, King Saud University Nezih Altay, DePaul University
More informationFamily Plans: Market Segmentation by Bundling Consumers
amily Plans: Market Segmentation by Bundling Consumers Bo Zhou Preliminary & Incomlete Draft June 013 Bo Zhou (bo.zhou@duke.edu) is a PhD student in Marketing at the uua School of Business, Duke University,
More information4/14/2016. Intermediate Microeconomics W3211. Lecture 18: Equilibrium with Firms 2. Today. The Story So Far. Quantity Taxes.
1 Intermediate Microeconomics W3211 Lecture 18: Equilibrium with Firms 2 Introduction Columbia University, Sring 2016 Mark Dean: mark.dean@columbia.edu 2 The Story So Far. 3 Today 4 Last lecture we talked
More informationValue Theory and Labour Process Theory
Value Theory and Labour Process Theory Simon Mohun (Queen Mary, University of London) 1 The imortance of Braverman It is now some 30 years since the ublication of Braverman s seminal study of the labour
More informationRetail Pricing and Day-Ahead Demand Response in Smart Distribution Networks
Intelligence Systems in Electrical Engineering, 4 th year, No. 4, Winter 2014 23 Retail Pricing and Day-Ahead Demand Resonse in Smart Distribution Networks Shaghayegh Yousefi 1 and GholamReza Yousefi 2
More informationWATER SUPPLY INTERRUPTION: DOES LENGTH MATTER? AN EMPIRICAL APPLICATION TO RESIDENTIAL USERS IN SEVILLE
WATER SUPPLY INTERRUPTION: DOES LENGTH MATTER? AN EMPIRICAL APPLICATION TO RESIDENTIAL USERS IN SEVILLE Maria A. García-Valiñas a,b David Roibás a Abstract: EU Water Framework Directive leads to manage
More informationAbstract Title:An investigation of time buffer into the fundamentals of critical chain project management: A behavioral perspective
Abstract Number:008-0056 Abstract Title:An investigation of time buffer into the fundamentals of critical chain roject management: A behavioral ersective Authors information : Name: Min Zhang Organization:
More informationSupply and Demand from a Neoclassical Perspective
CHAPTER 3: uly and emand from a Neoclassical Persective ummary In this chater we will look at the neoclassical concet of the market, which involves the marginalist concets of demand and suly under conditions
More informationLagged Impact of Information Technology on Organizational Productivity
Association for Information Systems AIS Electronic Library (AISeL) AMCIS 24 Proceedings Americas Conference on Information Systems (AMCIS) December 24 Lagged Imact of Information Technology on Organizational
More informationDepartment of Economics and Institute for Policy Analysis University of Toronto 150 St. George Street Toronto, Ontario M5S 3G7 Canada
Deartment of Economics and Institute for Policy Analysis University of Toronto 150 St. George Street Toronto, Ontario M5S 3G7 Canada WORKING PAPER NUMBER UT-ECIPA-ECPAP-96-04 CORPORATION TAX ASYMMETRIES:
More informationThe Effect of Job Satisfaction of the Talented Employees on Organizational Commitment: A Field Research
Available online at www.sciencedirect.com Procedia - Social and Behavioral Sciences 58 ( 2012 ) 322 330 8 th International Strategic Management Conference The Effect of Job Satisfaction of the Talented
More informationASSESSMENT OF THE EFFECTS OF THE OPERATION OF POWER UNITS ON SLIDING-PRESSURE
Gerard KOSMAN Henryk ŁUKOWICZ Krzysztof NAWRAT Wojciech KOSMAN ASSESSMENT OF THE EFFECTS OF THE OPERATION OF POWER UNITS ON SLIDING-PRESSURE In the article the results of an analysis of the erformance
More informationThree-Level Service Contract between Manufacturer, Agent and Customer (Game Theory Approach)
Proceedings of the 0 International Conference on Industrial Engineering and Oerations Management Istanbul, Turkey, July 6, 0 Three-evel Service Contract between Manufacturer, Agent and Customer (Game Theory
More informationNON-FLEXIBLE PRICES IN THE CZECH LANGUAGE MARKET
NON-FLEXIBLE PRICES IN THE CZECH LANGUAGE MARKET Vítězslav Bican Abstract The aim of the aer is to reveal the rinciles described by various ricing theories and find those rinciles in the real ricing olicies
More informationDevelopment and Application of Performance Measures for Rural Public Transportation Operators
28 TRANSPORTATION RESEARCH RECORD 1338 Develoment and Alication of Performance Measures for Rural Public Transortation Oerators DAVEN. CARTER AND TIMOTHY J. LOMAX Desite the increased interest in erformance
More informationTracking Consumer Energy Price Change: An Overview of Federal Data Sources and Methodologies
Tracking Consumer Energy Price Change: An Overview of Federal Data Sources and Methodologies Janice Lent 1, Joseh Ayoub 2 1 Energy Information Administration, EI-70, 0 Indeendence Ave., S.W., Washington,
More informationExamination 2 Fall 2005
Economics 5 Eamination Fall 5 A. Key. Consider a market with linear demand as illustrated below: $ 8 Demand 4 5,,5 Q a) s demand elastic, inelastic, or unit elastic at a rice of = 5? Elain. (6 oints) For
More informationReputation Based Buyer Strategy For Seller Selection For Both Frequent and Infrequent Purchases
Reutation Based Buyer Strategy For Seller Selection For Both Frequent and Infrequent Purchases Abstr. Previous research in the area of buyer strategies for choosing sellers in ecommerce markets has focused
More informationThe Firm and the Market
Almost essential Firm: Demand and Suly The Firm and the Market MICROECONOMICS Princiles and Analysis Frank Cowell October 2005 Introduction In revious resentations we ve seen how an otimising agent reacts
More informationThe Maximal Damage Paradigm in Antitrust Regulation: Is it Something New?
The Maximal Damage Paradigm in Antitrust Regulation: Is it Something New? It is well known that cartels are harmful for consumers. To counteract cartels, cartel formation is by law an economic crime with
More informationTHE FIRM AND THE MARKET
Prerequisites Almost essential Firm: Demand and Suly THE FIRM AND THE MARKET MICROECONOMICS Princiles and Analysis Frank Cowell Note: the detail in slides marked * can only be seen if you run the slideshow
More informationThe Firm and the Market
Prerequisites Almost essential Firm: Demand and Suly The Firm and the Market MICROECONOMICS Princiles and Analysis Frank Cowell October 2005 Introduction In revious resentations we ve seen how an otimising
More informationResolve issues with process capability indexes, business metrics
3.4 Per Million BY Forrest W. Breyfogle III Insight or Folly? Resolve issues with rocess caability indexes business metrics In lean Six Sigma much training effort is sent on conveying the imortance of
More informationDepartment of Agricultural & Resource Economics, UCB
Deartment of Agricultural & Resource Economics, UCB CUDARE Working Paers (University of California, Berkeley) Year 2003 Paer 962 Measuring Transactions Costs from Observed Behavior: Market Choices in Peru
More informationEFFICIENCY OF BIOMASS PRODUCTION METHODOLOGICAL APPROACHES
DO: 0.55/vjbsd-05-000 Visegrad ournal on Bioeconomy and Sustainable Develoment /05 EFFCENCY OF BOMASS PRODUCTON METHODOLOGCAL APPROACHES Tatiana Svetlanská, Natália Turčeková,* zabela Adamičková Slovak
More informationLabor-Market Returns to the GED Using Regression Discontinuity Analysis. September 2011
Labor-Market Returns to the GED Using Regression Discontinuity Analysis Setember 2011 Christoher Jesen * Peter Mueser Kenneth Troske University of Kentucky University of Missouri-Columbia University of
More informationConsumer Welfare in the Deregulated Swedish Electricity Market. Jens Lundgren *
Consumer Welfare in the Deregulated Swedish Electricity Market Jens Lundgren * Abstract The deregulation of the Swedish electricity market in 996 affected both the market design and the ricing of electricity.
More informationABSTRACT STRATEGIES IN OLIGOPOLIES. This dissertation is part of the effort to contribute to our understanding of Price
STRCT Title of Dissertation: ESSYS ON PRICE COMPETITION ND IRM STRTEGIES IN OLIGOPOLIES Heisnam Thoihen Singh, Doctor of Philosohy 007 Dissertation directed by: Professor Daniel Vincent Deartment of Economics
More informationDino Martellato Università Ca Foscari di Venezia
UNIVERSITA CA FOSCARI DI VENEZIA OPENNESS, DEPENDENCY AND PRODUCTIVE EFFICIENCY IN NINE EUROPEAN COUNTRIES Dino Martellato Università Ca Foscari di Venezia marteld@unive.it Miguel Angel Tarancon Moran
More informationQuality. Mokhtari. for improving. characteristic, to an out- select the. in-control. of quality. in a. classical. .iust.ac.ir/
International Journal Industrial Engineering & Production Research (16 Setember 16, Volume 7, Number 3. 75-85 htt://ijiepr..iust.ac.ir/ Simultaneous Otimization Production and Deterioration Process Quality
More informationLabor-Market Returns to the GED Using Regression Discontinuity Analysis
DISCUSSION PAPER SERIES IZA DP No. 6758 Labor-Market Returns to the GED Using Regression Discontinuity Analysis Christoher Jesen Peter Mueser Kenneth Troske July 2012 Forschungsinstitut zur Zukunft der
More informationEnvironmentally Damaging Electricity Trade
09-118 November, 2009 Environmentally amaging Electricity rade ÉIENNE BILLEE E VILLEMEUR AN PIERRE-OLIVIER PINEAU Environmentally amaging Electricity rade Etienne Billette de Villemeur oulouse School of
More informationThe Optimal Entry Mode of the Multinational Firm under Network Externalities: Foreign Direct Investment and Tariff
The Otimal Entry Mode of the Multinational Firm under Network Externalities: Foreign Direct Inestment and Tariff Jue-Shyan Wang (Corresonding author) Deartment of Public Finance, National Chengchi Uniersity
More informationMARKET TRANSPARENCY STRATEGY IN E-COMMERCE: MODELING AND EMPIRICAL ANALYSIS. Nelson Granados Doctoral Program. Alok Gupta Associate Professor
MARKE RANSPARENCY SRAEGY IN E-COMMERCE: MODELING AND EMPIRICAL ANALYSIS Nelson Granados Doctoral Program Alok Guta Associate Professor Robert J. Kauffman Director, MIS Research Center, and Professor and
More informationPrice Transmission in Non Competitive Market Channels: A Study of the Boston Fluid Milk Market and the North East Dairy Compact
Price Transmission in Non Cometitive Market Channels: A Study of the Boston Fluid Milk Market and the North East Dairy Comact Tirtha P. Dhar (Research Associate, Food System Research Grou, Det. of Agricultural
More informationSeasonal Production Smoothing. Donald S. Allen
WORKING PAPER SERIES Seasonal Production Smoothing Donald S. Allen Working Paer 999-004A htt://research.stlouisfed.org/w/999/99-004.df PUBLISHED: Federal Reserve Bank of St. Louis Review, 8(5), Setember/October
More informationCan Unobserved Heterogeneity in Farmer Ability Explain the Inverse Relationship between Farm Size and Productivity?
Can Unobserved Heterogeneity in Farmer Ability Exlain the Inverse Relationshi between Farm Size and Productivity? Juliano J. Assunção Maitreesh Ghatak Abstract The well-known inverse relationshi between
More informationOn the Causal Links between Energy Consumption and Economic Growth in Malaysia
International Review of Business Research Paers Vol. 7. No. 6. November 20. P. 80-89 On the Causal Links between Energy Consumtion and Economic Growth in Malaysia Azlina Abd. Aziz* This aer examines the
More informationA RATIONAL APPROACH TO SEISMIC QUALIFICATION TESTING OF NONSTRUCTURAL BUILDING COMPONENTS
13 th World Conference on Earthquake Engineering Vancouver, B.C., Canada August 1-6, 2004 Paer No. 3059 A RATIONAL APPROACH TO SEISMIC QUALIFICATION TESTING OF NONSTRUCTURAL BUILDING COMPONENTS Jeffrey
More informationDEPARTMENT OF ECONOMICS WORKING PAPER. Department of Economics Tufts University Medford, MA (617)
DEPRTMENT OF ECONOMICS WORKING PPER 006 Deartment of Economics Tufts University Medford, M 0 67 67 60 htt://ase.tufts.edu/econ bstract dvertising: The Good, the Bad and the Ugly Lynne Peall, Dan Richards,
More informationTechnical note: Determination of the Johnson-Cook material parameters using the SCS specimen
Manuscrit Click here to download Manuscrit: EXME_rev1.doc 1 1 1 1 1 1 1 1 1 1 Technical note: Determination of the Johnson-Cook material arameters using the SCS secimen A. Dorogoy* and D. Rittel Mechanical
More informationAGRICULTURAL COOPERATIVES AND COST-REDUCING R&D IN THE AGRI-FOOD SYSTEM
AGRULTURAL OOPERATVES AND OST-REDUNG R&D N THE AGR-FOOD SYSTEM Konstantinos Giannakas Associate Professor Deartment of Agricultural Economics University of Nebraska-Lincoln 16 H.. Filley Hall Lincoln,
More informationLabor-Market Returns to the GED Using Regression Discontinuity Analysis. November 9, 2010
Labor-Market Returns to the GED Using Regression Discontinuity Analysis November 9, 2010 Christoher Jesen * Peter Mueser Kenneth Troske University of Kentucky University of Missouri-Columbia University
More informationDynamic OLS estimation of the U.S. import demand for Mexican crude oil
MPRA Munich Personal RePEc Archive Dynamic OLS estimation of the U.S. imort demand for Mexican crude oil Pablo Camacho-Gutiérrez Texas A&M International University March 2010 Online at htts://mra.ub.uni-muenchen.de/30608/
More informationImperfect Competition: Monopoly
Imerfect Cometition: Monooly New Toic: Monooly Q: What is a monooly? A monooly is a firm that faces a downward sloing demand, and has a choice about what rice to charge an increase in rice doesn t send
More informationMODELLING OF MATERIAL BEHAVIOUR FOR INCONEL 718 SUPERALLOY USING EXPERIMENTAL DATA 1. INTRODUCTION
Journal of Machine Engineering, Vol. 17, No. 3, 217 Received: 3 January 217 / Acceted: 1 June 217 / Published online: 28 Setember 217 modeling, machining, constitutive model Piotr NIESLONY 1* Wit GRZESIK
More informationWe are IntechOpen, the world s leading publisher of Open Access books Built by scientists, for scientists. International authors and editors
e are IntechOen, the world s leading ublisher of Oen Access books Built by scientists, for scientists 4,000 116,000 120M Oen access books available International authors and editors Downloads Our authors
More informationMarketing and R&D Investment of Leader vs. Follower
Marketing and R&D Investment of Leader vs. Follower June 2008 Hyun S. Shin 1, Mariko Sakakibara 2, Dominique M. Hanssens 3 Abstract How do a leader and a follower use marketing and R&D differently for
More informationAgricultural Household Model with Wage Uncertainty: An. Application to Subsidiary Post-Soviet Agriculture
Agricultural Household Model with Wage Uncertainty: An Alication to Subsidiary Post-Soviet Agriculture Lyubov A. Kurkalova and Helen H. Jensen Iowa State University Selected Paer To be resented at the
More informationApplication of Experimental Design in Uncertainty Quantification
Alication of Exerimental Design in Uncertainty Quantification Rahman M. Hassanour Geostatistical modeling is widely used for satial modeling in resence of sarse data. There is uncertainty in the inut geostatistical
More informationMeasurement of air pressure fluctuations at lower levels in a high-rise drainage stack
Measurement of air ressure fluctuations at lower levels in a high-rise drainage stack W.L. Woo(), K.W. Mui(2), C.L. Cheng(3), L.T. Wong(4), W.J. Liao(5) (4) beltw@olyu.edu.hk (),(2),(4) Deartment of Building
More informationPartial equilibrium analysis: Competitive markets
Partial equilibrium analysis: Cometitive markets Lectures in Microeconomic Theory Fall 2009, Part 16 02.09.2009 G.B. Asheim, ECON4230-35, #16 1 Partial vs. general equilibrium analysis In a artial equilibrium
More informationVertical Differentiation with Variety-seeking Consumers
Vertical Differentiation with Variety-seeking Consumers Robert Zeithammer UCA Anderson School of Management Rahael Thomadsen UCA Anderson School of Management Aril, 0 Abstract We analyze rice and quality
More informationCriteria for Mixed-Mode Fracture Prediction in Ductile Material
Criteria for Mixed-Mode Fracture rediction in Ductile Material N. Recho, S. Ma, X.B. Zhang University of Blaise ascal, IUT of Montluçon. B2235, Av. A. Briand, 03100, Montluçon, France recho@moniut.univ-bclermont.fr
More informationSocial Trust as a solution to address sparsity-inherent problems of Recommender systems
Social Trust as a solution to address sarsity-inherent roblems of Recommender systems Georgios Pitsilis Q2S, NTNU O.S. Bragstads lass 2E NO-7491, Trondheim, Norway +47 735 92743 itsilis@q2s.ntnu.no Svein
More informationDirect Inelastic Earthquake Design Using Secant Stiffness
Direct Inelastic Earthquake Design Using Secant Stiffness Honggun Park and Taesung Eom ABSTRACT A new earthquake design method erforming iterative calculations with secant stiffness was develoed. Since
More informationQuantity Uncertainty and Demand: The Case of Water Smart Reader Ownership. Aaron Strong and Christopher Goemans. May 2012.
Quantity Uncertainty and Demand: The Case of Water Smart Reader Onershi Aaron Strong and Christoher Goemans May 2012 Abstract: There are a number of instances hen consumers have imerfect information regarding
More informationF A P A S F A P A S F A P A S F A P A S F A P A S F A P A S
F A P A S Proficiency Testing Protocol Organisation and Analysis of Data Sixth Edition, Setember 00 FOOD ANALYSIS PERFORMANCE ASSESSMENT SCHEME ( ) PROTOCOL FOR THE ORGANISATION AND ANALYSIS OF DATA SIXTH
More informationFull terms and conditions of use:
This article was downloaded by: [37.44.194.191] On: 05 February 2018, At: 19:02 Publisher: Institute for Oerations Research and the Management Sciences (INFORMS) INFORMS is located in Maryland, USA Management
More informationMultidimensional Quality Sorting Between Online and Offline Auctions: The Role of Attribute Transparency *
Multidimensional Quality Sorting Between Online and Offline Auctions: The Role of Attribute Transarency * Jafar Olimov Brian E. Roe May 8, 2013 Abstract We analyze how sellers of used construction equiment
More informationMultistage Cross-Sell Model of Employers in the Financial Industry
Paer 4-8 Multistage Cross-Sell Model of Emloyers in the Financial Industry Kwan Park and Steve Donohue The Princial Financial Grou ABSTRACT This aer details the stes to develo a multistage cross-sell model
More informationApplicability of Tri-generation Energy Production for Air-conditioning Systems in Czech Republic
Proceedings of the 5th IASM/WSAS Int. Conference on eat Transfer, Thermal ngineering and nvironment, Athens, Greece, August 25-27, 2007 199 Alicability of Tri-generation nergy Production for Air-conditioning
More informationMACRO SUPPLY AND DEMAND Hannes Kvaran
MACRO SUPPLY AND DEMAND Hannes Kvaran At a recent conference of economics teaching it was suggested that a first course in macro rinciles could (and should) disense with the use of aggregate suly and demand
More informationApplication of Price-Elastistic Supply Input-Output Model on the Economic Impacts of Hurricanes Katrina and Rita: Disruption in U.S.
Alication of Price-Elastistic Suly Inut-Outut Model on the Economic Imacts of Hurricanes Katrina and Rita: Disrution in U.S. Oil-Industry JiYoung Park Von Kleinsmid Center 382 School of Policy, Planning,
More informationHazardous Materials Siting and Routing Decisions: Factors Affecting Preferences of Fire Chiefs
24 TRANSPORTATION RESEARCH RECORD 1264 Hazardous Materials Siting and Routing Decisions: Factors Affecting Preferences of Fire Chiefs KosTAS G. ZoGRAFos AND SEYMOUR WARKov Hazardous materials routing and
More informationDynamic Impact of Income Inequality on Carbon Dioxide Emissions in Africa: New Evidence from Heterogeneous Panel Data Analysis
International Journal of Energy Economics and Policy ISS: 2146-4553 available at htt: www.econjournals.com International Journal of Energy Economics and Policy, 2016, 6(4), 760-766. Dynamic Imact of Income
More informationAN ANALYSIS OF DETERMINANTS OF RECRUITMENT AND SELECTION OUTSOURCING IMPLEMENTATION
ACTA UNIVERSITATIS AGRICULTURAE ET SILVICULTURAE MENDELIANAE BRUNENSIS Volume 63 24 Number 1, 2015 htt://dx.doi.org/10.11118/acn201563010185 AN ANALYSIS OF DETERMINANTS OF RECRUITMENT AND SELECTION OUTSOURCING
More informationDISCUSSION PAPERS IN ECONOMICS
Alabi, Oluwafisayo and Munday, Max and Swales, Kim and Turner, Karen (2016) Physical water use and water sector activity in environmental inut-outut analysis. Discussion aer. University of Strathclyde,
More informationApparent Competition in Two- Sided Platforms
6660 2017 Setember 2017 Aarent Cometition in Two- Sided Platforms Gokhan Guven, Eren Inci, Antonio Russo Imressum: CESifo Working Paers ISSN 2364 1428 (electronic version) Publisher and distributor: Munich
More informationINVESTIGATION ON THE RELATIONSHIP BETWEEN FLOW PATTERN AND AIR AGE
INVESTIGATION ON THE RELATIONSHIP BETWEEN FLOW PATTERN AND AIR AGE Xianting LI, Xin WANG, Xiaofeng LI and Ying LI Deartment of Thermal Engineering, Tsinghua University Beiing, 184, P.R. China ABSTRACT
More informationPotential of Biomass Conservation Through Dissemination of Efficient Cook Stoves in Pakistan
Available online at www.sciencedirect.com APCBEE Procedia 5 (2013 ) 358 362 ICESD 2013: 19-20 January 2013, Dubai, UAE Potential of Biomass Conservation Through Dissemination of Efficient Cook Stoves in
More informationTargeted advertising and consumer information
Targeted advertising and consumer information Job Market Paer. Sébastien Broos November 2016 Abstract Using ever-increasing amounts of data, firms are able to link the valuations of consumers with the
More informationOptimal selling strategies when buyers name their own prices
Otimal selling strategies when buyers name their own rices Robert Zeithammer August 4, 04 Abstract: This aer models a name-your-own-rice (NYOP) retailer who allows buyers to initiate their retail interaction
More informationThe Win-win Mechanism of Loyalty Programs Partnerships: Considering the Customer Heterogeneity
Association for Information Systems AIS Electronic Library (AISeL WHICEB 013 Proceedings Wuhan International Conference on e-business Summer 5-5-013 The Win-win Mechanism of Loyalty Programs Partnershis:
More informationAsymmetric Information and. Limited Information about Price Tourists and Natives. Informed and Uninformed Customers. Few informed customers 11/6/2009
symmetric Information and dvertising i Industrial Organization K. Graddy Limited Information about Price Tourists and Natives n Exlanation for Price Disersion ll firms ave identical costs Two tyes of consumers
More informationMoisture Risks in Multi-layered Walls - Comparison of COMSOL Multiphysics and WUFI PLUS Models with Experimental Results
Moisture Risks in Multi-layered Walls - Comarison of COMSOL Multihysics and WUFI PLUS Models with Exerimental Results A. Ozolins 1*, A. Jakovics 1, A. Ratnieks 1 1 Laboratory for Mathematical Modelling
More informationConstructing prediction intervals for monthly streamflow forecasts
ISSH - Stochastic Hydraulics 2005-23 and 24 May 2005 - Nijmegen - The Netherlands Constructing rediction intervals for monthly streamflow forecasts Wen Wang, 2, Pieter H.A.J.M. Van Gelder 2, J. K. Vrijling
More informationMODELLING TIME PERIOD CHOICE IN LARGE-SCALE HIERARCHICAL DEMAND MODELS: SOME PROBLEMS AND A SOLUTION
MODELLING TIME PERIOD CHOICE IN LARGE-SCALE HIERARCHICAL DEMAND MODELS: SOME PROBLEMS AND A SOLUTION Andrew Gordon, Mott MacDonald Andrew Daly, RAND Euroe and Institute for Transort Studies, Leeds John
More information