Remaining As A Leader or Not? Technology Spillover Answers

Size: px
Start display at page:

Download "Remaining As A Leader or Not? Technology Spillover Answers"

Transcription

1 Applied Economics and Finance Vol. 3, No. ; May 06 ISSN E-ISSN Publised by Redfame Publising URL: ttp://aef.redfame.com Remaining As A Leader or Not? Tecnology Spillover Answers Wang Tsung-Li Hung-Pin Lin & Yu-Ci Sung 3 Department of Mareting Management, Su-Te University, Kaosiung, Taiwan. Department of International Business & Trade, Su-Te University, Kaosiung, Taiwan. 3 Department of Leisure & Tourism Management, Su-Te University, Kaosiung, Taiwan. Correspondence: Hung-Pin Lin, Department of International Business & Trade, Su-Te University, Kaosiung, Taiwan. Received: January 5, 06 Accepted: January 3, 06 Available online: February 4, 06 doi:0.4/aef.v3i.357 URL: ttp://dx.doi.org/0.4/aef.v3i.357 Abstract Muc as been discussed about te advantages and disadvantages of being a first mover. However, discussion regarding te incentives encouraging a firm to remain as leader is absent in most studies. Tis paper aims to fill tis gap and provide teoretical and empirical evidences vis-à-vis te incentives of remaining as a leader, by comparing profits between leader and follower wen taing tecnology spillover and tecnological efficiency into consideration. Te findings sow tat in regard to effective tecnological efficiency: (i) under te condition of a wea (strong) tecnology spillover, retaining te position of leader firm is (not) a dominant strategy because of iger (lower) profits tan a follower; (ii) te alf-sared tecnology spillover leads to an equal profit between firms, and implies a critical time of action for te leader firm to brea te evenly-matced status by reconsidering first mover advantages; (iii) an empirical study on a data set of 35 ig-tec and non-ig-tec SMEs in manufacturing industry from 999 until 006 lends strong support to tese results and may also provide useful clues for tecnology managers or practitioners to mae better policies to benefit teir maret competitiveness. Keywords: first mover advantage (disadvantage); tecnology investment; tecnological efficiency; tecnology spillover.. Introducation Weter or not a firm sould be a leader in its field is a controversial issue, especially wen many executives assume tat te first company in a new product category will acquire an unbeatable ead start and reap long-lasting benefits, someting tat, in reality, does not always appen (Suarez and Lanzolla, 005). Existing studies ave documented te advantages and disadvantages of a first mover strategy. Suc studies ave indicated tat tis strategy leads to a series of competitive advantages (e.g. Caffee, 985; Kerin, et. al 99). Previous literature as sown tat tere are several advantages for a first mover or leader firm. For example, an incumbent brand, in regard to brand loyalty, olds demand advantages over a later brand because consumer preference rests wit te first brand tat performs adequately (Scmalensee, 98). Glazer (985) suggested tat first movers are more liely tan teir followers to ave more extensive learning, and tus better access to opportunities. Patterson (993) stressed tat a first mover could initiate te build-up of experiential raw material, and ence, develop te most advanced insigts, associations and causal maps witin a specified context. A first mover strategy may also lead to some oter advantages. suc as: establising tecnological leadersip (e.g. Kvint, 994; Luo, 995; Scnaars, 994; Senar, 990), preempting specialized assets, product or maret positioning (e.g. Allen, 993; Coen and Levintal, 994), engaging in price simming (e.g. Amir and Stepanova, 006; Ree, et. al, 99; Ree 006), using te buyer switcing costs to eance its maret sare (e.g. Stigler and Becer, 977), securing tecnological leadersip of patents or R&D tecnology (e.g. Hamel and Praalad, 994), controlling crucial or scarce resources for success in a competitive maret (e.g. Kerin, et. al, 99; Lilien and Yoon, 990; Mascareas, 99) and, finally, erecting a iger entry barrier for followers (e.g. Anderson and Engers, 994; Kvint, 994; Luo, 995; Luo and Peng, 998; Pan and Ci, 999; Senar, 990). A first mover or leader can potentially maintain its competitive advantage via its tecnological lead, tus remaining superior to later entrants, or lose its pioneering position and first mover advantage, by being outperformed by later 0

2 Applied Economics and Finance Vol. 3, No. ; 06 entrants (e.g., Robinson et. al, 99; Kalyanaram, et. al, 995; Pan and Ci, 999; Robinson, et. al, 995; Lieberman and Asaba, 006). Gal-Or (985, 987) analyzed te disadvantages of being a leader, irrespective of weter bot te first mover and later entrant were equally willing to assess demand troug maret researc. Golder and Tellis (993) reported tat only 53% of first movers survived in te maret. Kalyanaram et al. (995) also sowed te same result and suggested tat te maret entry order is not necessarily related to long-term maret performance. First movers may tae a iger ris tan later entrants wit respect to new product failure. Suc riss relate to te forecasting bias for a pioneering brand, or to te inability to eliminate uncertainty in consumer acceptance of a pioneering innovation (Hamel and Praalad, 994). Because of te substantial costs lined to ris, being a later entrant may be more beneficial tan being a first mover (Bryman, 997). A later entrant is in a better position to learn more about customer needs by using a wait-and-see strategy and tus avoiding maret uncertainty and te difficulties tat a first mover faces in regard to adapting to a rapidly canging environment (e.g., Lieberman and Montgomery, 998; Teece, 986). Being able to analyze te advantages and disadvantages of being a first mover is an important ability, allowing firms to mae educated decisions about becoming a maret leader or maret follower. However, to te best of our nowledge, te incentives or motivation to encourage a firm to become a leader or reject te temptation is absent in most studies. By constructing a model of Cournot duopoly competition and utilizing empirical evidence from a panel data analysis, tis paper aims to fill tis gap and provide a more complete understanding of a resolution of disputes vis-à-vis first mover advantages and disadvantages, wen tecnology spillover is introduced. Te role of tecnology spillover in te maret environment can act as te leader firm s intellectual property rigt, being secured troug patents, copyrigts, or government conferred status; tus imitation or free-ride action from followers can be detected troug realizing te degree of tecnology spillover (Bernstein and Nadiri 989; Bloom et al., 005). Above all, in order to for a leader firm to maintain its position, a wea tecnology spillover may encourage te leader firm to expand its innovative activities, wic in turn would lead to better tecnological efficiency and greater profit. Taing tecnology spillover into consideration not only elps innovation managers mae better decisions wit respect to tecnological efficiency, but also provides additional benefits wit respect to profit expectations. In addition, our teoretical and empirical analyses also provide clues as to wy leaders are motivated to eep teir leading position or to let it go. Te remainder of tis paper is structured as follows: In Sections and 3, we outline in greater detail ey caracteristics of eac of te first mover s advantages and disadvantages; in Sections 4 and 5, we use te ey concepts and analyze te main parts of te teoretical model. In Section 6, we provide empirical evidence to sustain te teoretical propositions. Conclusions and policy implications are discussed in Section 7.of a manuscript opens wit an introduction tat presents te specific problem under study and describes te researc strategy. Because te introduction is clearly identified by its position in te manuscript, it does not carry a eading labeling it te introduction. Before writing te introduction, consider te following questions (Bec & Sales, 00):. First Mover Advantages.. Tecnological Leadersip Leadersip in tecnological development is often synonymous wit rapid tecnological progress, displaying advanced learning processes, or acieving success in patent or R&D competition. Innovation tat embodies proprietary R&D tecnology may bestow te benefit of a timing advantage, but only if te leader as made product advances and as succeeded in securing intellectual property rigts, copyrigts, or trade secrets. Besides tis, te learning process optimizes unit production costs in conjunction wit cumulative output, and generates a sustainable cost advantage for an early or incumbent firm to maintain leadersip in its maret sare. R&D tecnology and preemptive patents also elp a leader firm dominate R&D strategy and build entry barriers tat deter rivals from entering patent competition... Preemption of Specialized Assets Preemptive assets build up incentive confidence for te first movers: tey believe tat latecomers will be unprofitable in occupying second place. Tese assets may be pysical resources tat already exist, often in conjunction wit scarce spatial resources (e.g., geograpic space, product space, self space, etc.). Tese assets are useful and relate to tecnology investment and accumulated innovation, suc as wit advanced manufacturing facilities for nanometer processes and semiconductor tecnologies, or wit unique upstream distribution cannels. Preemptive tecnology investment in plant and equipment crystallizes an incumbent firm s profits in te maret because suc investment can serve as a first mover advantage tat treatens and deters te potential second mover from joining te maret (see Allen, 993; Coen and Levintal, 994). Te first-mover can also select te most competitive nices, to limit te amount of space available for potential entrants...3 Buyer switcing costs

3 Applied Economics and Finance Vol. 3, No. ; 06 Competitive timing advantages related to switcing costs constitute anoter first mover advantage. Once te leader firm (i.e. first mover) as acquired a customer base, it as an advantage over later entrants, because tese customers may find it expensive to switc to a new product in terms of transaction costs, searc costs or learning costs. For example, some end-users wo ave grown accustomed to a single, familiar word-processing or software program may not be willing to invest time in adopting a new one. Tis means tat a late entrant must invest extra costs or resources to attract customers away from te leader firm.. First Mover Disadvantages Te mecanisms tat benefit a leader firm may also present various disadvantages. Tese disadvantages may imply second mover advantages... Free-rider Effect Te ability to free-ride on a leader firm s tecnological investment, taing advantage of any strong tecnology spillover, is an option tat is sometimes available to te second mover. For some products and services, any productivity realized by te leader firm as it proceeds down te learning curve is also made available to te second mover due to te fact tat imitation costs are muc lower tan tecnology costs (Lieberman, 987; Lieberman and Montgomery, 988; Utterbac, 994). One example is Amazon.com, launced in 995 and, today, one of te world s largest online boostores. However, Boos.com was actually founded in 99 and launced online in 99. To date, it is considered te first nown online boostore. Amazon.com availed itself of second mover advantages. It found tat web usage ad increased 00% eac year in te previous few years, so it began to advertise its web-based business at over 8,000 oter internet sites. It as since dominated te business; wile te Amazon.com brand name is instantly recognizable, Boos.com is muc less so... Tecnological or Maret Uncertainty A second mover nows tat early entry into an uncertain maret involves a ig degree of ris, so it acts quicly to gain an advantage once te uncertainty as been resolved (see Olausson and Berggren 00). If tere are no clear advantages displayed by te first mover, te riss involved may reduce te willingness of firms to introduce new tecnology until te uncertainty as been mitigated...3 Incumbent Inertia A first mover may lose its leading position and be outpaced by a second mover wen breatroug innovations appen. Te inertia tat causes loss of leadersip can be derived from several factors or circumstances. For example te first mover (i.e. te incumbent firm) may be too controlled by a specific set of fixed assets, be reluctant to cannibalize its own production line, or demonstrate wea tecnological efficiency. Tese factors mae te first mover become more organizationally inflexible, wic can iibit its ability to respond quicly to environmental canges or exogenous treats. After reviewing and understanding first mover advantages and disadvantages, te reasons or incentives for a firm to retain or release its position as a maret leader is, to te best of our nowledge, absent in most studies. Tis paper aims to fill tis gap and provide a brief review of pertinent concepts regarding te tecnology spillover perspective of a firm s strategy in te following section, wic details teoretical and empirical evidence..3 Tecnomogy Spillover Perspective and First/Second Mover Advantages.3. Strong Tecnology Spillover Tecnology spillover is an external innovative activity, wereby information of a firm s ongoing innovative activity leas to its competitors. Suc information can benefit competitors by improving teir efficiency in searcing for innovation. Bloom et al. (005) proposed tat firm performance is affected by two countervailing spillovers : a positive effect from tecnology spillovers and negative business effects from maret rivals stealing. In general, te closer te firms are to one anoter (including geograpically, tecnically, or in terms of product differentiation), te greater te tecnology spillover (for example, see Amir, 000; Carlino, 00, Jovan, 0). Hence, eac firm as incentives to restrict its tecnology expenditure and await an opportunity to imitate, tereby availing itself of a second mover s advantages. Te ability to free-ride on a leader firm s tecnology investment, wic includes any strong tecnology spillover, is sometimes available to te second mover. For some products and services, any productivity realized by te leader firm as it proceeds down te learning curve is also made available to te second mover due to te fact tat imitation costs are muc lower tan tecnology costs (Lieberman, 987; Lieberman and Montgomery, 988; Utterbac, 994). For example, Tellis and Golder (996) sowed tat in many cases, te firms tat dominated te maret were not te first movers but te second movers into te maret. It can be conjectured tat due to te strong spillover effect from te first movers, second movers are able to minimize trial and error by accessing information troug te observation of te first movers experiences or tecnological

4 Applied Economics and Finance Vol. 3, No. ; 06 activities..3. Wea Tecnology Spillover If a tecnology expenditure leads to a very ig spillover, intellectual property rigts can often be used to temporarily maintain te profitability of a first mover s ideas; tese rigts can be secured troug patents, copyrigts, scarce resources, or governmental protection (e.g. Kerin, et al., 99; Lilien and Yoon, 990; Mascareas, 99). Wit suc protections, te tecnology spillover is made extremely wea, even wen firms are intense rivals. A state of wea spillover prevents exploitation by rival firms. In suc cases, a firm tat is a tecnological leader as incentives to expand its innovative activities and maintain its first mover advantages. Lerner (00) and Moser (005) found tat a wea tecnology spillover (i.e. a sound patent system) may stimulate R&D and innovation. Additionally, Lanjouw and Cocburn (000) and Arora et al. (008) sowed tat innovations are concentrated in some indicated industries once te tecnology spillover is relatively wea, tus imitation can be easily detected. Terefore, it can be argued tat te degree of tecnology spillover plays an important role in agents decision on te timing investment of teir activities. Muc of te current literature tat deals wit te crucial factor, tecnology spillover, does not provide an answer as to ow muc tecnology spillover is involved in deciding weter or not to coose a leader or follower position. A firm may focus only on te learning or imitating aspect of te first mover or second mover advantage witout considering te timing of wen to be a leader or a follower. In tis paper we construct a simple Cournot duopoly model according to D Aspremont and Jacquemin (988). Togeter wit tecnological efficiency, it is considered able to illustrate wy a firm sould continue to retain a position of leader in order to maintain its first mover advantages, wile expecting wea spillover and dominating profit. On te oter and, we also prove tat a leader firm may be unprofitable and inferior to a follower wen first mover disadvantages and strong tecnology spillover are expected. Tese findings are also consistent wit our empirical evidence were leader firms in ig-tec and follower firms in non-ig-tec SMEs manufacturing industries are studied.. Metod and Model: Cournot Duopoly Competition In a Cournot duopoly competition, it is supposed tat tere are two firms: Firm is te leader and Firm is te follower. Te linear demand of omogeneous production is specified as p a b ( q q ), and te decision variables of tecnology investment are x i for Firm i, i,. Te constant unit cost of production c i depends on x i, wic taes te form of ci c ( xi x j ) i, j,, i j. For simplicity, we discuss te conditions of tecnology spillover briefly, as wea spillover ( 0 ), alf-sared spillover ( 0. 5 ) and strong spillover ( ) (Grilices,979, Bernstein and Nadiri, 983 and Qiu, 997). Firm i s tecnology cost is quadratic and given by: x i. Te coefficient captures tecnology efficiency wic measures te extent to wic tecnology investment ( x ) contributes to firm s profit ( ), and notes tat te lower te value of, te better te tecnological efficiency tat is acieved in a firm s profit function. Firms coose teir respective levels of tecnological investment, and te leader cooses te best R&D investment (i.e. one tat maximizes profit based on te follower s best R&D investment response function, see Smit, 006, Hartmann et al., 006, Mitcell and Hamilton, 007, and Tubbs, 007). Solving by bacward induction, we examine weter te leader as a first profit advantage by taing te tecnology investment plan ( x ) based on is rival s response in te first stage. Beginning wit te second stage, firms coose output q i to maximize profit. We ten ave te Cournot Nas equilibrium output and profits denoted as q x, ), q ( x, ) and x, ), ( x, ), respectively. In te first stage, Firm i cooses ( x i to maximize its profit: ( a b ( ( x, ) q ( x, )) c q ( x, ) x j xi i i ( x, ) q i i. () Te following two first-order conditions of Equation () become: / x 0, x R ( x ) and / x 0, x R ( x ), were a c A 0. () Because we suppose tat Firm is te leader and Firm te follower, Equation () expresses te R&D best response function as R i ( x j ) of bot Firms and. To derive te equilibrium, in te second stage, we substitute Firm s reaction function R ( x ) into Firm s profit function ( x, s), wereupon we maximize te first-order condition of x to obtain x (, ) and x (, ) by substituting x ( s, ) into Firm s tecnology best response function R ), we ten ave x (, ). Inserting x (, ) and x (, ) into bot firms profit function yields ( x (, te final profit of Firms and, as denoted by (, ) and ), respectively. Te best metod by wic to determine weter Firm prefers to remain as a leader is to compare its profit to tat of Firm (, ) (, ) ). For simplicity, we discuss our noted conditions of wea spillover ( 0 ), alf-sared ( 3

5 Applied Economics and Finance Vol. 3, No. ; 06 spillover ( 0. 5), and strong spillover ( ) in te following propositions.. Proposition : Retain te position of leader: Competitively iger profit wit wea tecnology spillover ( 0 ) and iger tecnological efficiency. Proof of Proposition : Note tat te profit comparison wit a wea tecnology spillover between te leader and te follower is given by: ( b ) 0 48b A ( b )(4 3 ) / (3) Equation (3) sows tat te incentive for te leader to maintain its position as maret leader is verified as, wen 4 /(3b). Intuitively, 0 indicates a wea tecnology spillover and implies tat a firm benefits only from its own tecnology investment in cost reduction. Hence, weter Firm, as a maret leader, sould retain its position of maret leader depends on te degree of regarding a wea tecnology spillover. Recalling tat tecnological efficiency ( ) represents ow muc tecnology investment ( x ) contributes to Firm s profit ( ), it is noted tat te lower value of indicates tat better tecnological efficiency is acieved in Firm s profit function. On te oter and, wea tecnology spillover sows tat as long as te degree of is sufficiently small ( 4 /(3b) ), te tecnological efficiency will be effective, as Firm as a strong incentive to maintain its position as maret leader due to its aving iger profit tan Firm. Insigts gained by tis result are straigtforward, in tat wea tecnology spillover in te maret environment implies tat a leader firm s intellectual property rigt can often be secured troug patents, copyrigts, or government protection; tus imitation or free-ride action from a follower can be easily detected. Suc wea tecnology spillover guarantees te first mover advantages and encourages te leader to expand its innovative activities, wic in turn leads to better tecnological efficiency and profit competence. Tus, tis result encourages te leader to maintain its leading position.. Proposition : Critical time for action: alf-sared tecnology spillover ( 0.5) Proof of Proposition : Te profit comparison wit a alf-sared tecnology spillover between te leader and te follower is given by ( 5 ) 0. 0 (4) Wen te degree of spillover is alf-sared, it means tat eac firm gets alf te benefits from te oter s investment in cost reduction, and alf from its own. Tis result as no bearing on weter one sould retain a position as maret leader or become a follower, no bearing on tecnological investment, because te firms ave te same profits ( ), and noting to do wit tecnological efficiency ( ). However, even toug tere may be no difference in acting as a maret leader, te alf-sared tecnology spillover and te equal profit between firms implies tat once te external competitive environment as canged, it will be a critical time of action for te leader firm (or follower firm) to eiter cange direction or remain te same in order to gain competitive advantage. Te insigt gained ere is usually as a result of duopoly competition, especially wit firms tat could be labeled as evenly matced. Once one of te firms as a tecnological lead on its rival, it is a critical time of action for te leader firm to brea te evenly-matced status and tus eventually gain a profit advantage..3 Proposition 3: Giving up being a leader: Competitively lower profit wit strong tecnology spillover ( ) even wit iger tecnological efficiency Proof of Proposition 3: Te profit comparison wit a strong tecnology spillover between te leader and te follower is given by: ( 3 ) 8Ab (9b ) / (5) Equation (5) sows tat tis condition is verified as, wen /(9b). Intuitively, indicates tat eac firm benefits as muc from te oter firm s investment in tecnology cost reduction plans as from its own. Bot Firm s and Firm s tecnology cost reduction plans are expressed by x x ; ence, leader profitably is determined solely by te degree of. As wit proposition, evidence in Equation (5) sows tat a strong tecnology spillover and a sufficiently small degree of (i.e. /(9b) ) implies tat even toug te tecnological efficiency remains effective, Firm as a leader as no incentive to maintain its first mover position. Tis is because staying as a leader ultimately derives a competitively lower profit tan tat of Firm, by virtue of being te first to mae a tecnology investment plan. Tis result will lead Firm to reexamine te first mover disadvantage and mae Firm consider abdication of its leadersip. Te insigt from tis result is straigtforward. A strong tecnology spillover in te maret environment implies tat te ability to free-ride on a leader firm s tecnology investment is sometimes available to te follower. For some products 4

6 Applied Economics and Finance Vol. 3, No. ; 06 and services, any productivity realized by te leader firm is also made available to te second mover due to te fact tat imitation costs are muc lower tan tecnology costs (Lieberman, 987; Lieberman and Montgomery, 988; Utterbac, 994). One good duopoly example in te maret, as introduced by Zang and Marman (998), is te case of web browser competition. Netscape was te first mover in te web browser maret, wile Internet Explorer was te follower. Despite Netscape s tecnological efficiency being initially superior to tat of Internet Explorer, te strong tecnology spillover allowed Internet Explorer to ave features tat Netscape did not ave..4. Empirical Discussion Propositions and 3 can bot be tested by empirical cases. We use te data of ig-tec and non-ig tec small and medium-sized enterprises (SMEs) in te manufacturing industry to measure te significance of tecnological efficiency and tecnology spillover in te profit growt between leaders and followers. Panel data models including random and fixed effect are applied because tey ave te following advantages over traditional OLS regression models: (i) greater control of possible collinearity; and (ii) better explanation power caused by te absence of relevant independent variables to explain te dependent variables. To estimate te regressions, te dynamic panel of te tecnology spillover-profit model can be expressed in te following log-linear form: ln i, t 0 lns i, t ln E i, t i, t, (6) were, represents te ig-tec and non-ig-tec SMEs industry, respectively. ln i, t measures te difference between te logaritm to firm sales in te present period and te logaritm to firm sales in te previous period; ln S i, t is te logaritm of tecnology spillover; ln E i, t is te logaritm of tecnological efficiency wic identifies te ratio of te R&D investment to total sales; i, t is te error term. Based on te above considerations, we formulate te following ypoteses: Hypotesis : Retain te position of leader: Wea tecnology spillover and iger tecnological efficiency lead to a leader firm s greater profit growt. Hypotesis : Retain te position of follower: Strong tecnology spillover and iger tecnological efficiency lead to a follower firm s greater profit growt..5 Data source and definitions of tecnology spillover Tis study uses te Iberian Balance Seet Analysis System (SABI) database, from 999 to 006, provided by Bureau van Dij. Hig-tec and non-ig-tec SMEs in te manufacturing industry are selected according to te criteria of OECD classification (00) and Based on te OECD classification (00), ig-tec sectors are aerospace, computers, office macinery, electronics-communications, parmaceuticals and scientific instruments. Non-ig-tec sectors including te medium-ig tecnology and low tecnology sectors are: cemicals, electrical macinery, fabricated metal products, food, beverages and tobacco, motor veicles, non-electrical macinery, non-ferrous metals, non-metallic mineral products, paper and printing, petroleum refining, rubber and plastic products, sipbuilding, textiles and cloting, transport equipment, and wood and furniture. We suppose tat most of te incumbent firms for te entire period ( ) tae te first mover advantage and act as leader firms; most of te firms entering during te period ( ) are follower firms. Te summarized sample description is presented in Table. Table. Sample description Hig-tec SMEs Non-ig-tec SMEs Incumbent firms in all period (leaders) Firms entering in te period (followers) Total number of SMEs Total number of observations Following Spence (984) and Raut (995), te tecnology spillover by: S i S i of firm i in industry can be expressed R j, j i (7) 5

7 Applied Economics and Finance Vol. 3, No. ; 06 were R j is te R&D capital calculated by te discounted sum of te past R&D investment stream of firm j in industry wen te R&D capital of firm i is excluded, and we coose te value of te discounted rate as 0.85 as adopted by Grilices and Mairesse (983), and Cuneo and Mairesse (984). 3. Results Tables and 3 present te results of te panel data model regarding te profit growt determinants between leaders and followers in ig-tec and non-ig-tec SMEs firms; we ave taen into consideration te fixed and random effects model among tecnology spillover, tecnological efficiency and profit growt. Te empirical analysis presented in Table indicates te following regarding leader firms in ig-tec SMEs manufacturing industry: (i) te Hausman test below te 5% significance level suggests tat te fixed effect model sould be selected because tat Table sows tat te null ypotesis is rejected in our panel data; terefore, te fixed effect model is selected in te leader firms profit regression model; (ii) Below te 5% significance level, te null of ypotesis yields coefficient (t-statistics) value of 4.3(.0) wic sows tat te relationsip between te profit growt ( ln i, t ) and tecnological efficiency ( ln E i, t ) is positive and statistically significant; (iii) Below te % significance level, te null of ypotesis yields coefficient (t-statistics) value of -0.43(-3.7) wic sows te relationsip between te profit growt ( ln i, t ) and tecnology spillover ( ln ) is negative and statistically significant. Based on (ii) and (iii), we find tat Proposition in our teoretical model and Hypotesis are bot sustained by our empirical evidence. Table. Leader firms profit growt, tecnology spillover, and tecnological efficiency S i, t Hig-tec SMEs Non-ig-tec SMEs i, t Dependent variable: ln Dependent variable: ln i, t S i, t ln (-3.7)*** (.0) ln 4.3 (.0)** 0.03 (.98)* E i, t S i, t ln -0.3 (-.7)** (-.08) ln.0 (.44).0 (.7)** E i, t Hausman Test x () ** x (). 48 R Adjusted R (a) Te regression model is ln i, t 0 lns i, t lne i, t i, t, i leader firms. (b) Te number inside te parenteses is te t-statistics. (c) ***, **, and * represents tat te %, 5% and 0% significance level, respectively. i (d) Te critical value of x () for %, 5% and 0% significance level are 9., 5.99, and 4.6, respectively. (e) (+) mars te appropriate model wic selected troug Hausman test. In turn, Table 3 indicates te following regarding follower firms in non-ig-tec SMEs manufacturing industry, (i) te Hausman (978) specification test in Table 3 sows tat te null ypotesis is not rejected in our panel data; terefore, te random effect model is selected in follower firms profit regression model; (ii) te relationsip between te profit growt ( ln i, t ) and tecnological efficiency ( ln E i, t ) is positive and statistically significant (notes tat below te % significance level, te null of ypotesis yields coefficient (t-statistics) value of.6(3.47); (iii) te relationsip between te profit growt ( ln i, ) and tecnology spillover ln S i, t is positive and statistically significant (notes tat below te 5% significance level, te null of ypotesis yields coefficient (t-statistics) value of.07(.98).). On te basis of te empirical evidence (ii) and (iii), we find tat wit a iger tecnological efficiency, te strong tecnology spillover elps te follower to obtain better profit growt; terefore, proposition 3 and Hypotesis are bot sustained by our empirical evidence. t 6

8 Applied Economics and Finance Vol. 3, No. ; 06 Table 3. Follower firms profit growt, tecnology spillover, and tecnological efficiency Hig-tec SMEs Non-ig-tec SMEs Dependent variable: ln i, t Dependent variable: ln i, t S i, t ln -.55 (-.)**.74 (-.39) ln 3.54 (.08).03 (.78)* E i, t S i, t ln -.7 (-.79)*.07 (.98)** ln.43 (.5).6 (3.47)*** E i, t Hausman Test x () 3. 5 x (). 3 R Adjusted R (a) Te regression model is ln i, t 0 lns i, t lne i, t i, t, i follower firms. (b) Te number inside te parenteses is te t-statistics. (c) ***, **, and * represents tat te %, 5% and 0% significance level, respectively. i (d) Te critical value of x () for %, 5% and 0% significance level are 9., 5.99, and 4.6, respectively. (e) (+) mars te appropriate model wic selected troug Hausman test. 4. Discussion Tere ave been many discussions concerning first mover advantages and disadvantages. However, to te best of our nowledge, te reasons wy a firm sould eiter retain or surrender its position as maret leader are absent in most studies. Tis paper aimed to fill tis gap; it finds tat, in Cournot s duopoly competition, te crucial factors of tecnology spillover and tecnological efficiency bot play important roles in determining a leader firm s leading position and strategy. First, we sow tat despite te effectiveness of tecnological efficiency (i.e. te tecnology investment plan is beneficial to profit), strong tecnology spillover maes a leader firm decide to give up its leader position because of lower profit tan tat of te follower firm. Second, we sow tat wea tecnology spillover guarantees te effectiveness of tecnological efficiency and enables a leader firm to retain its position as maret leader because of a iger profit tan tat of te follower firm. Finally, we sow tat alf-sared tecnology spillover leads to an equal profit between firms, but implies tat it is a critical time of action for te leader firm (or follower firm). Tese teoretical results are also supported by te empirical evidence troug a panel data of ig-tec and non-ig-tec SMEs of te manufacturing industry investigation. Tey may also provide useful clues or criterion for tecnological practitioners or managers to mae better policies to benefit teir maret competitiveness. 4.. Implications for practitioners Tecnological practitioners sould also be interested in te role tat tecnology spillover plays, as evidenced in te teoretical and empirical results we ave presented, and may well be interested in te relevant application to tecnology and customer needs. 4.. Wen customer needs lead and tecnology follows It can be noted, as sown in te presentation wit regard to te mecanism of tecnological competition, tat being a leader and aving wea tecnology spillover will result in profitable outcomes. By examining te essence of a leader s tecnological competition and profits, it can be deduced tat one of te reasons tat profits are made is tat a greater maret demand can be derived from an expansion of customer needs. Tecnological practitioners seeing to grow teir businesses and maintain teir respective leader positions are advised to test te maret in advance to measure its innovation costs. Accordingly, once maret demand increases, wea tecnology spillover means te leader firm is free from te follower s free-ride or imitation; tus, effective tecnological efficiency may contribute to te profit and maret sare. 7

9 Applied Economics and Finance Vol. 3, No. ; Wen tecnology leads and customer needs follow Tecnological practitioners may wonder wat would appen if tecnology were updated at an explosive pace, wile tere was a slow response regarding customer needs. Tis as been answered by our teoretical and empirical analyses wic sow tat being a follower wit strong tecnology spillover will result in profitable outcomes. Accordingly, being a follower may be a good alternative for tecnological practitioners, given tat being a leader no longer guarantees positive economic profits, especially wen customer needs are receding. Moreover, once maret uncertainty arises as a result of an instability in customer needs, a firm may wis instead to be a follower and wait for a iger tecnology spillover (i.e. free rider effect), as suggested by te first mover disadvantages. 4. Implications for innovation managers In te presentation of tis paper, our focus as been on te degree of tecnology spillover, as evidenced by aving eiter first mover advantages or disadvantages. Our teoretical and empirical evidence ave all been related to tis. Profit expectation is te ey incentive in deciding weter or not to remain as leader. We conclude wit a brief discussion of managerial implications for innovation managers. Te innovation managers of a firm are tose wo decide weter or not to stay as a maret leader. Tey must, wen a specific investment opportunity arises, evaluate te decision value and estimate te profit difference between first mover advantages and disadvantages. Tere are several issues pertaining to te position of a pioneer, and eac must be considered by innovation managers. Te first issue is concerned wit ow a first mover firm can maintain bot its profits and its leader advantages. How can a first mover firm protect itself from a second mover s imitation, te free-rider problem, or a strong tecnology spillover? Some evidence witin tis study suggests tat patents, copyrigts, scarce resources and oter governmental protection are obvious ways of acquiring wea tecnology spillover and guaranteeing te first mover firm s dominant profit advantage in te maret. Strong patent protection implies a low possibility of imitation and a wea tecnology spillover between first and second movers. Second, innovation managers must remain aware of te incumbent inertia penomenon to prevent tem from maing te wrong decisions wen suffering from te exogenous impact of environmental canges. In general, weaer tecnology spillover usually exists in a firm wit incumbent inertia. If te incumbent firm realizes tat te maret as very wea tecnology spillover, ten weaer tecnology spillover will lead to greater arrogance on te part of te incumbent. Golder and Tellis (993) report tat only 53% of first mover firms survive in te maret; suc results warn innovation managers tat succumbing to incumbent inertia may lead to slower tecnological efficiency, greater neglect of customer needs and te opening of a window of opportunity for potential entrants. As a result, innovation managers may wis to place greater value on information pertaining to te development of new tecnology, and wis to now ow organizations strengten innovation and broaden product lines to adapt to environmental canges. Tird, wit respect to strong profit and maret-sare competition, innovation managers of first mover firms sould consider tat once a leading tecnology is introduced to te maret, it is best to increase te firm s capacity to seize and exploit te first mover advantage. Tis is especially true in fast-growing marets, and elps prevent te potential treat of maret sare loss to ambitious second movers. Moreover, wen a first mover firm as measured its tecnology investment, capacity and customer requirements adequately witin te appropriate maret nices, it appears tat setting a formidable entry barrier to late entrants will elp ensure te profit advantage of a first mover firm. Finally, te teoretical evidence in tis paper sows tat a alf-sared tecnology spillover effect will result in an evenly-matced condition, regardless of weter or not te tecnological efficiency is effective. In general, tis game essentially becomes a stalemate tat quicly becomes a prisoners dilemma. Te label prisoners' dilemma is a canonical case of a game mared in game teory tat sows wy two individuals may not cooperate, even if it appears tat it is in teir best interest to do so. It is exemplified in a situation in wic two entities could gain important benefits from cooperating or suffer from te failure to do so, yet find it merely expensive to coordinate teir activities to acieve cooperation. However, it is an opportune time to tae action for innovation managers to brea te evenly-matced condition. To brea troug te zero-profit problem, innovation managers can protect teir tecnology now-ow, eance teir patent rigts, improve teir tecnological efficiency and broadcast product differentiations. Once te firm deviates from tis matc game by enacting any tecnology breatrougs, a profitable policy expectation becomes more feasible. References Allen, B. (993). Capacity pre-commitment as an entry barrier for price-setting firms. International Journal of Industrial Organization, (), ttp://dx.doi.org/0.06/ (93)90036-c 8

10 Applied Economics and Finance Vol. 3, No. ; 06 Amir, R. (000). Modeling imperfectly appropriable R&D via spillovers. International Journal of Industrial Or ganization, 8(7), ttp://dx.doi.org/0.06/s (00) Amir, R., & Stepanova A. (006). Second-mover advantage and price leadersip in Bertrand duopoly. Games and Economic Beavior, 55(), -0. ttp://dx.doi.org/0.06/j.geb Anderson, S. P., & Engers, M. (994). Strategic investment and timing of entry. International EconomicReview, 35(4), ttp://dx.doi.org/0.307/57000 Arora, A., Ceccagnoli M., & Coen W. M. (008). R&D and te patent premium. International Journal of In dustrial Organization, 6(5), ttp://dx.doi.org/0.06/j.ijindorg Bernstein, J. I., & Nadiri M. I. (983). Does nowledge intensity matter? A dynamic analysis of researc and development, utilization and labor requirements. NBER Woring Paper, 38. Bernstein, J. I., & Nadiri M. I. (989). Researc and development and intra-industry spillovers: an empirical a pplication of dynamic duality. Review of Economic Studies, 56(), ttp://dx.doi.org/ 0.307/ Bloom, N., Scanerman M., & Reenen J. V. (005). Identifying tecnology spillovers and product maret riv alry. CEPR Discussion Paper, 49. Bryman, A.. (997). Animating te pioneer versus late entrant debate: An istorical case study. TeJournal of Management Studies, 34(3), ttp://dx.doi.org/0./ Carlino, G. A. (00). Knowledge spillovers: cities' role in te new economy. Business Review, 4(4), 7-6. t tp://dx.doi.org/0.007/s Caffee, E. (985). Tree models of strategy. Academic of Management Review, 0(), ttp://dx.doi.org/ /AMR Coen, W. M., & Levintal D. A. (994). Fortune favors te prepared firm. Management Science, 40(), 7-5. ttp://dx.doi.org/0.87/mnsc Cuneo, P., & Mairesse J. (984). Productivity and R&D at te firm level in Frenc manufacturing. University of Cicago Press, Cicago, D Aspremont, C., & Jacquemin, A. (988). Cooperative and non-cooperative R&D in duopoly wit spillovers. American Economic Review, 8(5), Gal-Or, E. (985). First mover and second mover advantages. International Economic Review, 6(3), Gal-Or, E. (987). First-mover disadvantages wit private information. Review of Economic Studies, 54(), ttp://dx.doi.org/0.307/9757 Glazer, A. (985). Te advantages of being first. American Economic Review, 75(3), ttp://dx.doi.org/ 0.307/848 Golder, P. N., & Tellis G. J. (993). Pioneer advantage: mareting logic or mareting legend? Journal of M areting Researc, 30(), ttp://dx.doi.org/0.307/3785 Grilices, Z. (979). Issues in assessing te contribution of R&D to productivity growt. Bell Journal of Econ omics, 0(), 9-6. ttp://dx.doi.org/0.307/30033 Grilices, Z., & Mairesse J. (983). Comparing productivity growt: An exploration of Frenc and U.S. indust rial and firm data. European Economic Review, (-), ttp://dx.doi.org/0.3386/w096 Hamel, G., & Praalad C K. (994). Competing for te Future. Harvard Business Scool Press, Boston. Hartmann, G., C., Myers M. B., & Rosenbloom R. S. (006). Planning your firm s R&D investment. Researc -Tecnology Management, 49(), ttp://dx.doi.org/0.080/ Hausman, J., A. (978). Specification tests in econometrics. Econometrica, 46(6), 5-7. ttp://dx.doi.org/ 0.307/9406 Jovan F., Srečo, D., & Goran P. (0). Knowledge based economy: te role of expert diaspora. Panoecono micus, 59(3), ttp://dx.doi.org/0.98/pan03369f Kalyanaram, G., Robinson W. T., & Urban G. L. (995). Order of entry: establised empirical generalizations, emerging empirical generalizations, and future researc. Mareting Science, 4(3), -. ttp://dx.doi. org/0.87/msc.4.3.g 9

11 Applied Economics and Finance Vol. 3, No. ; 06 Kerin, R. A., Varadarajan P. R., and Peterson. (99). First-mover advantages: A syntesis, conceptual framew or, and researc propositions. Journal of Mareting, 56(4), ttp://dx.doi.org/0.307/5985 Kvint, V. (994). Don t give up on Russian. Harvard Business Review, 7(), Lanjouw, J., O., & Cocburn I.. (000). Do patents matter? Empirical evidence after GATT. NBER Woring P aper, Lerner, J. (00). 50 years of patent protection. American Economic Review, 9(), -5. ttp://dx.doi.org/ 0.57/ Lieberman, M. B. (987). Te learning curve, diffusion, and competitive strategy. Strategic Management Journ al, 8(5), ttp://dx.doi.org/0.00/smj Lieberman, M. B., & Montgomery D. B. (988). First-mover advantages. Strategic Management Journal, 9(), ttp://dx.doi.org/0.00/smj Lieberman, M., B., & Montgomery David B.(998). First-mover (dis)advantages: Retrospective and lin wit te resource-based view. Strategic Management Journal, 9(), -5. ttp://dx.doi.org/ 0.00/(SI CI) (9980)9:<::AID-SMJ>3.0.CO;-W Lieberman, M. B., & Asaba S. (006). Wy do firms imitate eac oter? Academy of Management Review, 3 (), ttp://dx.doi.org/0.5465/amr Lilien, G., L., & Yoon E. (990). Te timing of competitive maret entry: An exploratory study of new indus trial products. Management Science, 36(5), ttp://dx.doi.org/0.87/mnsc Luo, Y. (995). Business strategy, maret structure, and performance of international joint ventures: Te case of joint ventures in Cina. Management International Review, 35(), Luo, Ya., & Peng M. W. (998). First mover advantages in investing in transitional economies. Tunderbird I nternational Business Review, 40(), ttp://dx.doi.org/ 0.00/tie Mascareas, B. (99). First-mover effects in multiple dynamic marets. Strategic Management Journal, 3(3), ttp://dx.doi.org/0.00/smj Mitcell, G. R., & Hamilton W. F. (007). Managing R&D as a strategic option. Researc-Tecnology Manage ment, 50(), ttp://dx.doi.org/0.080/ Moser, P. (005). How do patent laws influence innovation? Evidence from nineteent-century world's fairs. A merican Economic Review, 95(4), ttp://dx.doi.org/0.57/ Olausson, D., & Berggren C. (00). Managing uncertain, complex product development in ig-tec firms: In searc of controlled flexibility. R&D Management Journal, 40(4), ttp://dx.doi.org/0./j x Pan, Y.G., & Ci P. (999). Financial performance and survival of multinational corporations in Cina. Strate gic Management Journal, 0(4), ttp://dx.doi.org/0.00/(sici) (99904)0:4<359::aid- SMJ3>3.0.CO;-9 Patterson, W. C. (993). First-mover advantage: Te opportunity curve. Journal of Management Studies, 30(5), ttp://dx.doi.org/0./j tb0035.x Qiu. L. D. (997). On te efficiency of bertrand and cournot equilibria wit product Journal of Economic Te ory, 75(), 3-9. ttp://dx.doi.org/0.06/00-053(85) Ree, B. D., De Palma, A., Fornell C., & Tisse Ja. F. (99). Restoring te principle of minimum differenti ation in product positioning. Journal of Economics& Management Strategy, 3(), ttp://dx.doi.or g/0./j x Ree, B. D. (006). First-mover disadvantages wit idiosyncratic consumer tastes along unobservable caracteri stics. Regional Science and Urban Economics, 36(), ttp://dx.doi.org/0.06/j.regsciurbeco Robinson, W., T., Claes F., & Mary S. (99). Are maret pioneers intrinsically stronger tan later entrants? S trategic Management Journal, 3(8), ttp://dx.doi.org/0.00/smj Robinson, W., T., Kalyanaram G., & Urban G. L. (995). Order of maret entry: Establised empirical genera lizations, emerging generalizations and future researc. Mareting Science, 4(), -. ttp://dx.doi.o rg/0.87/msc.4.3.g 0

12 Applied Economics and Finance Vol. 3, No. ; 06 Scmalensee, R. (98). Product differentiation advantages of pioneering brands. American Economic Review, (3), Scnaars, S. P. (994). Managing Imitation Strategies. New Yor: Free Press. Senar, O. (990). International joint ventures problems in Cina: riss and remedies. Long Rang Planning, 3(3), ttp://dx.doi.org/0.06/ (90)90056-a Smit, Roger. (006). Modeling R&D investment levels based on corporate financial data. Researc-Tecnology Management, 49(6),6-. Stigler, G. J., & Becer G. S. (977). De gustibus non est disputandum. American Economic Review, 67(), Suarez, F., & Lanzolla G. (005). Te alf-trut of first mover advantage. Harvard Business Review, 83(4), -7. ttp://dx.doi.org/0.5/r0504j Teece, D, J. (986). Profiting from tecnological innovation: Implications for integration, collaboration, licensin g and public policy. Researc Policy, 5(6), ttp://dx.doi.org/0.06/ (86)9007- Tellis, G., & Golder P. (996). First to maret, first to fail? Real causes of enduring. Maret leadersip. Sloa n Management Review, 37(), Tubbs, M. (007). Te relationsip between R&D and company performance. Researc-Tecnology Managemen t, 50(6), ttp://dx.doi.org/0.080/ Utterbac, J. M. (994). Mastering te Dynamics of Innovation. Harvard Business Scool Press, Boston. Zang, S., & Marman A. B. (998). Overcoming te early entrant advantage: Te role of alienable and nonalienable differences. Journal of Mareting Researc, 35(4), Tis wor is licensed under a Creative Commons Attribution 3.0 License.

THE ROYAL STATISTICAL SOCIETY 2009 EXAMINATIONS SOLUTIONS HIGHER CERTIFICATE MODULE 8 SURVEY SAMPLING AND ESTIMATION

THE ROYAL STATISTICAL SOCIETY 2009 EXAMINATIONS SOLUTIONS HIGHER CERTIFICATE MODULE 8 SURVEY SAMPLING AND ESTIMATION THE ROYAL STATISTICAL SOCIETY 009 EXAMINATIONS SOLUTIONS HIGHER CERTIFICATE MODULE 8 SURVEY SAMPLING AND ESTIMATION Te Society provides tese solutions to assist candidates preparing for te examinations

More information

Branding. Checklist. New / Small Business. Create A Beautiful Brand for your

Branding. Checklist. New / Small Business. Create A Beautiful Brand for your Branding Cecklist g Create A Beautiful Brand for your New / Small Business Hello! I m Emma Seppard, owner of Big Bear Creative. We re a small design agency tat elps new and small businesses create beautiful

More information

The Study on Identifying the Relationship between Opportunity Recognition and Sustainability in Small Business in Sri Lanka

The Study on Identifying the Relationship between Opportunity Recognition and Sustainability in Small Business in Sri Lanka Te Study on Identifying te Relationsip between Opportunity Recognition and Sustainability in Small Business in Sri Lanka H.R.L Perera, K.T.J.C.M. Perera, B.K.U.P Rodrigo, K.M. Gunawickrama, P.V.H.N.D Perera,

More information

A Low-Temperature Creep Experiment Using Common Solder

A Low-Temperature Creep Experiment Using Common Solder A Low-Temperature Creep Experiment Using Common Solder L. Roy Bunnell, Materials Science Teacer Soutridge Hig Scool Kennewick, WA 99338 roy.bunnell@ksd.org Abstract: Tis experiment uses common lead-tin

More information

Structural Change and Economic Dynamics

Structural Change and Economic Dynamics Structural Cange and Economic Dynamics 21 (2010) 5 16 Contents lists available at ScienceDirect Structural Cange and Economic Dynamics journal omepage: www.elsevier.com/locate/sced Industry dynamics in

More information

Managing Buzz. October Abstract

Managing Buzz. October Abstract Managing Buzz Artur Campbell, Dina Mayzlin and Jiwoong Sin October 203 Abstract We model te incentives of individuals to engage in word of mout (or buzz) about a product, and ow a firm may strategically

More information

HOUSEHOLD SOLID WASTE RECYCLING INDUCED PRODUCTION VALUES AND EMPLOYMENT OPPORTUNITIES IN TAIWAN

HOUSEHOLD SOLID WASTE RECYCLING INDUCED PRODUCTION VALUES AND EMPLOYMENT OPPORTUNITIES IN TAIWAN Journal of Minerals & Materials Caracterization & Engineering, Vol. 1, No.2, pp121-129, 2002 Printed in te USA. All rigts reserved HOUSEHOLD SOLID WASTE RECYCLING INDUCED PRODUCTION VALUES AND EMPLOYMENT

More information

JEL codes: F10, F12, F14

JEL codes: F10, F12, F14 Teoretically-Consistent Parameterization of a Multi-sector Global Model wit Heterogeneous Firms by Zeynep Akgul 1, Nelson Villoria, Tomas Hertel April 2015 Abstract Parameter selection in Computable General

More information

The Division of Labour under Uncertainty. Nigel Wadeson *

The Division of Labour under Uncertainty. Nigel Wadeson * Te Division of Labour under Uncertainty By Nigel Wadeson * Date of First Submission: 19 t May, 011 Date of Second Submission: 9t May, 01 How to cite tis paper: Wadeson, Nigel (013), "Te Division of Labour

More information

Using Matrix to Solving the Probabilistic Inventory Models (Demand Model)

Using Matrix to Solving the Probabilistic Inventory Models (Demand Model) IAAST ONLINE ISSN 77-1565 PRINT ISSN 0976-488 CODEN: IAASCA International Arcive of Applied Sciences and Tecnology IAAST; Vol 4 [3] September 013: 09-15 01 Society of Education, India [ISO9001: 008 Certified

More information

Referrals in Search Markets

Referrals in Search Markets eferrals in Searc Markets Maria Arbatskaya and Hideo Konisi June 29, 2010 Abstract Tis paper compares te equilibrium outcomes in searc markets wit and witout referrals. Altoug it seems clear tat consumers

More information

Research on the Cost Curves and Strategies Related to the Carbon Emission Reduction in China

Research on the Cost Curves and Strategies Related to the Carbon Emission Reduction in China Researc on te Cost Curves and Strategies Related to te Carbon Emission Reduction in Cina Aiua Luo 1, Zengsun Ruan 2*, Xizen Hu 3 1 Scool of Matematics and Statistics Sout-Central University for Nationalities

More information

Strategic Competition and Optimal Parallel Import Policy.

Strategic Competition and Optimal Parallel Import Policy. Strategic Competition and Optimal Parallel Import Policy. Santanu Roy y Soutern Metodist University, Dallas, TX. Kamal Saggi z Vanderbilt University, Nasville, TN. Abstract Tis paper sows tat parallel

More information

Corporate Governance, Entrenched Labor, and Economic Growth. William R. Emmons and Frank A. Schmid

Corporate Governance, Entrenched Labor, and Economic Growth. William R. Emmons and Frank A. Schmid WORKING PAPER SERIES Corporate Governance, Entrenced Labor, and Economic Growt William R. Emmons and Frank A. Scmid Working Paper 2001-023A ttp://researc.stlouisfed.org/wp/2001/2001-023.pdf November 2001

More information

EFFECTIVE UTILIZATION OF FLYWHEEL ENERGY STORAGE (FES) FOR FREQUENCY REGULATION SERVICE PROVISION MIRAT TOKOMBAYEV THESIS

EFFECTIVE UTILIZATION OF FLYWHEEL ENERGY STORAGE (FES) FOR FREQUENCY REGULATION SERVICE PROVISION MIRAT TOKOMBAYEV THESIS EFFECTIVE UTILIZATION OF FLYWHEEL ENERGY STORAGE (FES) FOR FREQUENCY REGULATION SERVICE PROVISION BY MIRAT TOKOMBAYEV THESIS Submitted in partial fulfillment of te requirements for te degree of Master

More information

AUTHOR ACCEPTED MANUSCRIPT

AUTHOR ACCEPTED MANUSCRIPT AUTHOR ACCEPTED MANUSCRIPT FINAL PUBLICATION INFORMATION Strategic Climate Policy wit Offsets and Incomplete Abatement : Carbon Taxes Versus Cap-and-Trade Te definitive version of te text was subsequently

More information

The limits to profit-wage redistribution: Endogenous regime shifts in Kaleckian models of growth and distribution

The limits to profit-wage redistribution: Endogenous regime shifts in Kaleckian models of growth and distribution Institute for International Political Economy Berlin Te limits to profit-wage redistribution: Endogenous regime sifts in Kaleckian models of growt and distribution Autor: Kasper Köler Working Paper, No.

More information

2.36 Bridge Inspections. Introduction. Scope and Objective. Conclusions

2.36 Bridge Inspections. Introduction. Scope and Objective. Conclusions Introduction Te Department of Works, Services and Transportation is responsible for construction, inspection and maintenance of bridges in te provincial road system. Te Transportation Services Division

More information

Asymmetric Information and. Limited Information about Price Tourists and Natives. Informed and Uninformed Customers. Few informed customers 11/6/2009

Asymmetric 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 information

BOD 5 removal kinetics and wastewater flow pattern of stabilization pond system in Birjand

BOD 5 removal kinetics and wastewater flow pattern of stabilization pond system in Birjand vailable online at www.pelagiaresearclibrary.com European Journal of Experimental Biology, 2013, 3(2):430-436 ISSN: 2248 9215 CODEN (US): EJEBU BOD 5 removal kinetics and wastewater flow pattern of stabilization

More information

Equation Chapter 1 Section 1

Equation Chapter 1 Section 1 Equation Capter Section Ladder Pricing A New Form of Wolesale Price Discrimination Ian McQuin Dobbs Newcastle University Business Scool 5, Barrack Road Newcastle upon Tyne NE 4SE, UK. ianmdobbs@btinternet.com

More information

TECHNICAL NOTE. On Cold-Formed Steel Construction DESIGN CONSIDERATIONS FOR FLEXURAL AND LATERAL-TORSIONAL BRACING

TECHNICAL NOTE. On Cold-Formed Steel Construction DESIGN CONSIDERATIONS FOR FLEXURAL AND LATERAL-TORSIONAL BRACING TECHNICAL NOTE On Cold-Formed Steel Construction Ligt Gauge Steel Engineers Association Wasington, D.C. Toll-Free: 1 (866) 465-4732 www.lgsea.com $5.00 DESIGN CONSIDERATIONS FOR FLEXURAL AND LATERAL-TORSIONAL

More information

Multilateral Trade Liberalization, Exports and Technology Upgrading: Evidence on the Impact of MERCOSUR on Argentinean Firms

Multilateral Trade Liberalization, Exports and Technology Upgrading: Evidence on the Impact of MERCOSUR on Argentinean Firms Multilateral Trade Liberalization, Eports and Tecnology Upgrading: Evidence on te Impact o MERCOSUR on Argentinean Firms Paula Bustos CREI and Universitat Pompeu Fabra July 2007 Abstract Several empirical

More information

DECOMPOSING PURCHASE ELASTICITY WITH A DYNAMIC STRUCTURAL MODEL OF FLEXIBLE CONSUMPTION. Tat Chan. Chakravarthi Narasimhan.

DECOMPOSING PURCHASE ELASTICITY WITH A DYNAMIC STRUCTURAL MODEL OF FLEXIBLE CONSUMPTION. Tat Chan. Chakravarthi Narasimhan. DECOMPOSING PURCHASE ELASTICITY WITH A DYNAMIC STRUCTURAL MODEL OF FLEXIBLE CONSUMPTION Tat Can Cakravarti Narasiman Qin Zang 1 August 26, 2004 1 Te autors are Assistant Professor of Marketing, Pilip L.

More information

2.3 Creation of Crown Agencies and Borrowing without Authority

2.3 Creation of Crown Agencies and Borrowing without Authority Introduction Crown agencies are distinct legal entities in wic Government olds ownersip and control on bealf of te Province. As a result Government generally appoints te members of te board of directors,

More information

Texto para Discussão. Série Economia

Texto para Discussão. Série Economia Faculdade de Economia, Administração e Contabilidade de Ribeirão Preto Universidade de São Paulo Texto para Discussão Série Economia TD-E 12 / 2011 A Importância da Organização Interna da Firma para o

More information

Draft for Public Comment Australian/New Zealand Standard

Draft for Public Comment Australian/New Zealand Standard COMMITTEE EL-056 DR AS/NZS 3823.4.2:2014 Amd 1:2016 (Project ID: 103934 Draft for Public Comment Australian/New Zealand Standard LIABLE TO ALTERATION DO NOT USE AS A STANDARD BEGINNING DATE FOR COMMENT:

More information

Manpower Requirements of Malaysian Manufacturing Sector under the Third Industrial Master Plan

Manpower Requirements of Malaysian Manufacturing Sector under the Third Industrial Master Plan Malaysian Manpower Journal Requirements of Economic of Malaysian Studies 49 Manufacturing (1): 1-19, 2012 Sector under te Tird Industrial ISSN Master 1511-4554 Plan Manpower Requirements of Malaysian Manufacturing

More information

Chapter 2. Functions and Graphs. 03 Feb 2009 MATH 1314 College Algebra Ch.2 1

Chapter 2. Functions and Graphs. 03 Feb 2009 MATH 1314 College Algebra Ch.2 1 Capter Functions and Graps 03 Feb 009 MATH 1314 College Algebra C. 1 .1 Basics of Functions & Teir Graps 03 Feb 009 MATH 1314 College Algebra C. Objectives Find te domain & range of a relation. Evaluate

More information

Elsevier Editorial System(tm) for International Journal of Research in Marketing Manuscript Draft

Elsevier Editorial System(tm) for International Journal of Research in Marketing Manuscript Draft Elsevier Editorial System(tm) or International Journal o Researc in Marketing Manuscript Drat Manuscript Number: IJRM-D-12-00258R2 Title: THE EFFECTS OF A "NO-HAGGLE" CHANNEL ON MARKETING STRATEGIES Article

More information

ANALYSIS OF TENSION MEMBERS

ANALYSIS OF TENSION MEMBERS CHATER Structural Steel Design LRFD Metod Tird Edition ANALYSIS OF TENSION MEMBERS A. J. Clark Scool of Engineering Department of Civil and Environmental Engineering art II Structural Steel Design and

More information

FORMING OF MICROSTRUCTURE OF THE AL-SI-FE-MN SYSTEM ALLOY BY EQUAL CHANNEL ANGULAR PRESSING WITH BACKPRESSURE

FORMING OF MICROSTRUCTURE OF THE AL-SI-FE-MN SYSTEM ALLOY BY EQUAL CHANNEL ANGULAR PRESSING WITH BACKPRESSURE FORMING OF MICROSTRUCTURE OF THE AL-SI-FE-MN SYSTEM ALLOY BY EQUAL CHANNEL ANGULAR PRESSING WITH BACKPRESSURE Abdrakman NAIZABEKOV (1), Violetta ANDREYACHSHENKO (1), Jiri KLIBER (2) (1)Karaganda State

More information

Computer Simulated Shopping Experiments for Analyzing Dynamic Purchasing Patterns: Validation and Guidelines

Computer Simulated Shopping Experiments for Analyzing Dynamic Purchasing Patterns: Validation and Guidelines Computer Simulated Sopping Experiments for Analyzing Dynamic Purcasing Patterns: Validation and Guidelines Katia Campo 1, Els Gijsbrects 2, and Fabienne Guerra 3 1 Senior Manager Modeling & Analytics Accuris

More information

Personalized Pricing and Quality Differentiation on the Internet

Personalized Pricing and Quality Differentiation on the Internet Review of Marketing Science Working Papers Volume 2 Issue 1 Article 3 12-6-2002 Personalized Pricing and Quality Differentiation on te Internet Anindya Gose Carnegie Mellon University, agose@andrew.cmu.edu

More information

ANALYSIS OF DEEPSTALL LANDING FOR UAV

ANALYSIS OF DEEPSTALL LANDING FOR UAV 26 TH INTERNATIONAL CONGRE OF THE AERONAUTICAL CIENCE ANALYI OF DEEPTALL LANDING FOR UAV Hiroki Taniguci* *Te University of Tokyo Keywords: stall landing, UAV, landing metod Abstract Deepstall landing

More information

EFFICIENCY: WASTE. MICROECONOMICS Principles and Analysis Frank Cowell. Almost essential Welfare and Efficiency. Frank Cowell: Efficiency-Waste

EFFICIENCY: WASTE. MICROECONOMICS Principles and Analysis Frank Cowell. Almost essential Welfare and Efficiency. Frank Cowell: Efficiency-Waste Prerequisites Almost essential Welfare and Efficiency EFFICIENCY: WASTE MICROECONOMICS Principles and Analysis Frank Cowell Agenda Build on te efficiency presentation Focus on relation between competition

More information

Open Access The Current Situation and Development of Fire Resistance Design for Steel Structures in China

Open Access The Current Situation and Development of Fire Resistance Design for Steel Structures in China Te Open Construction and Building Tecnology Journal, 010, 4, 55-63 55 Open Access Te Current Situation and Development of Fire Resistance Design for Steel Structures in Cina Jinceng Zao* and Xiuying Yang

More information

Innovation Management. Innovation Strategies Francesca Cabiddu 25-27/05/2015

Innovation Management. Innovation Strategies Francesca Cabiddu 25-27/05/2015 Innovation Management Innovation Strategies Francesca Cabiddu 25-27/05/2015 Session Plan Limits of Rational Planning Leadership or Follower Strategy? Influence of National Systems Firm-level processes

More information

ASSESSMENT OF THE POWER CURVE FLATTENING METHOD: AN APPROACH TO SMART GRIDS

ASSESSMENT OF THE POWER CURVE FLATTENING METHOD: AN APPROACH TO SMART GRIDS ASSESSENT OF THE POWER CURVE FLATTENING ETHOD: AN APPROACH TO SART GRIDS S. CARILLO APARICIO F. J. LEIVA ROJO Giacomo PETRETTO Gianluca GIGLIUCCI SmartGrids Endesa Red I+D Endesa S.A. Enel Ingegneria e

More information

PREDICTION OF METAL PLASTICITY DURING THE METAL FORMING PROCESS. Y.E. Beygelzimer (DonSTU, Ukraine), D.V. Orlov (DonSTU, Ukraine)

PREDICTION OF METAL PLASTICITY DURING THE METAL FORMING PROCESS. Y.E. Beygelzimer (DonSTU, Ukraine), D.V. Orlov (DonSTU, Ukraine) PREDICTION OF METAL PLASTICITY DURING THE METAL FORMING PROCESS Y.E. Beygelzimer (DonSTU, Ukraine), D.V. Orlov (DonSTU, Ukraine) ABSTRACT Te matematical model of plastic deformation of structurally inomogeneous

More information

COMPETENCE OF PHA TEAMS

COMPETENCE OF PHA TEAMS COMPETENCE OF PHA TEAMS by Paul Baybutt paulb@primatec.com www.primatec.com Presented at te American Institute of Cemical Engineers 10t Global Congress on Process Safety New Orleans, Louisiana Marc 30

More information

DIRECT VERSUS TERMINAL ROUTING ON A MARITIME HUB-AND-SPOKE CONTAINER NETWORK

DIRECT VERSUS TERMINAL ROUTING ON A MARITIME HUB-AND-SPOKE CONTAINER NETWORK Journal of Marine Science and Tecnology, Vol. 13, No. 3, pp. 209-217 (2005) 209 DIRECT VERSUS TERMINAL ROUTING ON A MARITIME HUB-AND-SPOKE CONTAINER NETWORK Caug-Ing Hsu* and Yu-Ping Hsie** Key words:

More information

Discussion Paper No The Effects of Quotas on Vertical Intra-Industry Trade. Stefan H. Lutz

Discussion Paper No The Effects of Quotas on Vertical Intra-Industry Trade. Stefan H. Lutz Discussion Paper No. 02-61 Te Effects of Quotas on Vertical Intra-Industry Trade Stefan H. Lutz ZEW Zentrum für Europäisce Wirtscaftsforscung GmbH Centre for European Economic Researc Discussion Paper

More information

Scaling Effects in Laser-Based Additive Manufacturing Processes

Scaling Effects in Laser-Based Additive Manufacturing Processes Scaling Effects in Laser-Based Additive Manufacturing Processes Andrew J. Birnbaum and Jack L. Beut Department of Mecanical Engineering Carnegie Mellon University Pittsburg, Pa 15213 James W. Sears Advanced

More information

Measurement and Reporting of Vapor Phase Mercury Emissions from Low-Emitting Stationary Sources (DRAFT 9/25/08)

Measurement and Reporting of Vapor Phase Mercury Emissions from Low-Emitting Stationary Sources (DRAFT 9/25/08) Measurement and Reporting of Vapor Pase Mercury Emissions from Low-Emitting Stationary Sources (DRAFT 9/25/08) 1. Scope and Application Te purpose of tis protocol is to establis procedures for te measurement

More information

A Study on Pendulum Seismic Isolators for High-Rise Buildings

A Study on Pendulum Seismic Isolators for High-Rise Buildings ctbu.org/papers Title: Autors: Subjects: Keywords: A Study on Pendulum Seismic Isolators for Hig-Rise Buildings Ikuo Tatemici, Maeda Corp. Mamoru Kawaguci, Kawaguci & Engineers Masaru Abe, Hosei University

More information

DRAFT PAPER MODELING AND VISUALIZATION FOR IMAGING OF SUBSURFACE DAMAGE

DRAFT PAPER MODELING AND VISUALIZATION FOR IMAGING OF SUBSURFACE DAMAGE 7t Middle East NDT Conference & Exibition Gulf International Convention Center, Gulf Hotel Manama, Kingdom of Barain September 13-16, 2015 MODELING AND VISUALIZATION FOR IMAGING OF SUBSURFACE DAMAGE Neil

More information

DEPARTMENT OF ECONOMICS

DEPARTMENT OF ECONOMICS ISSN 0819-2642 ISBN 978 0 7340 3732 9 THE UNIVERSITY OF MELBOURNE DEPARTMENT OF ECONOMICS RESEARCH PAPER NUMBER 1022 December 2007 Hours of Work: A Demand Perspective by Robert Dixon & Jon Freebairn Department

More information

Effect Weibull Distribution Parameters Calculating Methods on Energy Output of a Wind Turbine: A Study Case

Effect Weibull Distribution Parameters Calculating Methods on Energy Output of a Wind Turbine: A Study Case Int. J. of Termal & Environmental Engineering Volume 14, No. 2 (2017) 163-173 Effect Weibull Distribution Parameters Calculating Metods on Energy Output of a Wind Turbine: Study Case beer Qawasmi, Suil

More information

Evaluating adaptability of filtration technology to high-turbidity water purification

Evaluating adaptability of filtration technology to high-turbidity water purification Evaluating adaptability of filtration tecnology to ig-turbidity water purification Hiroyuki Takino*, Yuici Izutsu*, Mami Nakamaci*, Daiji Nagasio* *Hansin Water Supply Autority, Kobe City, Japan, 658-73

More information

Sustainable transportation and order quantity: insights from multiobjective optimization Bouchery, Y.; Ghaffari, A.; Jemai, Z.; Fransoo, J.C.

Sustainable transportation and order quantity: insights from multiobjective optimization Bouchery, Y.; Ghaffari, A.; Jemai, Z.; Fransoo, J.C. Sustainable transportation and order quantity: insigts from multiobjective optimization Boucery, Y.; Gaffari, A.; Jemai, Z.; Fransoo, J.. Publised in: Flexible Services and Manufacturing Journal DOI: 0.007/s0696-06-940-z

More information

Citation for published version (APA): Riezebos, J. (2002). Time bucket size and lot-splitting approach. s.n.

Citation for published version (APA): Riezebos, J. (2002). Time bucket size and lot-splitting approach. s.n. University of Groningen Time bucket size and lot-splitting approac Riezebos, Jan IMPORTANT NOTE: You are advised to consult te publiser's version (publiser's PDF) if you wis to cite from it. Please ceck

More information

Efficient Resource Management using Advance Reservations for Heterogeneous Grids

Efficient Resource Management using Advance Reservations for Heterogeneous Grids Efficient Resource Management using Advance Reservations for Heterogeneous Grids Claris Castillo, George N. Rouskas, Kaled Harfous Department of Computer Science Nort Carolina State University Raleig,

More information

DO ATTITUDES AFFECT BEHAVIORAL CHOICES OR VICE-VERSA: UNCOVERING LATENT SEGMENTS WITHIN A HETEROGENEOUS POPULATION

DO ATTITUDES AFFECT BEHAVIORAL CHOICES OR VICE-VERSA: UNCOVERING LATENT SEGMENTS WITHIN A HETEROGENEOUS POPULATION DO ATTITUDES AFFECT BEHAVIORAL CHOICES OR VICE-VERSA: UNCOVERING LATENT SEGMENTS WITHIN A HETEROGENEOUS POPULATION Sivam Sarda Arizona State University, Scool of Sustainable Engineering and te Built Environment

More information

ROBUST SCHEDULING UNDER TIME-SENSITIVE ELECTRICITY PRICES FOR CONTINUOUS POWER- INTENSIVE PROCESSES

ROBUST SCHEDULING UNDER TIME-SENSITIVE ELECTRICITY PRICES FOR CONTINUOUS POWER- INTENSIVE PROCESSES ROBUST SCHEDULING UNDER TIME-SENSITIVE ELECTRICITY PRICES FOR CONTINUOUS POWER- INTENSIVE PROCESSES Sumit Mitra *a, Ignacio E. Grossmann a, Jose M. Pinto b and Nikil Arora c a Carnegie Mellon University,

More information

Richard Bolstein, George Mason University

Richard Bolstein, George Mason University I. INTRODUCTION RANDOM MOMENT SAMPLING TO ESTIMATE ALLOCATION OF WORK EFFORT Ricard Bolstein, George Mason University Te proper determination of federal, state, and local sare of administrative costs of

More information

Sell First, Fix Later: Impact of Patching on Software Quality

Sell First, Fix Later: Impact of Patching on Software Quality Carnegie Mellon University Researc Sowcase @ CMU Heinz College Researc Heinz College 7-003 Sell First, Fix Later: Impact of Patcing on Software Quality Asis Arora Carnegie Mellon University Jonatan P.

More information

2.37 Inland Fish and Game Licences. Introduction 1997 $ 1, , , , , ,102

2.37 Inland Fish and Game Licences. Introduction 1997 $ 1, , , , , ,102 Introduction Te Wildlife Division of te Department of Environment and Conservation is responsible for te administration of inland fis and game licences. Te Division is located in Corner Brook on te Province's

More information

Transportation Research Forum

Transportation Research Forum Transportation Researc Forum Comparison of Alternative Metods for Estimating Houseold Trip Rates of Cross-Classification Cells wit Inadequate Data Autor(s): Judit L. Mwakalonge and Daniel A. Badoe Source:

More information

PHASE CHANGE MATERIALS

PHASE CHANGE MATERIALS 18 TECHNOOGY REVIEW: PHASE CHANGE MATERIAS Qpedia continues its review of tecnologies developed for electronics cooling applications. We are presenting selected patents tat were awarded to developers around

More information

Protecting the Environment and the Poor:

Protecting the Environment and the Poor: Protecting te Environment and te Poor: A Public Goods Framework, and an Application to Indonesia Gunnar S. Eskeland Te World Bank Cingying Kong Georgetown University Development Researc Group Te World

More information

Consumer price indices: provisional data December 2015

Consumer price indices: provisional data December 2015 5 January 2016 Consumer price indices: provisional data December 2015 In December 2015, according to provisional estimates, te Italian consumer price index for te wole nation (NIC) eld steady on montly

More information

Block Order Restrictions in Combinatorial Electric Energy Auctions

Block Order Restrictions in Combinatorial Electric Energy Auctions Tis is te post-print version of tis article: Meeus, L., Veraegen, K., Belmans, R., 2009. Block order restrictions in combinatorial electric energy auctions. European Journal of Operational Researc, 196(3),

More information

Passing services without the need of routing the walls.

Passing services without the need of routing the walls. Data seet Metallic skirting for floor tile coverings. Metallic profiles for skirtings. Tey ave a ig mecanical resistance wit a functional, modern design. Specially recommended for office floors and raised

More information

Consumer price indices: final data

Consumer price indices: final data 14 December 2015 Consumer price indices: final data November 2015 In November 2015, te Italian consumer price index for te wole nation (NIC) declined by 0.4% compared wit te previous mont and rose by 0.1

More information

Universitat Autònoma de Barcelona Department of Applied Economics

Universitat Autònoma de Barcelona Department of Applied Economics Universitat Autònoma de Barcelona Department of Applied Economics Annual Report Endogenous R&D investment when learning and technological distance affects absorption capacity Author: Jorge Luis Paz Panizo

More information

Power-Aware Task Scheduling for Dynamic Voltage Selection and Power Management for Multiprocessors

Power-Aware Task Scheduling for Dynamic Voltage Selection and Power Management for Multiprocessors Power-Aware Task Sceduling for Dynamic Voltage Selection and Power Management for Multiprocessors HyunJin Kim 1, Jin-o An 2, Hong-Sik Kim 1 and Sungo Kang 1 1 Department of Electrical and Electronic Engineering,

More information

Labor Supply with Social Interactions: Econometric Estimates and Their Tax Policy Implications

Labor Supply with Social Interactions: Econometric Estimates and Their Tax Policy Implications DISCUSSION PAPER SERIES IZA DP No. 3034 Labor Supply wit Social Interactions: Econometric Estimates and Teir Tax Policy Implications Andrew Grodner Tomas J. Kniesner September 2007 Forscungsinstitut zur

More information

Optimization of maintenance strategies and ROI analysis of CMS through RAM-LCC analysis. A wind energy sector case study.

Optimization of maintenance strategies and ROI analysis of CMS through RAM-LCC analysis. A wind energy sector case study. 8t European Worksop On Structural Healt Monitoring (EWSHM 2016), 5-8 July 2016, Spain, Bilbao www.ndt.net/app.ewshm2016 Optimization of maintenance strategies and ROI analysis of CMS troug RAM-LCC analysis.

More information

Københavns Universitet. A regional econometric sector model for Danish agriculture Jensen, Jørgen Dejgård; Andersen, Martin; Christensen, Knud

Københavns Universitet. A regional econometric sector model for Danish agriculture Jensen, Jørgen Dejgård; Andersen, Martin; Christensen, Knud university of copenagen Købenavns Universitet A regional econometric sector model for Danis agriculture Jensen, Jørgen Dejgård; Andersen, Martin; Cristensen, Knud Publication date: 2001 Document Version

More information

Standard Test Method for Fracture Strength in Cleavage of Adhesives in Bonded Metal Joints 1

Standard Test Method for Fracture Strength in Cleavage of Adhesives in Bonded Metal Joints 1 Designation: D 3433 99 Standard Test Metod for Fracture Strengt in Cleavage of Adesives in Bonded Metal Joints 1 Tis standard is issued under te fixed designation D 3433; te number immediately following

More information

MANY ROADS TO TRAVEL: ALTERNATIVE APPROACHES TO ROUTE SELECTION FOR YUCCA MOUNTATION SHIPMENTS

MANY ROADS TO TRAVEL: ALTERNATIVE APPROACHES TO ROUTE SELECTION FOR YUCCA MOUNTATION SHIPMENTS MANY ROADS TO TRAVEL: ALTERNATIVE APPROACHES TO ROUTE SELECTION FOR YUCCA MOUNTATION SHIPMENTS Fred Dilger (fcd@co.clark.nv.us) Clark County Nuclear Waste Division Las Vegas, NV 89101 Robert J. Halstead

More information

Consumer price indices: provisional data December 2016

Consumer price indices: provisional data December 2016 4 January 2017 Consumer price indices: provisional data December 2016 In December 2016, according to provisional estimates, te Italian consumer price index for te wole nation (NIC) increased by 0.4% on

More information

The Manufacture and Test of (110) Orientated Silicon Based Micro Heat Exchanger

The Manufacture and Test of (110) Orientated Silicon Based Micro Heat Exchanger Tamkang Journal of Science and Engineering, Vol. 5, No. 3, pp. 129-136 (2002) 129 Te Manufacture and Test of (110) Orientated Silicon Based Micro Heat Excanger Sung-Wen Kang, Yu-Tang Cen and Guang-Sang

More information

Consumer prices: final data

Consumer prices: final data 16 January 2018 Consumer prices: final data December 2017 In December 2017, te Italian consumer price index for te wole nation (NIC) increased by 0.4% on montly basis and by 0.9 wit respect to December

More information

PRICING AND SCHEDULING STRATEGIES FOR AIR CARGO CARRIERS: A NON-COOPERATIVE GAME APPROACH

PRICING AND SCHEDULING STRATEGIES FOR AIR CARGO CARRIERS: A NON-COOPERATIVE GAME APPROACH Advanced OR and AI Metods in Transportation PRICING AND SCHEDULING STRATEGIES FOR AIR CARGO CARRIERS: A NON-COOPERATIVE GAME APPROACH Oliver F. SHYR 1, Yuan-Lu LEE Abstract. As an oligopoly maret, te pricing

More information

Mitigating autogenous shrinkage of hardening concrete

Mitigating autogenous shrinkage of hardening concrete Mitigating autogenous srinkage of ardening concrete H.W.M. van der Ham, E.A.B. Koenders & K. van Breugel Delft University of Tecnology, Delft, Neterlands ABSTRACT: Te probability of early age cracking

More information

Geothermal Energy For Residential Co-Generation

Geothermal Energy For Residential Co-Generation Geotermal Energy For Residential Co-Generation COROIU Miaela PD student Electrical Engineering Faculty, Tecnical University of Cluj-Napoca, Romania Energy Efficiency Director Energobit S.A. Cluj-Napoca,

More information

ABSTRACT INTRODUCTION

ABSTRACT INTRODUCTION Journal Journal o Cemical o Cemical Tecnology and and Metallurgy, 5, 3, 5, 25, 3, 25 38-33 STUD OF BROADENING IN A COMBINED PROCESS ROLLING - PRESSING USING AN EQUAL-CHANNEL STEP DIE Adrakman Naizaekov,

More information

Consumer Panic Buying and Quota Policy under Supply Disruptions

Consumer Panic Buying and Quota Policy under Supply Disruptions Submitted to Manufacturing & Service Operations Management manuscript Consumer Panic Buying and Quota Policy under Supply Disruptions Biying Sou Dept. of Management Sciences, City University of Hong Kong,

More information

Floor decoration. Residential and public use. Permanently damp environments and direct contact with water.

Floor decoration. Residential and public use. Permanently damp environments and direct contact with water. Data seet Rigt angle profile for corners and wall and floor tile coverings. Decorative use as a metallic line. is a rigt angle, corner saped profile, wit bot sides of te same lengt. Tis design makes a

More information

R-20F method: An approach for measuring the isolation effect of foams used fighting forest fires

R-20F method: An approach for measuring the isolation effect of foams used fighting forest fires AARMS Vol. 11, No. 2 (2012) 233 247 TECHNOLOGY R-20F metod: An approac for measuring te isolation effect of foams used figting forest fires ÁGOSTON RESTÁS* National University of Public Service, Budapest,

More information

Improved Fuzzy Load Models by Clustering Techniques in Distribution Network Control

Improved Fuzzy Load Models by Clustering Techniques in Distribution Network Control International Journal on Electrical Engineering and Informatics - Volume 3, Number 2, 20 Improved Fuzzy Load Models by Clustering Tecniques in Distribution Network Control George Grigoras, P.D. * and George

More information

Labor Market Responses to Legal Work Hour Reduction: Evidence from Japan 1

Labor Market Responses to Legal Work Hour Reduction: Evidence from Japan 1 Labor Market Responses to Legal Work Hour Reduction: Evidence from Japan 1 Daiji Kawaguci 2 and Hisairo Naito 3 and Izumi Yokoyama 4 December 27, 2008 1 Tis paper is a part of te researc program by te

More information

Trade Liberalization, Exports and Technology Upgrading: Evidence on the Impact of MERCOSUR on Argentinean Firms Paula Bustos * August 2009

Trade Liberalization, Exports and Technology Upgrading: Evidence on the Impact of MERCOSUR on Argentinean Firms Paula Bustos * August 2009 Trade Liberalization, Eports and Tecnology Upgrading: Evidence on te Impact o MERCOSUR on Argentinean Firms Paula Bustos * August 2009 Abstract Tis paper studies te impact o a regional ree trade agreement,

More information

10. Design Optimization Overview

10. Design Optimization Overview 10. Design Optimization Overview November 2013 QII52021-13.1.0 QII52021-13.1.0 Tis capter introduces eatures in Altera s Quartus II sotware tat you can use to acieve te igest design perormance wen you

More information

Residential and public use. Permanently damp environments and direct contact with water. Outdoors, use pro-part inox. Do not use in pools.

Residential and public use. Permanently damp environments and direct contact with water. Outdoors, use pro-part inox. Do not use in pools. Data seet pro-telo Metal decorative profile for ceramic wall tiles. Flangeless metallic line for tiles of any tickness. Available in a wide variety of materials, finises and dimensions, tey represent an

More information

Consumer prices: final data November 2017

Consumer prices: final data November 2017 14 December 2017 Consumer prices: final data November 2017 In November 2017, te Italian consumer price index for te wole nation (NIC) decreased by 0.2% on montly basis and increased by 0.9% compared wit

More information

Consumer prices: provisional data April 2017

Consumer prices: provisional data April 2017 28 April 2017 Consumer prices: provisional data April 2017 In April 2017, according to preliminary estimates, te Italian consumer price index for te wole nation (NIC) increased by 0.3% on montly basis

More information

Consumer prices: final data July 2017

Consumer prices: final data July 2017 11 August 2017 Consumer prices: final data July 2017 In July 2017 te Italian consumer price index for te wole nation (NIC) increased by 0.1% on montly basis and by 1.1% compared wit July 2016, down from

More information

technicalmonograph Natural ventilation strategies for refurbishment projects Can we avoid mechanical ventilation?

technicalmonograph Natural ventilation strategies for refurbishment projects Can we avoid mechanical ventilation? tecnicalmonograp 3 Natural ventilation strategies for refurbisment projects Tis tecnical monograp is one of a set produced as part of te REVIVAL project an EU Energie Programme supported demonstration

More information

UC Berkeley Research Reports

UC Berkeley Research Reports UC Berkeley Researc Reports Title Crane Double Cycling in Container Ports: Affect on Sip Dwell Time Permalink ttps://escolarsip.org/uc/item/9qp7p7jq Autors Goodcild, Anne V. Daganzo, Carlos F. Publication

More information

On the mode of Competition as a Collusive Perspective in Unionized Oligopoly

On the mode of Competition as a Collusive Perspective in Unionized Oligopoly On the mode of Competition as a Collusive Perspective in Unionized Oligopoly Minas Vlassis * Maria Varvataki Department of Economics, University of Crete, Gallos University Campus, Rethymnon 74100, Greece

More information

Managing Technological Innovation

Managing Technological Innovation Articles Managing Technological Innovation Technological Innovation Definition: The process of developing new, marketed products and/or new production and delivery systems. Burgelman et al. 1A. Tinkering/

More information

Wildlife conservation, human welfare and the failure of protected areas

Wildlife conservation, human welfare and the failure of protected areas Wildlife conservation, uman welfare and te failure of protected areas nne Borge Joannesen Norwegian University of Science and Tecnology Department of Economics NO-7491 Trondeim, Norway (E-mail: anne.borge@svt.ntnu.no)

More information

A NON-PARAMETRIC ESTIMATOR FOR RESERVE PRICES IN PROCUREMENT AUCTIONS

A NON-PARAMETRIC ESTIMATOR FOR RESERVE PRICES IN PROCUREMENT AUCTIONS A NON-PARAMETRIC ESTIMATOR FOR RESERVE PRICES IN PROCUREMENT AUCTIONS MARTIN BICHLER and JAYANT KALAGNANAM IBM T. J. Watson Researc Center Yorktown Heigts, NY 0598, USA {bicler, jayant}@us.ibm.com Abstract.

More information

Social Capital Formation Ensuring Inclusive Growth: A Development Mechanics for Backward Region

Social Capital Formation Ensuring Inclusive Growth: A Development Mechanics for Backward Region MPRA Munic Personal RePEc Arcive Social Capital Formation Ensuring Inclusive Growt: A Development Mecanics for Backward Region Soumyananda Dinda Sido Kano Birsa University, Purulia 4. November 01 Online

More information

Abrand choice model with heterogeneous price-threshold parameters is used to investigate a three-regime

Abrand choice model with heterogeneous price-threshold parameters is used to investigate a three-regime Vol. 25, No. 4, July August 2006, pp. 384 391 issn 0732-2399 eissn 1526-548X 06 2504 0384 informs doi 10.1287/mksc.1050.0181 2006 INFORMS Researc Note Estimating Heterogeneous Price Tresolds Nobuiko Terui

More information

Energy Consumption Scheduling in a Smart Grid Including Renewable Energy

Energy Consumption Scheduling in a Smart Grid Including Renewable Energy J Inf Process Syst, Vol.11, No.1, pp.116~124, Marc 2015 ttp://dx.doi.org/10.3745/jips.03.0022 ISSN 1976-913X (Print) ISSN 2092-805X (lectronic) nergy Consumption Sceduling in a Smart Grid Including Renewable

More information