Consumer Willingness to Pay for Swiss Chicken Meat: An In-store Survey to Link Stated and Revealed Buying Behaviour

Size: px
Start display at page:

Download "Consumer Willingness to Pay for Swiss Chicken Meat: An In-store Survey to Link Stated and Revealed Buying Behaviour"

Transcription

1 1 Consumer Wllngness to Pay for Swss Chcken Meat: An In-store Survey to Lnk Stated and Revealed Buyng Behavour Bollger C. 1, Révron S. 1 1 ETH Zurch (Swss Federal Insttute of Technology), Agr-Food & Agr-Envronmental Economcs Group, Swtzerland Abstract In a global economy food orgn s ganng ncreasng attenton as determnng purchase crteron n food consumpton. Consequently, for many consumers a product s country-of-orgn (COO) s an mportant cue n evaluatng both domestc and foregn products. A double-bounded dchotomous choce approach n an n-store settng was used to assess consumers preference and wllngness-to-pay (WTP) for the product attrbute Swss orgn relatve to European orgn for chcken meat. Data collecton took place n the poultry secton of sx grocery stores n Francophone Swtzerland. Sample selecton was based on the consumer s purchase decson, that s only actual chcken buyers were questoned. Durng the survey product data of partcpants actual purchase were recorded. Thus, both hypothetcal stated and revealed consumer behavour data were collected. Based on 450 records we hghlght four dfferent consumer segments, notably Loyal Swss, Low Prce Swss Zappers, Prce Orentated, and The Gourmets. At an equal prce, 90% of the entre sample prefers Swss chcken meat. To elct mean WTP for Swss orgn we used logt analyss. The results ndcate that mean WTP dffers sgnfcantly between the hghlghted consumer segments. Loyal Swss medum to hgh prced Swss chcken meat consumers are wllng to pay a premum of about 7.40 Euros per klo chcken breast of Swss orgn. Ths premum corresponds wth actual prce dfferences of at most 7.50 /kg for Swss chcken breast relatve to European found n the researched grocery stores. Low Prce Swss Zappers are wllng to pay a premum of 2.10 /kg chcken breast of Swss orgn. In contrast, the Prce Orentated and The Gourmets are not wllng to pay any premum for Swss orgn. Ths corresponds wth ther revealed purchase behavour as they bought mported European chcken. Consderng mean WTP for the entre sample of 3.00 /kg for Swss orgn, we conclude that ths s not a good predctor for specfc consumer segments. It over-, or underestmates mean WTP of the hghlghted consumer segments. Usng both stated and revealed consumer behavour data, we are able to calculate consumer group specfc mean WTP whch leads to more approprate results for agrbusness and marketng purposes. Keywords contngent valuaton method, country-oforgn, wllngness-to-pay I. INTRODUCTION Food orgn s an mportant product characterstc for many consumers. It affects the sgnfcance whch consumers assocate wth dstnct foods. Wth the expandng global economy, aspects concernng country-of-orgn (COO) and ts communcaton are ganng n mportance especally n the agro-food sector. For many consumers worldwde, orgn s a determnng purchase crteron n food consumpton ([1], [2]). Felzensten et al. [3] even consder COO as the ffth element n marketng-mx. In Swtzerland, aspects concernng country-of-orgn of foods currently draw addtonal attenton because of a free trade agreement n the agro-food sector whch s beng consdered between Swtzerland and the European Unon (EU). Such an agreement would put Swss value-added chan n the food sector and Swss agrculture n partcular under a strong pressure regardng przng and product placement on domestc market. Consequently, Swss agrculture needs to evaluate the potental of ther produce on domestc market under such a new framework, consderng the fact that comparable EU-products at partally multple reduced rate push on Swss market. From ths perspectve t s of vtal mportance to know domestc consumers and ther needs, preferences and wllngness-to-pay (WTP) wth regard to Swss agrcultural and food products. If consumers prefer domestc agrcultural products and assocate Swss orgn wth an addtonal beneft n connecton wth a hgher WTP, potentals arse regardng product postonng and marketng. We nvestgated ths ssue n regard to chcken meat n an n-store consumer survey n French speakng Swtzerland. The results of our nvestgaton are the subject of ths contrbuton. To estmate consumers preference and WTP regardng the product attrbute Swss orgn we used a double-bounded dchotomous choce approach

2 2 whch was adopted by Lourero et al. [4]. Unlke Lourero et al. [4], sample selecton n our approach was solely based on the actual consumer s purchase decson, meanng that only actual chcken buyers were questoned. Ths enabled us to collect both stated and revealed consumer behavour data. The man objectves of the paper are twofold: Frst, we ntroduce our sample selecton approach, second, we analyse factors nfluencng consumers preferences and WTP for Swss chcken. The artcle s structured as follows: An overvew of relevant country-of-orgn lterature s gven. Then data collecton and methodologcal aspects are presented followed by presentng emprcal results. We end wth a short concluson. II. COUNTRY-OF-ORIGIN FOR FOOD Food products have a hgh proporton of experence and an ncreasng share of credence attrbutes ([5], [6]). Consumers make decsons about the qualty of products based on a systematc process of acquston, evaluaton and ntegraton of product nformaton or cues. For ths reason t becomes apparent why extrnsc product cues gan n mportance wthn food. Country-of-orgn s regarded as such a cue. In the lterature however, COO has been dentfed as both extrnsc ndcator and credence attrbute respectvely. The dstncton between extrnsc cue and credence attrbute n the COO lterature depends largely on the use of dfferent theoretcal frameworks. Past research shows that the orgn of food nfluences consumers decson-makng n substantal and complex ways wth regard to atttudes, evaluaton, and wllngness-to-pay [7]. A. Atttudes In regard to atttudes Gürhan-Canl and Masheswaran [8] examne COO percepton under dfferent degrees of motvaton to process avalable nformaton. The authors conclude that COO percepton s more favourable under low motvaton because less effort s needed n attrbute processng. Based on a mxed logt model, Alfnes [9] showed, that on average, Norwegan consumers preferred domestc or Swedsh beef to beef from more dstant countres. In addton, beef from developed countres was preferred to beef from less developed countres such as Botswana. These fndngs are n lne wth Jurc and Worsley [10] who found that food from neghbourng countres are perceved as beng superor to food from more dstant countres whch are due to smlar cultural belefs and areal proxmty. Thus, atttudes toward COO s nfluenced by personal degree of motvaton, cultural and areal proxmty and the country-of-orgns development status. B. Evaluaton In a meta-analyss Lefeld [11] found a generally postve mpact of COO wth regard to product evaluaton. Becker [12] nvestgated n a large European consumer survey 3000 partcpants n sx EU countres (Germany, Ireland, Italy, Span, Sweden, and the UK) consderng the helpfulness of ntrnsc and extrnsc cues n assessng the eatng qualty of meat (beef, pork, and chcken) whle shoppng. On average, COO, alongsde colour and place of purchase, are regarded as most helpful n assessng both eatng qualty and food safety concerns of meat. But dstnct dfferences between the researched countres were observed. In Germany and Sweden COO s the most mportant factor determnng both eatng qualty and safety aspects. In the UK, however, colour, leanness, or place of purchase was regarded as most mportant. Usng data from mal surveys n France, Germany and the UK, Roosen et al. [13] determned European consumers preference for beef labellng strateges assocated wth orgn-labellng, prvate brands, and mandatory labellng of beef from cattle fed genetcally modfed corn. Consumers n France and Germany ndcated that the orgn of ther beef was more mportant than any other product attrbute such as brand, prce, marblng, or fat content. In the UK however, colour, prce and fat content were most mportant. These fndngs are n lne wth Becker [12]. Verbeke and Ward [14] conducted a survey to explore the mportance of traceablty, COO, and several beef qualty cues n Belgum. Survey partcpants expressed more nterest n labellng cues denotng qualty and qualty standards than n labellng cues related to traceablty and orgn. Verlegh and Steenkamp [15] found that the value of COO nformaton n product evaluaton tends to decrease as nformaton s provded about other product attrbutes. In ther meta-analyss of COO-studes, the authors ndcate that besdes cogntve qualty related nformaton, COO nformaton also provdes affectve and normatve

3 3 nformaton. In a conjont experment, Tanner Ehmke et al. [16] elct consumers preferences of nformaton on COO, on organc producton, and genetc modfcaton (GM) n developed (France, USA) and developng countres (Chna, Nger). The authors found that COO nformaton s not as mportant as genetcally modfed content nformaton (France, USA, and Nger) or organc producton (Chna). Thus, for ndvduals wth qualty and food safety nformaton needs, COO nformaton s relatvely less mportant wth regard to GM or organc food nformaton. C. Wllngness-to-Pay Whether for safety, qualty or an orgn-based deology, country-of-orgn for foodstuff has been assocated wth postve wllngness to pay for the own country ([17], [18], [19], [20], [21], [22], [23]). In a sample of Colorado (USA) consumers, Lourero and Umberger [19] estmated n a dchotomous choce set mean wllngness to pay for a US mandatory labellng program, as well as for US Certfed steak and hamburger. The authors conclude that respondents ndcated they were wllng to pay on average large premums to obtan US Certfed steak and hamburger. In another WTP study on COO-Labellng, expermental aucton method was used to elct Chcago and Denver consumers preferences and premums for COOL [17]. About 70% of the consumers were wllng to pay an average premum of about 20% for a USA Guaranteed steak over an unlabeled, generc steak. In the most expansve study Lourero and Umberger [20] used dchotomous choce set to assess contnental US consumers to ndcate ther wllngness to pay for COOL program appled to beef steaks, chcken breasts, and pork chops, all labelled as US Certfed. In ths case, consumers surveyed were only wllng to pay average premums of % over the orgnal market prce to obtan US Certfed. Fnally, Mabso et al. [22] found n an expermental aucton that COOL garnered average premums for apples and tomatoes. All of the WTP studes utlzed common contngent valuaton or expermental aucton methods, whch have been shown to be very useful for determnng values for both nonmarket and market goods. Nevertheless, n evaluatng the ablty of the premums elcted n the WTP studes, one should also consder the mportance of country of orgn and source assurance relatve to other experence and search attrbutes [18]. Thus, based on a choce experment Lourero and Umberger [21] concluded that US consumers preference and WTP for COO labelled rb eye beef steak s relatve n comparson wth other meat attrbutes such as traceablty, tenderness, and food safety. Regardng the dfferent studes above, orgn can be consdered as an mportant attrbute or cue n consumers evaluatng process for food qualty and safety aspects. Furthermore, consumers are wllng to pay a certan premum for country-of-orgn. From a marketng pont of vew these fndngs are relevant, but the mpact of orgn along wth dfferent consumer segments, and product postonng has not been assessed. Our research s addressed to ths gap. III. DATA COLLECTION AND PRESENTATION Our survey was tested n December The actual survey took place between 5th and 20th January 2007, therefore just pror to the second brd flu epdemc whch restarted n Europe at the end of January. The survey took place n Francophone Swtzerland, n the poultry sectons of sx grocery stores of the largest Swss retaler Mgros. The stores were nearly dentcal n respect to sze, selecton, and product presentaton. An nterestng characterstc of the grocery stores where we surveyed was the large product and prce varetes offered, ncludng dfferent qualtes (conventonal, organc, anmal frendly, orgn) and dfferent chcken meat types (entre chcken, chcken leg, chcken cutlets). Ths allowed consumers to consder a varety of substtutes among chcken meat. For Swss standards the stores can be characterzed as sem-urban or urban, located ether n the cty centre (e.g. Lausanne) or n the agglomeraton (e.g. Geneva). All n all, 548 poultry buyers were questoned; only those 450 partcpants were consdered for our fnal sample, however, who actually bought chcken meat. Buyers of other poultry such as turkey were excluded. A summary of the statstcal data and a descrpton of the varables are gven n table 1. The majorty of the partcpants was female (66%), Swss ctzens (70%), and man household shoppers (75%), belonged to the age group (25%), and had chldren under the age of 18 lvng n ther households (46%). 36% of the partcpants had an educaton level whch ncluded 9 years of basc educaton as well as an apprentceshp. The monthly average household

4 4 Table 1 Summary Statstcs of the Demographc Varables Varable Name Descrpton Frequency Mean Standard Devaton Gender 1 = female 0 = male = 66.0% = 34.0% Age Groups 1 = years old 2 = years old 3 = years old 4 = years old 5 = > 60 years old = 12.7% = 22.0% = 24.9% = 21.3% = 19.1% Orgn 1 = Swss ctzen 0 = other = 70.2% = 29.8% Educaton 1 = mandatory basc educaton 2 = vocatonal tranng 3 = grammar school 4 = unversty degree = 25.6% = 35.6% = 11.6% = 27.3% Famly Sze 1 = 1 person 2 = 2 persons 3 = 3 persons 4 = 4 persons 5 = > 4 persons = 13.8% = 36.0% = 15.8% = 24.2% = 10.2% Chldren 1 = household wth chldren < 18 years 0 = other 1 = < 1800 / month 2 = / month 3 = / month 4 = / month 5 = > 5700 / month = 46.4% = 53.6% = 6.9% = 28.0% = 29.8% = 20.0% = 15.3% Household Income Shopper 1 = man shopper 0 = other = 75.1% = 24.9% ncome was between 3100 and 4400 Euros. 1 In numerous aspects our sample dffers from the demographc structure of the total populaton of francophone Swtzerland: one, the percentage of foregners s slghtly hgher, and two, the number of chldren n one household s sgnfcantly hgher. On the other hand, the educaton level and the household ncome are somewhat lower. In our sample the average household ncome s slghtly above 3100 a month whch s about 500 lower compared to the entre francophone populaton average household ncome. These dfferences can be explaned by the fact that famles, as well as foregners often have a tghter budget and therefore opt for chcken meat, the cheapest meat avalable n Swtzerland (cf. table 2). Besdes the soco-demographc varables, nformaton about partcpants ecologcal and ethologcal concerns, as well 1. Orgnally, all prces, household ncomes, bds, and wllngness-to-pay estmates were collected n Swss Francs. We convert all data nto Euro by dvdng the data gven n Swss Francs wth a factor of 1.6. as the actual purchase decson was collected durng the survey. Addtonally, the partcpants were asked Table 2 Comparson of Soco-demographc Characterstc Soco-demographc Characterstc Sample Francophone Populaton Female 66.0% 51.36% 1) Non-Swss Ctzens 29.8% 26.3% 1) Average Household Sze (Persons) Households wth Chldren < 18 Years Household Income ( / Month) Age Groups 1 = years 2 = years 3 = years 4 = years 5 = > 60 years ) 46.4% 34.67% 2) ) = 12.7% = 22.0% = 24.9% = 21.3% = 19.1% = 18.1% 4) = 18.3% 4) = 20.1% 4) = 16.2% 4) = 27.3% 4) 1) Federal Statstcal Offce (FSO), year 2006; 2) FSO, year 2000; 3) FSO, year 2008; 4) FSO, year 2006; based on the total Swss adult populaton

5 5 about ther three most mportant decson crtera when buyng chcken meat. Further, they were asked to rank them from 1 to 3 (cf. table 3). It became apparent that the product prce was the most mportant prmary decson crteron (27%), followed by product appearance (25%). The orgn and the qualty of the meat were each named by a ffth as ther most mportant decson crteron. Therefore, n the choce of a product, classc search characterstcs take precedence over experence or credence attrbutes. To elct partcpants atttudes toward ecologcal, ethologcal, and santary product aspects trade-off scenaros were used. For ths purpose we used a fve-ter lkert scale. One stood for lowest prce s all mportant, and fve stood for ether short route of transport s all-mportant, anmal welfare s all-mportant, or santary product qualty s all-mportant. For today s customers a conflct of nterest between personal value judgments and prce ncentves has become a daly realty n most purchase decsons, snce nowadays a more expensve, but more ecologcally and/or ethcally produced competng product exsts almost wthout excepton alongsde a standard product. Regardng the ndvdual s ratngs gven to these dfferent product aspects, a clear pcture appears. The more drectly an ndvdual s affected by a product aspect, the more mportant t becomes. Ths s emphaszed n that the hghest average lstng s gven to santary product qualty. In other words, for 73% of the partcpants, product qualty s all-mportant. Concernng anmal welfare, ths number s halved to 46%, and for a mere 28% a short route of transportaton s all-mportant. A summary of the statstcal data and a descrpton of the varables are gven n table 3. Data of the actually purchased chcken product was recorded only wth partcpants consent. Recorded product data conssted of the type of chcken meat (e.g. entre, breast, leg), the prce per klo and prce per packagng unt, the weght, the brand or label, as well as product orgn (cf. table 4). Table 3 Summary Statstcs of Consumer Buyng Crteron and Consumer Concerns Varable Name Descrpton Scaled Values Mean Standard Devaton Rank 1 Rank 2 Transport Anmal Welfare Santary Product Qualty Stated most mportant buyng crteron Stated second most mportant buyng crteron Importance of short transportaton vs. low product prce Importance of anmal welfare vs. low product prce Importance of santary product qualty vs. low product prce 1 = prce per klo or unt = 26.9% 2 = brand or label = 6.4% 3 = appearance = 25.1% 4 = eatng qualty = 20.4% 5 = product orgn = 20.7% 6 = others = 0.4% 1 = prce per klo or unt = 21.1% 2 = brand or label = 6.4% 3 = appearance = 33.6% 4 = eatng qualty = 19.6% 5 = product orgn = 18.7% 6 = others = 0.7% 1 = lowest prce s all mportant = 7.8% 2 = = 7.6% 3 = = 32.0% 4 = = 24.2% 5 = short transport s all mportant = 28.4% 1 = lowest prce s all mportant = 3.8% 2 = = 3.3% 3 = = 20.9% 4 = = 26.0% 5 = anmal welfare s all mportant = 46.0% 1 = lowest prce s all mportant = 3.8% 2 = = 3.3% 3 = = 20.9% 4 = = 26.0% 5 = santary qualty s all mportant = 46.0%

6 6 Table 4 Summary Statstcs of Purchased Chcken Products Varable Name Descrpton Scaled Values Mean Standard Devaton Product Brand Product Prce Product Orgn Product Type Segmentaton based on prce per klo n Swss Francs Fresh chcken meat was only avalable from two orgns Rough dstncton between entre and cut (e.g. breast) chcken meat 1 = Mère Joséphne / Bo = 51.1% 2 = B-Budget = 10.2% 3 = EU-Import / Don Pollo / M-Pc = 27.1% 4 = St. Sever / Le Gaulos = 11.6% 1 = / klo = 22.4% 2 = < and > = 26.4% 3 = and 9.40 = 14.9% 4 = < 9.40 and 8.75 = 4.9% 5 = 8.75 = 31.3% 1 = EU = 39.6% 2 = CH = 60.4% 1 = Cut chcken = 71.6% 2 = Entre chcken = 28.4% IV. METHODOLOGICAL APPROACH Our methodologcal approach to elct wllngness-topay estmates for the product attrbute Swss orgn wth regard to chcken meat orented tself largely along the survey desgn appled by Lourero et al. [4]. To assess WTP for Swss chcken breast we also appled on a double-bounded dchotomous choce model (cf fgure 1). In ths procedure the partcpants are questoned about two bds. The amount of the second bd s contngent upon the answer of the frst bd. Survey partcpants are asked ntally whether they would be wllng to pay a gven sum of money (b 1 ), or not; then they are questoned about a second sum of money whch s hgher (b 2 H ) than the frst (b 2 H > b 1 ) f the frst bd was accepted and lower (b 2 L ) than the frst (b 2 L < b 1 ) f the frst bd was turned down [24]. The set of possble outcomes, here termed S DR, contans four answer sequences to the two WTP questons: S DR = {( No, No ), ( No, Yes ), ( Yes, No ), ( Yes, Yes )}. The survey structure of the double-bounded dchotomous choce model thus offers four possble ntervals for the actual wllngness-to-pay. Based on the depcted procedure, the followng dscrete outcomes are observable: 1 WTP < L L b 2 2 b S DR 2 WTP < b 1 = D = (1) H 3 b 1 WTP < b 2 4 WTP H b 2 WTP here descrbes the ndvdual wllngness-to-pay for Swss chcken cutlets. The WTP functon can be llustrated as follows: WTP = + βz + ε (2) Here, b represents the last bd level whch the partcpant was offered. The observable characterstcs of the ndvdual are represented by the column vector z (lnearty s presupposed). ε s an random varable accountng for unobservable characterstcs wth ε ~ G(0, σ 2 ), where G(0, σ 2 ) denotes a cumulatve dstrbuton functon wth mean zero and varance σ 2, and α, ρ, and β are the parameters whch are to be calculated. To evaluate the double-bounded dchotomous choce model used here, a log-lkelhood functon s calculated. To calculate the lkelhood functon, the probablty of the four elements of the set S DR, resp. D, are requred, assumng normal dstrbuton ([4], [24]). G( 2 prob(d = j) = (3) yes, no H π = G( for j = {1, 2, 3, 4} π π π no, no n no, yes n n yes, yes n = G( = G( L G( = 1 G( 1 H 2 L

7 7 Double-Bounded Dchotomous Choce Approach Intal Bd: Choce between Product A and Product B wth equal prce (b 1 ) NO = refusng b 1 frst response YES = acceptng b 1 Second Bd (b 2 L ): Reducton of prce for Product A Second Bd (b 2 H ): Increase of prce for Product A second response NO YES NO YES S DR ={ NO, NO ; ; NO, ; YES ; YES, NO ; YES, YES } Fg. 1 Desgn of a Double-Bounded Dchotomous Choce Contngent Valuaton Model The correspondng log-lkelhood functon s: I no, no 1, n + I no, yes 2, n *ln G( *ln [ G( G( 2 ] L = (4) yes, no H + I *ln[ G( + I 3, n yes, yes 4, n G( *ln [1 G( ] ] I C s an ndcator functon for the event C, D = j ndcates the jth alternatve, whch occurred, and represents ndvdual. In the emprcal mplementaton of the model, for G(.) standard logstc dstrbuton wth mean zero and varance π 2 /3 s appled. Compared to the sngle bounded approach, the use of the double-bounded model offers varous advantages. The double-bounded choce model provdes more nformaton about an ndvdual s actual or true WTP, snce the survey of two bds provdes two observaton ponts for the assessment of the WTP [24]. In ths way, a narrower nterval around an ndvdual s unobservable actual WTP can be estmated than s possble wth the sngle-bounded model. If the bds concernng the WTP are twce accepted or twce turned down, however, realstc upper, respectvely lower, WTP lmts are to be qualfed by the observer, as s the case L L H 2 wth the sngle-bounded choce model. Besde, through the lowerng or ncreasng of the bd, dependng on the answer to the frst queston, a rather unnformatve bd desgn for the frst questonng format can be calbrated. Ths s what Kannnen [25] calls the second chance. Moreover, Hanemann et al. [26] show that the double-bounded dchotomous choce model s asymptotcally more effcent than the sngle-bounded model. In comparson to other formats, one key advantage of the dchotomous choce format s ts ncentve compatblty [27], snce emprcal research shows that n hypothetcal WTP surveys, the consumer s statements concernng the same products were sgnfcantly nfluenced by the actual buyng envronment [28]. Carson et al. [29] argue that data collecton on decson-makng processes should preferably take place n a realstc envronment, as consumers often develop ther preferences n reacton to the decson-makng envronment and not based on stable value judgments (also, cf. [30], [31]). Accordng to Hoehn and Randall [32], no ncentve exsts for strategc behavour under realstc condtons n dchotomous choce model surveys. A further advantage of the dchotomous choce format s ts smplcty. The all-or-nothng decson resembles everyday buyng behavour n supermarkets, n whch consumers are confronted wth the choce of buyng a product or leavng t on the shelf [24]. Followng Lourero et al. [4], we used a doublebounded dchotomous choce contngent valuaton

8 8 method n an n-store-context. In our approach the sample selecton s unlke Lourero et al. [4] solely based on actual consumers purchase decson, meanng that only actual chcken buyers are asked. Specfcally ths means that the ntervewer n the poultry secton remans an observer n the background untl the consumer has revealed hs purchase decson by placng a poultry product n hs shoppng cart. The actual questonng takes place mmedately after ths act of purchase. Durng the survey, the product data (e.g., prce / klo, product orgn) of the actual purchase were recorded. Thus, t enabled us to collect hypothetcal stated and actually revealed consumer behavour data, resp. the partcpant s purchase decson. By collectng data from consumer who actually purchased chcken meat we hoped to better obtan consumers true preferences about food orgn. Besde, we beleve to have establshed an addtonal connecton to realty of the survey context. The actual purchasng behavour, revealed through placng a poultry product n the shoppng cart and thus attractng the attenton of the ntervewer, served as the only crteron to select our sample. Ths way, all non-poultry buyers could be ruled out, thus ncreasng the survey s valdty. Based on the recorded data of partcpants actual purchase durng the survey, hypothetcal statements can subsequently be compared wth actual purchase behavour. The reason for the development of ths survey approach was that the contngent valuaton methods (CVM) typcally led to a systematc overestmaton of the actual WTP, the extent varyng dependng on the product type and survey desgn ([33], [34], [35]). Besdes further methodologcal problems of the CVM, the so called hypothetcal bas seems to be the man cause for ths overestmaton. The hypothetcal bas results from payments that are verbally professed, but not actually made [36]. In the context of usng the drect procedure to survey the WTP (stated preference technques) lke the used double-bounded dchotomous choce model the hypothetcal or fcttous character of the decson stuaton s seen as the strongest drawback, as the professed WTP does not lead to an actual consequence for the partcpant. Meanwhle, however, several technques exst to calbrate the hypothetcal bas ([37], [38], [39], [40], [41]). Wth the dchotomous choce model the certanty calbraton s appled. Here several dfferent forms were developed. The approach by Champ and Bshop [39], whch served to calbrate hypothetcally professed statements when buyng wnd energy, appears to be the most convncng. To calbrate the hypothetcal settng, a certanty queston was posed to all those partcpants who accepted the hypothetcal purchase opportunty. Durng the follow-up queston the partcpant was asked to assess the qualty of hs own answer on a scale from one to ten. We beleve that the strategy that we developed selectng partcpants after ther revealed purchase decson n a realstc buyng envronment and recordng the product data of the chosen product leads to a better correlaton between the actual and the verbally expressed purchase behavour, at the same tme mnmzng the courtesy answers. Besdes, t possesses ex ante and ex post calbraton mechansms. Ex ante, because of the excluson of non-buyers, besdes, the recordng of the actual purchase decson leads the subject to reflect upon hs own behavour pror to the hypothetcal WTP survey questons. Ths pror reflecton could lead to a more realstc assessment of the ndvdual s preferences and WTP. Ex post thus, there s the opton of comparng hypothetcal stated and actual buyng behavour after the survey. In our survey, the bd desgn was set accordng to actual product prces as found n the researched stores. The prce per klogram of the standard chcken cutlets from both places of orgn served as reference level. For the frst bd (b 1 ) the same prce was set for both products, whch mpled a prce dfference of zero to the consumer. Thus, consumers frst could choose ther preferred orgn of chcken cutlet based on equal prce. If consumers expressed a preference for Swss cutlets, they then were offered a second bd (b 2 H ) wth a prce ncrease n favour of the meat of Swss orgn. The consumer was randomly gven one of three bds prce ncrease of +4.40, +6.25, or / kg whch we had prevously set accordng to actual dfferences between the chcken cutlets of the two dfferent orgns. However, f the customer nstead opted for the chcken cutlet of EU orgn, a second bd (b 2 L ) was gven wth a prce reducton for the chcken cutlet of Swss orgn. Here, too, the customer was randomly gven one of three bds prce reducton of -4.40, -6.25, or / kg whch we had prevously set In the researched stores the prce for standard chcken breasts ranged between and / klo. The prce dfference between the standard chcken breasts wth Swss orgn com-

9 9 A. Model Specfcaton V. RESULTS The object of ths contrbuton s to analyse and estmate wllngness-to-pay for Swss chcken meat. Based on the frst bd (b 1 = equal prce) we found that 90% of our respondents had a preference for Swss chcken breast. Because of ths strong preference for Swss chcken meat, we smplfed our ntal model (2) by only ncludng consumers who accepted the frst bd. In pursut of ths fact, we estmate a sngle-bounded logt model wth bd (b 2 H ), latent, and contnuous unobservable varable (WTP * ) whch could be nterpreted as consumers desre for Swss orgn (Lourero and Umberger [19]). Thus, observable varable s modelled by the researcher and the latent model s represented by (5): WTP = I ( 0, ) ( WTP *), (5) where I (0, ) s an ndcator varable that restrcts the observable WTP to the postve doman, and WTP = βz + ε. Therefore, 1 > WTP = f WTP = βz + ε 0 wth I (0, ). (6) 0 The ε are unobservable random varables, followng a logstc dstrbuton wth mean zero and varance π 2 /3 (Wagner [24]). A yes response s only observed f the latent varable s greater than zero. Our fnal WTPfuncton (7) follows equaton (2) restrcted by (6): WTP = α 0 + ρb + βz + ε (7) In our WTP-functon, the explanatory varable z s characterzed solely by non soco-demographc factors. The emprcal formulaton of equaton (7) s fnally formulated as: WTP = α 0 + ρbd + β1transport + β 2Rank _1 + (8) β Rank _ 2 + β Pr oduct _ Orgn + ε, 3 4 where Bd represents the random bd (+4.40, +6.25, or / kg) offered to each consumer who denoted yes n the frst bd. Transport s the respondent s transportaton atttude, Rank 1 and 2 stands for the most and second most mportant consumers buyng crteron whereas wthn both Rank_1 and Rank_2 only two crtera of each varable have been sgnfcant. But, these parameters account for the sgnfcance of the varables Rank 1 and 2 n the model as a whole. The parameter-value Product_Orgn represents the orgn of the product whch was actually bought by the consumer. It mght be surprsng that no soco-demographc varable s sgnfcant enough to enter the model. But, these fndngs are consstent wth Karrer [42] who came to the same concluson n her nvestgaton concernng ecologcal beef consumpton n Swtzerland. B. Model Estmate Estmaton results concernng the factors affectng WTP functon are presented n table 5. All coeffcents are sgnfcant at a nomnal.05 level and have the expected sgns. Buyng crteron orgn wthn Rank 1 (β 21 = 1.251) has a postve relatonshp wth the WTP level. That means f a consumer states orgn as hs most mportant buyng crteron, he s also wllng to pay more for chcken breast wth Swss orgn. The same postve effect has been found for the varables Transport und Product_Orgn of actual purchase. Thus, consumers who actually bought Swss chcken meat are revealed to pay a premum for Swss orgn. The same s n effect wth short transportaton whch can be consdered from ecologcal or anmal welfare reasons. On the other hand the bd amount, buyng crteron prce wthn Rank 1 and 2, as well as appearance wthn Rank 2 have a negatve relatonshp wth the WTP level. Ths s consstent snce the hgher the bd amount presented to the consumer, the lower the lkelhood that the consumer wll agree. In addton, the buyng crteron prce means, that the consumer s prce senstve whle purchasng whch results n a negatve effect on WTP. The model predcts 73.3% consumers correctly. pared to EU orgn normally les at / klo. In the case of specal offers on CH chcken cutlets, the klo s approx more expensve than the comparable EU product. In realty a prce mark-up of / kg does not exst, and was merely supposed to assess the upper lmt of the WTP.

10 10 Table 5 Equaton Model for Swss Orgn for Chcken Parameter Estmates Odd-Rato α ρ (Bd) 0.141** β 1 (Transport) 0.422*** β 21 (Rank 1: orgn) 1.251*** β 22 (Rank 1: product prce) 0.847** β 31 (Rank 2: appearance) 0.867** β 32 (Rank 2: product prce) 1.128** β 4 (product orgn of actual 0.559** purchase) Log Lkelhood Restrcted Log Lkelhood Lkelhood Raton Test, χ 2 [7] % of Correct Predctons % Note: Double and trple astersks (*) denote statstcal sgnfcance at least at α = 0.05, and C. Profles of Consumer Segments The nsghts ganed based on our model specfcaton fnally guded us to the hypothess that wthn our sample, dfferent consumer segments wth vared preferences and WTP s mght exst. As a result of recordng actual purchase data we have been able to dentfy dfferent consumer segments. Thus, we used purchased brand or label, orgn, prce per klo and dfferent product type of chcken meat (entre chcken or cut chcken) as segmentaton crtera (cf. Table 4). As a result we found for dfferent consumer segments: Loyal Swss : For these consumers, Swss orgn s the most mportant product attrbute, and purchased product prce s medum to hgh. Low Prce Swss Zappers : Prce senstve consumers who buy low prced or sales promoton products. Nevertheless, Swss orgn nfluence buyng behavour. Thus, some prefer an entre chcken f t s Swss nstead of an mported chcken breast. Prce Orentated : Consumers who look for and buy an mported specfc pece of chcken meat f at a lower prce than the Swss complement. The Gourmets : Consumers who actually buy French labelled products because of reputaton of tasty and superor qualty. Prce s hgh, equal to Swss orgn. C. Mean WTP Followng a more marketng orentated approach whle usng dchotomous choce models, we assume that the dentfed consumer segments have dfferent mean WTPs for Swss orgn. Thus, nstead of estmatng one sngle mean WTP based on the entre sample we consder t reasonable to elct a dfferent mean WTP for each hghlghted consumer segment. As Fgure 2 shows, the frequency of acceptng a gven bd for Swss orgn dffers between the consumer segments. The frequency of acceptng a gven bd for Loyal Swss s much hgher than for the Entre Sample. In order to calculate the mean WTP, we follow Hanemann s [43] and Wagner s [24] approach. The lkelhood functon (7) s restrcted by settng all β s equal zero, leavng only the constant term and the bd term n the model. Then the parameters α and ρ are estmated va maxmum lkelhood, and the mean WTP s calculated as α / ρ. Ths formula allows for the mean WTP to be negatve whch wll be the case, f consumers on average are not wllng to pay a premum for Swss orgn [4]. Frst we calculated mean WTP for the entre sample, second for each consumer segment. In Table 6 the dfferent mean WTP s are presented. We found that the Loyal Swss are wllng to pay a premum of about 7.40 per klo for a chcken breast wth Swss orgn. Consderng actual prce premum of at most 7.50 per klo for Swss vs-à-vs EU chcken breast our estmate seems realstc. Besdes, we found that Low Prce Swss Zappers are also wllng to pay a small prce premum for Swss orgn of 2.10 per klo. Ths was not expected, but seems rather logc consderng the fact that entre Swss chcken are sold n ths segment. Both, the Prce Orentated and The Gourmets are not wllng to pay any premum. Takng the mean WTP of the entre sample n account, whch shows a general WTP a prce premum (3 ), some consumer segments are under, some overestmated. Table 6 WTP estmates for dfferent consumer segments Parameter α ρ α / ρ n CHF Entre Sample Swss Zappers Loyal Swss Prce Orentated The Gourmets

11 11 Frequency of of Acceptng a a Gven Gven Bd Bd 0.7 Frequency of Wllngness to Pay n = 128 n = 405 n = 136 n = 39 n = Fr Fr Fr. Bd n Bd Swss n Euro Francs TOTAL Entre Sample YES SWISS Swss Zappers ZAPPERS YES LOYAL Loyal Swss SWISS YES PRICE Prce Orentated ORIENTA TED Y ES THE The GOURMETS Gourmets YES Fg. 2 Frequency of acceptng the gven wllngness-to-pay-bd, gven that Swss orgn was chosen as the frst alternatve VI. CONCLUSION In ths paper, we consder factors that nduce consumers to pay a premum for Swss chcken meat. Our sample ncludes shoppers at sx grocery stores n Frenchspeakng part of Swtzerland. Based on a doublebounded dchotomous choce model we found that 90% of our sample prefers chcken meat of Swss orgn at an equal prce. Because of ths strong preference for Swss chcken meat, we then estmated, based on the second bd, a sngle-bounded logt model to calculate consumers mean WTP for Swss orgn, and to analyze the factors affectng the decson to pay a premum. We found that the explanatory varable n the wllngness-to-pay functon s characterzed solely by exogenous, non socodemographc varables lke product orgn of actual purchase, atttudes toward short transportaton, and stated man buyng crtera (parameters of RANK 1 and 2). Dchotomous choce approach used n our research has been shown to be very promsng for determnng nonmarket values such as country-of-orgn. Consumers buyng desre n favour of ths nonmarket product attrbute or cue s contrasted by budget restrcton and atttude toward product prce. The method used allows for relable measurng ths weghng up aganst each other of country-of-orgn and prce and makes the measurng of the terrtory qualty rent for Swssness possble. Anchorng our sample selecton to actual purchase enforce relablty of our methodologcal approach and ts measurement. Questons concernng country-of-orgn aspects are very senstve, emotonal, and depend largely on the product nvestgated. Because of that, such questons are hardly to assess far away from actual purchase decson. Besdes, recordng of actual purchase enables us to hghlght four dfferent consumer segments whch have dfferent preferences for Swss orgn. We fnd large dfferences n WTP between the four consumer segments. Mean wllngness to pay for the entre sample of 3.00 per klo over-, or underestmates wllngness to pay of the four dfferent consumer segments, respectvely. In contrast, Loyal Swss are wllng to pay a hgh premum of about 7.40 per klo for own country chcken meat and value Swss orgn as most mportant buyng crtera. Thus, we fnd that chcken meat s largely dfferentated based on the product characterstc country-of-orgn. The product attrbute COO s for a certan consumer segment an mportant characterstc when purchasng chcken meat. The results are consstent wth prevous results found n the lterature (e.g. [12], [19], [20], [21]. Thus, own COO s wthn meat purchase a hghly rele-

12 12 vant decson crteron. Some consumers consdered own country chcken meat as trustworthy because of better food safety and product qualty. That s the reason why some consumers are wllng to pay a large premum for country-of-orgn aspects. For agrbusness and marketers these nsghts open up postonng potentals and are relevant for strategc marketng and communcaton purposes now and n case of a market lberalzaton. Because of ts smplcty we consder the use of our sample selecton approach n connecton wth the dchotomous choce format vald for marketng research purposes. As a fnal remark, we conclude that wth the methodologcal approach developed here t s possble to relate revealed purchase data to hypothetcal stated preferences. Prncpally based on ths approach we are able to calculate not only the mean WTP of the entre sample but also of specfc consumer groups whch fnally leads to more approprate results for agrbusness and marketng purposes. Nevertheless further research s needed to strengthen the methodologcal desgn. ACKNOWLEDGMENT The authors wsh to thank Mchael Hartmann for hs valuable nputs, comments and helpful suggestons. Ths research was supported by Swss Farmers Unon. REFERENCES 1. Guerrero L (2001) Marketng PDO (products wth denomnatons of orgn) and PGI (products wth geographcal ndcaton). In: Frewer L, Rsvk E, Schffersten H (eds.): Food, People and Socety A European Perspectve of Consumers Food Choces. Sprnger, Berln: Alvensleben van R (2001) De Bedeutung von Herkunftsangaben m regonalen Marketng. Symposum Velfalt auf dem Markt, Sulngen 3. Felzensten C, Hbbert S, Vong G (2004) Is country-oforgn the ffth element n the marketng mx of mported wne? A crtcal revew of lterature. Journal of Products Marketng 10 (4): Lourero M.L, McClustkey J.J, Mttelhammer R.C (2002) Wll consumer pay a premum for eco-labeled apples? The Journal of Consumer Affars 36 (2): Bech A, Grunert K.G, Bredahl L et al. (2001) Consumers qualty percepton. In: Frewer L, Rsvk E, Schffersten H (eds.): Food, People and Socety A European Perspectve of Consumers Food Choces. Sprnger, Berln: Brunsø K, Bredahl L, Grunert K.G, Scholderer J (2005) Consumer percepton of qualty of beef resultng from varous fattenng regmes. In: Lvestock Producton Scence 94 (1-2): Luomala H.T (2007) Explorng the role of food orgn as a source of meanngs for consumers and as a determnant of consumers actual food choces. Journal of Busness Research 60: Gürhan-Canl Z, Maheswaran D (2000) Cultural varatons n country-of-orgn effects. Journal of Marketng Research 37 (3): Alfnes F (2004) Stated preferences for mported and hormone treated beef: applcaton of a mxed logt model. European Revew of Agrcultural Economcs 31 (1): Jurc B, Worsley A (1998) Consumers atttudes towards mported food products. Food Qualty and Preferences 9 (6): Lefeld J.P (1993) Experments on country-of-orgn effects: Revew and meta-analyss of effect sze. In: Papadopoulos N, Heslop L.A (eds.): Product Country Images Impact and Role n Internatonal Marketng. Internatonal Busness Press, New York 12. Becker T (1999) Country of orgn as a cue for qualty and safety of fresh meat. Paper presented at the 67 th EAAE Semnar The soco-economcs of orgn labeled products n agrfood supply chans: spatal, nsttutonal and co-ordnaton aspects, October, Le Mans, France 13. Roosen J, Lusk J.L, Fox J.A (2003) Consumer demand for and atttudes toward alternatve beef labelng strateges n France, Germany, and the UK. Agrbusness 19 (1): Verbeke W, Ward R.W (2003) Importance of EU requrements: an applcaton of ordered probt models to Belgum beef labels. Paper Presented at the Amercan Agrcultural Economcs Assocaton Annual Meetngs, July, Montreal, Canada 15. Verlegh P, Steenkamp J.B (1999) A revew and metaanalyss of country-of-orgn research. Journal of Economc Psychology 20 (5): Tanner Ehmke M, Lusk J.L, Tyner W (2006) The relatve mportance of preferences for country-of-orgn n Chna, France, Nger, and Unted States. Contrbuted paper prepared for presentaton at the Internatonal Assocaton of Agrcultural Economsts Conference, Gold Coast, Australa

13 Umberger W.J, Feuz D.M, Calkns C.R, Stz B.M (2003) Country-of-orgn labelng of beef products: Us consumers perceptons. Journal of Food Dstrbuton Research 34 (3): Umberger W.J (2004) Wll consumer pay a premum for country-of-orgn labeled meat? Choces Magazne 19 (Wnter): Lourero M.L, Umberger W.J (2003) Estmatng consumer wllngness to pay for country-of-orgn labelng. Journal of Agrcultural and Resource Economcs 28 (2): Lourero M.L, Umberger W.J (2005) Assessng consumer preferences for country-of-orgn labelng. Journal of Agrcultural & Appled Economcs 37 (1): Lourero M.L, Umberger W.J (2007) A choce experment model of beef: What US consumer responses tell us about relatve preferences for food safety, countryof-orgn labelng and traceablty. Food Polcy 32: Mabso A, Sterns J, House L et al. (2005) Consumers wllngness to pay for country-of-orgn labels for fresh apples and tomatoes: A double hurdle probt analyss of Amercan data usng factor scores. Selected paper prepared for presentaton at the Amercan Agrcultural Assocaton Annual Meetngs, July, Provdence, RI 23. Scarpa R, Phlppds G, Spalatro F (2005) Productcountry mages and preference heterogenety for Medterranean food products: A dscrete choce framework. Agrbusness 21 (3): Wagner R (2000) Monetäre Umweltbewertung mt der Contngent Valuaton Methode. Europäsche Hochschulschrften, Rehe V, Volks- und Betrebswrtschaft, Bd./Vol Peter Lang, Frankfurt am Man 25. Kannnen B.J (1993) Optmal expermental desgn for double-bounded dchotomous choce contngent valuaton. Land Economcs 26: Hanemann M.W, Looms J, Kannnen B.J (1991) Statstcal effcency of double-bounded dchotomous choce contngent valuaton. Amercan Journal of Agrcultural Economcs 73: Mtchell R.C, Carson R.T (1989) Usng Surveys to value publc goods: The contngent valuaton method. John Hopkns Unversty Press, Baltmore 28. Thaler R (1985) Mental Accountng and Consumer Choce. Marketng Scence 4 (3): Carson, R.T., Wrght J.L, Carson N.J et al. (1994) A bblography of contngent valuaton studes and papers. Natural Resource Damage Assessment Inc., La Jolla, Calforna 30. Wertenbroch K, Skera B (2002) Measurng consumers wllngness to pay at the pont of purchase. Journal of Marketng Research 39 (2): Lusk J.L, Fox J.A, Schroeder T.C et al. (2001) In-store valuaton of steak tenderness. Amercan Journal of Agrcultural Economcs 83: Hoehn J.R, Randall R (1987) A satsfactory beneft cost ndcator from contngent valuaton. Journal of Envronmental Economcs and Management 14: Harrson G.W, Rutström E.E (2002) Expermental evdence on the exstence of hypothetcal bas n value elctaton methods. Handbook of Results n Expermental Economcs. New York. Elsever Scence 34. Lst J.A, Gallet C.A (2001) What expermental protocol nfluence dspartes between actual and hypothetcal stated values? Envronmental and Resource Economcs 20: Murphy J.J, Allen P.G, Stevens T.H et al. (2003) A metaanalyss of hypothetcal bas n stated preference valuaton. Workng Paper 36. Cummngs R.G, Harrson G.W (1994) Was the Oho Court well nformed n ts assessment of accuracy of the contngent valuaton method? In. Natonal Resource J. 34 (1): Fox J.A, Shogren J.F, Hayes D.J et al. (1998) CVM-X: Calbratng Contngent Values wth expermental aucton markets. Amercan Journal of Agrcultural Economcs 80: Lst J.A, Shogren J.F (1998) Calbraton of the dfferences between actual and hypothetcal valuatons n a feld experment. Journal of Economc Behavor and Organzaton 37: Champ P, Bshop R.C (2001) Donaton payment mechansm and contngent valuaton: An expercal study of hypothetcal bas. Envronmental and Resource Economcs 19: Hofler R, Lst J.A (2004) Valuaton on the fronter: Calbratng actual and hypothetcal statements of value. Amercan Journal of Agrcultural Economcs 86 (1): Schröder C, Burchard H, Thele H (2005) Wllngness-to-pay for fresh mlk from consumers home regon: results from a contngent valuaton analyss and from an expermental nvestgaton. Agrarwrtschaft 54 (5): Karrer S (2005) Massnahmen zur Absatzförderung von Flesch aus bologscher Erzeugung am Bespel von Borndflesch. Dplomarbet, ETH Zurch, Agr-Food & Agr-Envronmental Economcs Group, Zürch 43. Hanemann M.W (1989) Welfare evaluatons n contngent valuaton experments wth dscrete response data: Reply. Amercan Journal of Agrcultural Economcs 71: Author: Conradn Bollger Insttute: ETH Zurch (Swss Federal Insttute of Technology), Agr-Food & Agr- Envronmental Economcs Group Street: Sonneggstrasse 33, SOL F4 Cty: CH-8092 Zurch Country: Swtzerland Emal: bollgec@ethz.ch

Willingness to Pay for Beef Quality Attributes: Combining Mixed Logit and Latent Segmentation Approach

Willingness to Pay for Beef Quality Attributes: Combining Mixed Logit and Latent Segmentation Approach Wllngness to Pay for Beef Qualty Attrbutes: Combnng Mxed Logt and Latent Segmentaton Approach Chanjn Chung Department of Agrcultural Economcs Oklahoma State Unversty Stllwater, OK 74078 Emal: chanjn.chung@okstate.edu

More information

USDA Surveillance of Animal Handling at Auction and Processing Facilities

USDA Surveillance of Animal Handling at Auction and Processing Facilities USDA Survellance of Anmal Handlng at Aucton and Processng Facltes Glynn Tonsor and Chrstopher Wolf Mchgan State Unversty Dept. of Agrcultural, Food, and Resource Economcs 2009 NEC-63/FAMPS Meetngs Feb

More information

Volume 30, Issue 4. Who likes circus animals?

Volume 30, Issue 4. Who likes circus animals? Volume 30, Issue 4 Who lkes crcus anmals? Roberto Zanola Unversty of Eastern Pedmont Abstract Usng a sample based on 268 questonnares submtted to people attendng the Acquatco Bellucc crcus, Italy, ths

More information

1 Basic concepts for quantitative policy analysis

1 Basic concepts for quantitative policy analysis 1 Basc concepts for quanttatve polcy analyss 1.1. Introducton The purpose of ths Chapter s the ntroducton of basc concepts of quanttatve polcy analyss. They represent the components of the framework adopted

More information

Potato Marketing Factors Affecting Organic and Conventional Potato Consumption Patterns

Potato Marketing Factors Affecting Organic and Conventional Potato Consumption Patterns 1 Potato Marketng Factors Affectng Organc and Conventonal Potato Consumpton Patterns Yue, C. 1, Grebtus, C. 2, Bruhn, M. 3 and Jensen, H.H. 4 1 Unversty of Mnnesota - Twn Ctes, Departments of Appled Economcs

More information

Evaluating the statistical power of goodness-of-fit tests for health and medicine survey data

Evaluating the statistical power of goodness-of-fit tests for health and medicine survey data 8 th World IMACS / MODSIM Congress, Carns, Australa 3-7 July 29 http://mssanz.org.au/modsm9 Evaluatng the statstcal power of goodness-of-ft tests for health and medcne survey data Steele, M.,2, N. Smart,

More information

Sources of information

Sources of information MARKETING RESEARCH FACULTY OF ENGINEERING MANAGEMENT Ph.D., Eng. Joanna Majchrzak Department of Marketng and Economc Engneerng Mal: joanna.majchrzak@put.poznan.pl Meetngs: Monday 9:45 11:15 Thursday 15:10

More information

International Trade and California Employment: Some Statistical Tests

International Trade and California Employment: Some Statistical Tests Internatonal Trade and Calforna Employment: Some Statstcal Tests Professor Dwght M. Jaffee Fsher Center for Real Estate and Urban Economcs Haas School of Busness Unversty of Calforna Berkeley CA 94720-1900

More information

emissions in the Indonesian manufacturing sector Rislima F. Sitompul and Anthony D. Owen

emissions in the Indonesian manufacturing sector Rislima F. Sitompul and Anthony D. Owen Mtgaton optons for energy-related CO 2 emssons n the Indonesan manufacturng sector Rslma F. Stompul and Anthony D. Owen School of Economcs, The Unversty of New South Wales, Sydney, Australa Why mtgaton

More information

A RISK PERCEPTION ANALYSIS OF GENETICALLY MODIFIED. Marcia J. Bugbee and Maria L. Loureiro

A RISK PERCEPTION ANALYSIS OF GENETICALLY MODIFIED. Marcia J. Bugbee and Maria L. Loureiro A RISK PERCEPTION ANALYSIS OF GENETICALLY MODIFIED FOODS BASED ON STATED PREFERENCES Marca J. Bugbee and Mara L. Lourero Department of Agrcultural and Resource Economcs Colorado State Unversty Fort Collns,

More information

Extended Abstract for WISE 2005: Workshop on Information Systems and Economics

Extended Abstract for WISE 2005: Workshop on Information Systems and Economics Extended Abstract for WISE 5: Workshop on Informaton Systems and Economcs How Many Bundles?:An Analyss on Customzed Bundlng of Informaton Goods wth Multple Consumer Types Wendy HUI Ph.D. Canddate Department

More information

Estimating Consumer Willingness-to-Pay for Country-of-Origin Labels. for Beef Products. Maria L. Loureiro and Wendy J. Umberger 1

Estimating Consumer Willingness-to-Pay for Country-of-Origin Labels. for Beef Products. Maria L. Loureiro and Wendy J. Umberger 1 Estmatng Consumer Wllngness-to-Pay for Country-of-Orgn Labels for Beef Products Mara L. Lourero and Wendy J. Umberger 1 Selected Paper 2002 Amercan Agrcultural Economcs Assocaton Annual Meetngs Long Beach,

More information

Household Budget and Calorie Consume of Livestock Products: Evidence from Indonesia SUMMARY

Household Budget and Calorie Consume of Livestock Products: Evidence from Indonesia SUMMARY Household Budget and Calore Consume of Lvestock Products: Evdence from Indonesa M.A.U. Muzayyanah 1, S.Nurtn 1 & S.P. Syahlan 1 1 Departement of Soco-Economcs, Faculty of Anmal Scence, Gadjah Mada Unversty,

More information

A Two-Echelon Inventory Model for Single-Vender and Multi-Buyer System Through Common Replenishment Epochs

A Two-Echelon Inventory Model for Single-Vender and Multi-Buyer System Through Common Replenishment Epochs A Two-Echelon Inventory Model for Sngle-Vender and Mult-Buyer System Through Common Replenshment Epochs Wen-Jen Chang and Chh-Hung Tsa Instructor Assocate Professor Department of Industral Engneerng and

More information

Experiments with Protocols for Service Negotiation

Experiments with Protocols for Service Negotiation PROCEEDINGS OF THE WORKSHOP ON APPLICATIONS OF SOFTWARE AGENTS ISBN 978-86-7031-188-6, pp. 25-31, 2011 Experments wth Protocols for Servce Negotaton Costn Bădcă and Mhnea Scafeş Unversty of Craova, Software

More information

Relative income and the WTP for public goods

Relative income and the WTP for public goods CERE Workng Paper, 2014:6 Relatve ncome and the WTP for publc goods - A case study of forest conservaton n Sweden Thomas Broberg Centre for Envronmental and Resource Economcs, Umeå Unversty, Sweden The

More information

LIFE CYCLE ENVIRONMENTAL IMPACTS ASSESSMENT FOR RESIDENTIAL BUILDINGS IN CHINA

LIFE CYCLE ENVIRONMENTAL IMPACTS ASSESSMENT FOR RESIDENTIAL BUILDINGS IN CHINA Proceedngs: Indoor Ar 2005 LIFE CYCLE ENVIRONMENTAL IMPACTS ASSESSMENT FOR RESIDENTIAL BUILDINGS IN CHINA DJ Gu 1,*, JJ Lu 1, LJ Gu 1 1 Department of Buldng Scence, School of Archtecture, Tsnghua Unversty,

More information

DETERMINATION OF THE SURCHARGE THAT CONSUMERS ARE WILLING TO PAY FOR AN ORGANIC CHEESE IN SPAIN

DETERMINATION OF THE SURCHARGE THAT CONSUMERS ARE WILLING TO PAY FOR AN ORGANIC CHEESE IN SPAIN DETERMINATION OF THE SURCHARGE THAT CONSUMERS ARE WILLING TO PAY FOR AN ORGANIC CHEESE IN SPAIN Bernabéu R., Olmeda M., Díaz M. 2 and Olvas R. 2 E.T.S. Ingeneros Agrónomos/Unversdad de Castlla-La Mancha,

More information

An Empirical Study about the Marketization Degree of Labor Market from the Perspective of Wage Determination Mechanism

An Empirical Study about the Marketization Degree of Labor Market from the Perspective of Wage Determination Mechanism An Emprcal Study about the Marketzaton Degree of Labor Market from the Perspectve of Wage Determnaton Mechansm Qushuo He Shenzhen Insttute of Informaton Technology, Shenzhen 51809, Chna heqs@szt.com.cn

More information

Functional Foods in the Marketplace: Willingness to Pay for Apples Enriched with Antioxidants

Functional Foods in the Marketplace: Willingness to Pay for Apples Enriched with Antioxidants Functonal Foods n the Marketplace: Wllngness to Pay for Apples Enrched wth Antoxdants Armenak Markosyan, Ph.D. Student, Graduate Research Assstant, School of Economc Scence and Internatonal Marketng Program

More information

Supplier selection and evaluation using multicriteria decision analysis

Supplier selection and evaluation using multicriteria decision analysis Suppler selecton and evaluaton usng multcrtera decson analyss Stratos Kartsonaks 1, Evangelos Grgorouds 2, Mchals Neofytou 3 1 School of Producton Engneerng and Management, Techncal Unversty of Crete,

More information

A Group Decision Making Method for Determining the Importance of Customer Needs Based on Customer- Oriented Approach

A Group Decision Making Method for Determining the Importance of Customer Needs Based on Customer- Oriented Approach Proceedngs of the 010 Internatonal Conference on Industral Engneerng and Operatons Management Dhaka, Bangladesh, January 9 10, 010 A Group Decson Makng Method for Determnng the Importance of Customer Needs

More information

Biomass Energy Use, Price Changes and Imperfect Labor Market in Rural China: An Agricultural Household Model-Based Analysis.

Biomass Energy Use, Price Changes and Imperfect Labor Market in Rural China: An Agricultural Household Model-Based Analysis. Bomass Energy Use, Prce Changes and Imperfect Labor Market n Rural Chna: An Agrcultural Household Model-Based Analyss by Qu Chen Junor Researcher Department of Economc and Technologcal Change Center for

More information

Athur Mabiso, James Sterns, Lisa House and Allen Wysocki

Athur Mabiso, James Sterns, Lisa House and Allen Wysocki Estmatng Consumers Wllngness-To-Pay for Country-Of-Orgn Labels n Fresh Apples and Tomatoes: A Double-Hurdle Probt Analyss of Amercan Data Usng Factor Scores Athur Mabso, James Sterns, Lsa House and Allen

More information

Volume 29, Issue 2. How do firms interpret a job loss? Evidence from the National Longitudinal Survey of Youth

Volume 29, Issue 2. How do firms interpret a job loss? Evidence from the National Longitudinal Survey of Youth Volume 29, Issue 2 How do frms nterpret a job loss? Evdence from the Natonal Longtudnal Survey of Youth Stephen M. Kosovch Stephen F. Austn State Unversty Abstract Emprcal studes n the job dsplacement

More information

Consumption capability analysis for Micro-blog users based on data mining

Consumption capability analysis for Micro-blog users based on data mining Consumpton capablty analyss for Mcro-blog users based on data mnng ABSTRACT Yue Sun Bejng Unversty of Posts and Telecommuncaton Bejng, Chna Emal: sunmoon5723@gmal.com Data mnng s an effectve method of

More information

RULEBOOK on the manner of determining environmental flow of surface water

RULEBOOK on the manner of determining environmental flow of surface water Pursuant to Artcle 54 paragraph 2 of the Law on Waters (Offcal Gazette of the Republc of Montenegro 27/07 and Offcal Gazette of Montenegro 32/11 and 48/15), the Mnstry of Agrculture and Rural Development

More information

6.4 PASSIVE TRACER DISPERSION OVER A REGULAR ARRAY OF CUBES USING CFD SIMULATIONS

6.4 PASSIVE TRACER DISPERSION OVER A REGULAR ARRAY OF CUBES USING CFD SIMULATIONS 6.4 PASSIVE RACER DISPERSION OVER A REGULAR ARRAY OF CUBES USING CFD SIMULAIONS Jose Lus Santago *, Alberto Martll and Fernando Martn CIEMA (Center for Research on Energy, Envronment and echnology). Madrd,

More information

Evidence of Changes in Preferences Among Beef Cuts Varieties: An Application of Poisson Regressions. Authors

Evidence of Changes in Preferences Among Beef Cuts Varieties: An Application of Poisson Regressions. Authors Evdence of Changes n Preferences Among Beef Cuts Varetes: An Applcaton of Posson Regressons Authors Oscar Ferrara and Ronald W. Ward Contact: rward@ufl.edu Unversty of Florda (Trackng No. 174503) Selected

More information

Relative willingness to pay and surplus comparison mechanism

Relative willingness to pay and surplus comparison mechanism Relatve wllngness to pay and surplus comparson mechansm Perre Combrs 1, Erc Graud-Héraud 2, Alexandra Seabra Pnto 3 1 INRA UR133 AlSS, Ivry sur Sene, France ; Perre.Combrs@vry.nra.fr 2 INRA and GREThA/Unversty

More information

Putting Their Money Where Their Mouths Are: Consumer Willingness to Pay for Multi-Ingredient, Processed Organic Food Products.

Putting Their Money Where Their Mouths Are: Consumer Willingness to Pay for Multi-Ingredient, Processed Organic Food Products. Puttng Ther Money Where Ther Mouths Are: Consumer Wllngness to Pay for Mult-Ingredent, Processed Organc Food Products Marvn T. Batte a *, Neal H. Hooker a, Tmothy C. Haab a, and Jeremy Beaverson b a Department

More information

Development and production of an Aggregated SPPI. Final Technical Implementation Report

Development and production of an Aggregated SPPI. Final Technical Implementation Report Development and producton of an Aggregated SPP Fnal Techncal mplementaton Report Marcus Frdén, Ulf Johansson, Thomas Olsson Servces Producer Prce ndces, Prce Statstcs Unt, Statstcs Sweden 2010 ntroducton

More information

Analyses Based on Combining Similar Information from Multiple Surveys

Analyses Based on Combining Similar Information from Multiple Surveys Secton on Survey Research Methods JSM 009 Analyses Based on Combnng Smlar Informaton from Multple Surveys Georga Roberts, Davd Bnder Statstcs Canada, Ottawa Ontaro Canada KA 0T6 Statstcs Canada, Ottawa

More information

Optimal Issuing Policies for Substitutable Fresh Agricultural Products under Equal Ordering Policy

Optimal Issuing Policies for Substitutable Fresh Agricultural Products under Equal Ordering Policy 06 Internatonal Academc Conference on Human Socety and Culture (HSC 06) ISBN: 978--60595-38-6 Optmal Issung Polces for Substtutable Fresh Agrcultural Products under Eual Orderng Polcy Qao- TENG,a, and

More information

Spatial difference of regional carbon emissions in China

Spatial difference of regional carbon emissions in China Avalable onlne www.jocpr.com Journal of Chemcal and Pharmaceutcal Research, 2014, 6(7): 2741-2745 Research Artcle ISSN : 0975-7384 CODEN(USA) : JCPRC5 Spatal dfference of regonal carbon emssons n Chna

More information

Selected Economic Aspects of Water Quality Trading

Selected Economic Aspects of Water Quality Trading Selected Economc Aspects of Water Qualty Tradng Rchard N. Bosvert Gregory L. Poe Yukako Sado Cornell Unversty Passac Rver Tradng Project Kckoff Meetng Cook College, Rutgers Unversty, New Brunswck, NJ January

More information

A Longer Tail?: Estimating The Shape of Amazon s Sales Distribution Curve in Erik Brynjolfsson, Yu (Jeffrey) Hu, Michael D.

A Longer Tail?: Estimating The Shape of Amazon s Sales Distribution Curve in Erik Brynjolfsson, Yu (Jeffrey) Hu, Michael D. A Longer Tal?: Estmatng The Shape of Amazon s Sales Dstrbuton Curve n 2008 1. Introducton Erk Brynjolfsson, Yu (Jeffrey) Hu, Mchael D. Smth The term The Long Tal was coned by Wred s Chrs Anderson (Anderson

More information

Effects of Fluid Milk Advertising in Taiwan

Effects of Fluid Milk Advertising in Taiwan Effects of Flud Mlk Advertsng n Tawan Jane Lu Hsu and Gary Shang-Mn Lu * ABSTRACT Ths study utlzed the cluster analyss to examne effectveness of flud mlk advertsng n Tawan. Consumers wth dfferent perceptons

More information

CONSUMER PRICE INDEX METHODOLOGY (Updated February 2018)

CONSUMER PRICE INDEX METHODOLOGY (Updated February 2018) CONSUMER PRCE NDEX METHODOLOGY (Updated February 208). Purpose, nature and use The purpose s to obtan country representatve data for the prces of goods and servces and to compute overall and group ndces

More information

Key Words: dairy; profitability; rbst; recombinant bovine Somatotropin.

Key Words: dairy; profitability; rbst; recombinant bovine Somatotropin. AgBoForum Volume 4, Number 2 2001 Pages 115-123 THE ESTIMATED PROFIT IMPACT OF RECOMBINANT BOVINE SOMATOTROPIN ON NEW YORK DAIRY FARMS FOR THE YEARS 1994 THROUGH 1997 Loren W. Tauer 1 Data from New York

More information

Measuring the determinants of pork consumption in Bloemfontein, Central South Africa

Measuring the determinants of pork consumption in Bloemfontein, Central South Africa Measurng the determnants of pork consumpton n Bloemfonten, Central South Afrca OA Oyewum & A Jooste 1 Abstract The man objectve of ths study s to nvestgate the determnants of households pork consumpton

More information

Willingness to Pay for the Quality of Drinking Water

Willingness to Pay for the Quality of Drinking Water The Pakstan Development Revew 46 : 4 Part II (Wnter 2007) pp. 767 777 Wllngness to Pay for the Qualty of Drnkng Water ABDUL SATTAR and EATZAZ AHMAD * 1. INTRODUCTION Wllngness-to-Pay to avod rsks has long

More information

Objectives Definition

Objectives Definition Pod Product, Servces, and ng Strateges Chapter 9 Objectves Be able to defne product and dk know the major classfcatons of products and servces. Understand the decsons companes make regardng ther ndvdual

More information

WISE 2004 Extended Abstract

WISE 2004 Extended Abstract WISE 2004 Extended Abstract Does the Internet Complement Other Marketng Channels? Evdence from a Large Scale Feld Experment Erc Anderson Kellogg School of Management, Northwestern Unversty Erk Brynjolfsson

More information

Concern of Uncertainty and Willingness to Pay for Adopting PSS: Example of Solar Power System Leasing

Concern of Uncertainty and Willingness to Pay for Adopting PSS: Example of Solar Power System Leasing Concern of Uncertanty and Wllngness to Pay for Adoptng PSS: Example of Solar Power System Leasng L-Hsng Shh 1 and Tse-Yuen Chou 2 Department of Resources Engneerng, Natonal Cheng Kung Unversty Tanan, Tawan

More information

Calculation and Prediction of Energy Consumption for Highway Transportation

Calculation and Prediction of Energy Consumption for Highway Transportation Calculaton and Predcton of Energy Consumpton for Hghway Transportaton Feng Qu, Wenquan L *, Qufeng Xe, Peng Zhang, Yueyng Huo School of Transportaton, Southeast Unversty, Nanjng 210096, Chna; *E-mal: wenql@seu.edu.cn

More information

Guidelines on Disclosure of CO 2 Emissions from Transportation & Distribution

Guidelines on Disclosure of CO 2 Emissions from Transportation & Distribution Gudelnes on Dsclosure of CO 2 Emssons from Transportaton & Dstrbuton Polcy Research Insttute for Land, Infrastructure and Transport June 2012 Contents 1. Introducton...- 3-1.1 Purpose and concept...- 3-1.2

More information

The Structure and Profitability of Organic Field Corn Production

The Structure and Profitability of Organic Field Corn Production The Structure and Proftablty of Organc Feld Corn Producton Wllam D. McBrde* Catherne Greene Lnda Foreman Selected Paper prepared for presentaton at the Agrcultural and Appled Economcs Assocaton s 2013

More information

Effect of Adjacent Product Price on Customer s Willingness to Pay of Focal Brand: A Bayesian Approach

Effect of Adjacent Product Price on Customer s Willingness to Pay of Focal Brand: A Bayesian Approach Theoretcal Economcs Letters, 2017, 7, 1940-1949 http://www.scrp.org/journal/tel ISSN Onlne: 2162-2086 ISSN Prnt: 2162-2078 Effect of Adjacent Product Prce on Customer s Wllngness to Pay of Focal Brand:

More information

The link between immigration and trade in Spain

The link between immigration and trade in Spain 1 The lnk between mmgraton and trade n Span José Vcente Blanes-Crstóbal March, 2003 Abstract Ths paper tests for the mpact of mmgraton on blateral trade usng Spansh data. It also explores some possble

More information

International Trade and California s Economy: Summary of the Data

International Trade and California s Economy: Summary of the Data Internatonal Trade and Calforna s Economy: Summary of the Data by Professor Dwght M. Jaffee Fsher Center for Real Estate and Urban Economcs Haas School of Busness Unversty of Calforna Berkeley CA 94720-1900

More information

Testing heterogeneous anchoring and shift effect in double-bounded models: The case of recreational fishing in Tasmania

Testing heterogeneous anchoring and shift effect in double-bounded models: The case of recreational fishing in Tasmania Testng heterogeneous anchorng and shft effect n double-bounded models: The case of recreatonal fshng n Tasmana Sarah Jennngs School of Economcs and Fnance Unversty of Tasmana Steven Rust Australan Bureau

More information

Appendix 6.1 The least-cost theorem and pollution control

Appendix 6.1 The least-cost theorem and pollution control Appendx 6.1 The least-cost theorem and polluton control nstruments Ths appendx s structured as follows. In Part 1, we defne the notaton used and set the scene for what follows. Then n Part 2 we derve a

More information

Stay Out of My Forum! Evaluating Firm Involvement in Online Ratings Communities Neveen Awad and Hila Etzion

Stay Out of My Forum! Evaluating Firm Involvement in Online Ratings Communities Neveen Awad and Hila Etzion Stay Out of My Forum! Evaluatng Frm Involvement n Onlne Ratngs Communtes Neveen Awad and Hla Etzon. INTRODUCTION A growng number of onlne retalers are enablng and encouragng consumers to post revews of

More information

Implementing Activity-Based Modeling Approach for Analyzing Rail Passengers Travel Behavior

Implementing Activity-Based Modeling Approach for Analyzing Rail Passengers Travel Behavior Implementng Actvty-Based Modelng Approach for Analyzng Ral Passengers Travel Behavor Jn K Eom Ph.D. and Dae-Seop Moon Ph.D. Korea Ralroad Research Insttute, Uwang, Korea Abstract Most travel demand models

More information

Driving Factors of SO 2 Emissions in 13 Cities, Jiangsu, China

Driving Factors of SO 2 Emissions in 13 Cities, Jiangsu, China Avalable onlne at www.scencedrect.com ScenceDrect Energy Proceda 88 (2016 ) 182 186 CUE2015-Appled Energy Symposum and Summt 2015: Low carbon ctes and urban energy systems Drvng Factors of SO 2 Emssons

More information

What are the preferences of Dairy Farmers regarding their Work? A Discrete Choice Experiment in the Eastern Part of Switzerland

What are the preferences of Dairy Farmers regarding their Work? A Discrete Choice Experiment in the Eastern Part of Switzerland 1 What are the preferences of Dary Farmers regardng ther Work? A Dscrete Choce Experment n the Eastern Part of Swtzerland Markus Lps and Chrstan Gazzarn Agroscope Reckenholz-Tänkon Research Staton ART,

More information

Consumer Valuation of the Second Generation of Genetically Modified (GM) Foods. with Benefits Disclosure. Jae-Hwan Han and R.Wes.

Consumer Valuation of the Second Generation of Genetically Modified (GM) Foods. with Benefits Disclosure. Jae-Hwan Han and R.Wes. Consumer Valuaton of the Second Generaton of Genetcally Modfed (GM) Foods wth Benefts Dsclosure by Jae-Hwan Han and R.Wes.Harrson January 13, 2006 Dept. of Agrcultural Economcs and Agrbusness 101 Ag Admnstraton

More information

Construction of Control Chart Based on Six Sigma Initiatives for Regression

Construction of Control Chart Based on Six Sigma Initiatives for Regression 2018 IJSRST Volume 4 Issue 2 Prnt ISSN: 2395-6011 Onlne ISSN: 2395-602X Themed Secton: Scence and Technology Constructon of Control Chart Based on Sx Sgma Intatves for Regresson ABSTRACT R. Radhakrshnan

More information

Impacts of supply and demand shifts

Impacts of supply and demand shifts Impacts of supply and demand shfts 1. Impacts of Supply shft S S S S Same sze of shft D D Elastc Demand Inelastc demand 2. Impacts of Demand shft D D S D D S Same sze of shft D Elastc Supply Inelastc demand

More information

An Analysis on Stability of Competitive Contractual Strategic Alliance Based on the Modified Lotka-Voterra Model

An Analysis on Stability of Competitive Contractual Strategic Alliance Based on the Modified Lotka-Voterra Model Advanced Scence and Technology Letters, pp.60-65 http://dx.do.org/10.14257/astl.2014.75.15 An Analyss on Stablty of Compettve Contractual Strategc Allance Based on the Modfed Lotka-Voterra Model Qng Xueme

More information

Do not turn over until you are told to do so by the Invigilator.

Do not turn over until you are told to do so by the Invigilator. UNIVERSITY OF EAST ANGLIA School of Economcs Man Seres PG Examnaton 016-17 FINANCIAL ECONOMETRICS ECO-7009A Tme allowed: HOURS Answer ALL FOUR questons. Queston 1 carres a weght of 5%; queston carres 0%;

More information

A CHOICE EXPERIMENT IN GARATE-SANTA BARBARA (GUIPUZCOA)

A CHOICE EXPERIMENT IN GARATE-SANTA BARBARA (GUIPUZCOA) FACULTAD DE CIENCIAS ECONÓMICAS Y EMPRESARIALES MASTER IN ECONOMICS: EMPIRICAL APPLICATIONS AND POLICIES A CHOICE EXPERIMENT IN GARATE-SANTA BARBARA (GUIPUZCOA) Welfare benefts of conservaton plans for

More information

Unpaid Overtime for White-collar Workers

Unpaid Overtime for White-collar Workers Unpad Overtme for Whte-collar Workers Yoko Takahash Doctoral Student, Gakushun Unversty 1 Introducton It s sad that there are many workers who work wthout beng pad the legal allowance for overtme work

More information

More Information Isn t Always Better: The Case of Voluntary Provision of Environmental Quality. Ann L. Owen. Julio Videras.

More Information Isn t Always Better: The Case of Voluntary Provision of Environmental Quality. Ann L. Owen. Julio Videras. More Informaton Isn t Always Better: The Case of Voluntary Provson of Envronmental Qualty Ann L. Owen Julo Vderas Stephen Wu Hamlton College September 2008 Abstract Ths paper adds to the lterature on the

More information

Market Competitiveness and Demographic Profiles of Dairy Alternative Beverages in the United States: The Case of Soymilk. Senarath Dharmasena*

Market Competitiveness and Demographic Profiles of Dairy Alternative Beverages in the United States: The Case of Soymilk. Senarath Dharmasena* Market Compettveness and Demographc Profles of Dary Alternatve Beverages n the Unted States: The Case of Soymlk Senarath Dharmasena* Oral Capps, Jr.* *Agrbusness, Food and Consumer Economcs Research Center

More information

The Employment Effects of Low-Wage Subsidies

The Employment Effects of Low-Wage Subsidies The Employment Effects of Low-Wage Subsdes Krstna Huttunen Jukka Prttlä Roope Uustalo CESIFO WORKING PAPER NO. 3043 CATEGORY 4: LABOUR MARKETS MAY 2010 An electronc verson of the paper may be downloaded

More information

Impact of E-Auctions on Public Procurement Effectiveness

Impact of E-Auctions on Public Procurement Effectiveness 2011 Internatonal Conference on Innovaton, Management and Servce IPEDR vol.14(2011) (2011) IACSIT Press, Sngapore Impact of E-Auctons on Publc Procurement Effectveness Jan Pavel 1+ and Rudolf Kubík 2 1

More information

The Allocation of Time and Goods: Three Essays on American Household Shopping Behavior

The Allocation of Time and Goods: Three Essays on American Household Shopping Behavior Western Mchgan Unversty ScholarWorks at WMU Dssertatons Graduate College 12-2010 The Allocaton of Tme and Goods: Three Essays on Amercan Household Shoppng Behavor Jng Ca Western Mchgan Unversty Follow

More information

Analysis Online Shopping Behavior of Consumer Using Decision Tree Leiyue Yao 1, a, Jianying Xiong 2,b

Analysis Online Shopping Behavior of Consumer Using Decision Tree Leiyue Yao 1, a, Jianying Xiong 2,b Advanced Materals Research Onlne: 2011-07-04 ISSN: 1662-8985, Vols. 271-273, pp 891-894 do:10.4028/www.scentfc.net/amr.271-273.891 2011 Trans Tech Publcatons, Swtzerland Analyss Onlne Shoppng Behavor of

More information

Public goods and the value of product quality regulations: the case of food safety

Public goods and the value of product quality regulations: the case of food safety Publc goods and the value of product qualty regulatons: the case of food safety Stephen F. Hamlton a, Davd L. Sundng b, Davd Zlberman b a 23 Economcs Buldng, Unversty of Arzona, Tucson, AZ 85721, USA b

More information

Hourly electricity consumption by households and the peak demand Frits Møller Andersen

Hourly electricity consumption by households and the peak demand Frits Møller Andersen Hourly electrcty consumpton by households and the peak demand Frts Møller Andersen 16-06-2017 Categores [] Categores [] Total [] Total [] Why focus on households and peak consumpton? The peak consumpton

More information

Do Consumers Pay Attention to the Organic Label When Shopping Organic Food in Italy?

Do Consumers Pay Attention to the Organic Label When Shopping Organic Food in Italy? Do Consumers Pay Attenton to the Organc Label When Shoppng Organc Food n Italy? 6 Tzana de Magstrs and Azucena Graca Centro de Investgacón y Tecnología Agroalmentara de Aragón Span 1. Introducton The man

More information

Numerical Analysis about Urban Climate Change by Urbanization in Shanghai

Numerical Analysis about Urban Climate Change by Urbanization in Shanghai Numercal Analyss about Urban Clmate Change by Urbanzaton n Shangha Hafeng L 1, Wejun Gao 2 and Tosho Ojma 3 1 Research Assocate, School of Scence and Engneerng, Waseda Unversty, Japan 2 Assocate Professor,

More information

Sporlan Valve Company

Sporlan Valve Company F21O-10-12 LMTED: M & W What s a TEV Settng? For years Sporlan and every other manufacturer oftevs has used regulated arflow and controlled temperature baths to establsh a "factory" settng. Typcally the

More information

Experimental Validation of a Suspension Rig for Analyzing Road-induced Noise

Experimental Validation of a Suspension Rig for Analyzing Road-induced Noise Expermental Valdaton of a Suspenson Rg for Analyzng Road-nduced Nose Dongwoo Mn 1, Jun-Gu Km 2, Davd P Song 3, Yunchang Lee 4, Yeon June Kang 5, Kang Duc Ih 6 1,2,3,4,5 Seoul Natonal Unversty, Republc

More information

A SIMULATION STUDY OF QUALITY INDEX IN MACHINE-COMPONF~T GROUPING

A SIMULATION STUDY OF QUALITY INDEX IN MACHINE-COMPONF~T GROUPING A SMULATON STUDY OF QUALTY NDEX N MACHNE-COMPONF~T GROUPNG By Hamd Sefoddn Assocate Professor ndustral and Manufacturng Engneerng Department Unversty of Wsconsn-Mlwaukee Manocher Djassem Assstant Professor

More information

Measuring the Willingness to Pay for Tap Water Quality Improvements: Results of a Contingent Valuation Survey in Pusan

Measuring the Willingness to Pay for Tap Water Quality Improvements: Results of a Contingent Valuation Survey in Pusan Water 2013, 5, 1638-1652; do:10.3390/w5041638 Artcle OPEN AESS water SSN 2073-4441 www.mdp.com/journal/water Measurng the Wllngness to Pay for Tap Water Qualty mprovements: Results of a ontngent Valuaton

More information

Product Innovation Risk Management based on Bayesian Decision Theory

Product Innovation Risk Management based on Bayesian Decision Theory Advances n Management & Appled Economcs, vol., no., 0, - ISS: 79-7 (prnt verson), 79-7 (onlne) Internatonal Scentfc Press, 0 Product Innovaton Rsk Management based on Bayesan Decson Theory Yngchun Guo

More information

Market Dynamics and Productivity in Japanese Retail Industry in the late 1990s

Market Dynamics and Productivity in Japanese Retail Industry in the late 1990s Market Dynamcs and Productvty n Japanese Retal Industry n the late 1990s Toshyuk Matsuura, Research Insttute of Economy, Trade and Industry Kazuyuk Motohash, Unversty of Tokyo & Research Insttute of Economy,

More information

ISSN An Optimization Model of the Business Applications Selection Process. Cahier du GReSI no Décembre 2005

ISSN An Optimization Model of the Business Applications Selection Process. Cahier du GReSI no Décembre 2005 ISSN 0832-7203 An Optmzaton Model of the Busness Applcatons Selecton Process Par : Mchael Wybo Jacques Robert Perre-Majorque Léger Caher du GReSI no 05-08 Décembre 2005 Copyrght 2005. HEC Montréal. Tous

More information

Are Consumers Concerned about Palm Oil?

Are Consumers Concerned about Palm Oil? Are Consumers Concerned about alm Ol? Evdence from a Lab Experment Anne-Céla Dsder Stéphan Marette Guy Mllet FOODSECURE Workng paper no. 07 February 2013 INTERDISCILINARY RESEARCH ROJECT TO EXLORE THE

More information

Direct payments, spatial competition and farm survival in Norway

Direct payments, spatial competition and farm survival in Norway Drect payments, spatal competton and farm survval n Norway Hugo Storm* a, Klaus Mttenzwe b, and Thomas Heckele a a Insttute for Food and Resource Economcs (ILR), Unversty of Bonn b Norwegan Agrcultural

More information

SENSORY INFLUENCES ON CONSUMERS WILLINGNESS TO PAY: THE APPLE AND CHERRY MARKETS YING HU

SENSORY INFLUENCES ON CONSUMERS WILLINGNESS TO PAY: THE APPLE AND CHERRY MARKETS YING HU SENSORY INFLUENCES ON CONSUMERS WILLINGNESS TO PAY: THE APPLE AND CHERRY MARKETS y YING HU A dssertaton submtted n partal fulfllment of The requrements for the degree of DOCTOR OF PHILOSOPHY WASHINGTON

More information

Self Selection and Information Role of Online Product Reviews

Self Selection and Information Role of Online Product Reviews Self Selecton and Informaton Role of Onlne Product Revews Xnxn L Lorn M. Htt The Wharton School, Unversty of Pennsylvana Introducton Word of mouth has long been recognzed as a major drver of product sales.

More information

Coupon Redemption and Its Effect on Household Cheese Purchases

Coupon Redemption and Its Effect on Household Cheese Purchases Natonal Insttute for Commodty Promoton Research & Evaluaton October 003 NICPRE 03-0 R.B. 003-04 Coupon Redempton and Its Effect on Household Cheese Purchases by: Dansheng Dong and Harry M. Kaser Cornell

More information

The Impact of Information Quality of Job Descriptions on an Applicant s Decision to Pursue a Job

The Impact of Information Quality of Job Descriptions on an Applicant s Decision to Pursue a Job The Impact of Informaton Qualty of Job Descrptons on an Applcant s Decson to Pursue a Job by Harry Leung A thess presented to the Unversty of Waterloo n fulfllment of the thess requrement for the degree

More information

An Empirical Analysis of Search Engine Advertising: Sponsored Search in Electronic Markets

An Empirical Analysis of Search Engine Advertising: Sponsored Search in Electronic Markets Unversty of Pennsylvana ScholarlyCommons Operatons, Informaton and Decsons Papers Wharton Faculty Research -9 An Emprcal Analyss of Search Engne Advertsng: Sponsored Search n Electronc Markets Anndya Ghose

More information

Perception Biases and Land Use Decisions

Perception Biases and Land Use Decisions Percepton Bases and Land Use Decsons Hongl Feng a Tong Wang b Davd A. Hennessy c a Assocate Professor, Dept. of Agrcultural, Food & Resource Economcs, Mchgan State Unversty Contact: hennes65@msu.edu b

More information

ITEM 4.4.b. OF THE AGENDA TYPOLOGY OF SAMPLING STRATEGIES UPDATED METHODOLOGICAL INFORMATION. Doc. ESTAT/F5/ES/201 (available in EN) Orig.

ITEM 4.4.b. OF THE AGENDA TYPOLOGY OF SAMPLING STRATEGIES UPDATED METHODOLOGICAL INFORMATION. Doc. ESTAT/F5/ES/201 (available in EN) Orig. Luxembourg, May 2010 AC/RDR/AMP ----------------------------------------------------- Drectorate F: Socal Statstcs and Informaton Socety Unt F5: Health and food safety; Crme Doc. (avalable n EN) Org. :

More information

Original Research Paper ECONOMIC ANALYSIS OF HOUSEHOLD ENERGY CONSUMPTION: THE CASE OF HERDERS IN MONGOLIA

Original Research Paper ECONOMIC ANALYSIS OF HOUSEHOLD ENERGY CONSUMPTION: THE CASE OF HERDERS IN MONGOLIA Orgnal Research Paper ECONOMIC ANALYSIS OF HOUSEHOLD ENERGY CONSUMPTION: THE CASE OF HERDERS IN MONGOLIA GANCHIMEG G., HAVRLAND B. Insttute of Tropcs and Subtropcs, Czech Unversty of Lfe Scences, Prague,

More information

Do Competing Suppliers Maximize Profits as Theory Suggests? An Empirical Evaluation

Do Competing Suppliers Maximize Profits as Theory Suggests? An Empirical Evaluation Unversty of Massachusetts Boston ScholarWorks at UMass Boston Management Scence and Informaton Systems Faculty Publcaton Seres Management Scence and Informaton Systems January 2015 as Theory Suggests?

More information

Analyzing the Impact of Food Safety Information on Food Demand in China. Dehua He. Benaissa Chidmi. Deyi Zhou

Analyzing the Impact of Food Safety Information on Food Demand in China. Dehua He. Benaissa Chidmi. Deyi Zhou Analyzng the Impact of Food Safety Informaton on Food Demand n Chna Dehua He College of Economcs and Management Huazhong Agrcultural Unversty Wuhan, Chna 430070 Benassa Chdm Department of Agrcultural and

More information

MULTIPLE FACILITY LOCATION ANALYSIS PROBLEM WITH WEIGHTED EUCLIDEAN DISTANCE. Dileep R. Sule and Anuj A. Davalbhakta Louisiana Tech University

MULTIPLE FACILITY LOCATION ANALYSIS PROBLEM WITH WEIGHTED EUCLIDEAN DISTANCE. Dileep R. Sule and Anuj A. Davalbhakta Louisiana Tech University MULTIPLE FACILITY LOCATION ANALYSIS PROBLEM WITH WEIGHTED EUCLIDEAN DISTANCE Dleep R. Sule and Anuj A. Davalbhakta Lousana Tech Unversty ABSTRACT Ths paper presents a new graphcal technque for cluster

More information

The Credit Risk Assessment Model of Internet Supply Chain Finance: Multi-Criteria Decision-Making Model with the Principle of Variable Weight

The Credit Risk Assessment Model of Internet Supply Chain Finance: Multi-Criteria Decision-Making Model with the Principle of Variable Weight Journal of Computer and Communcatons, 2016, 4, 1-11 http://www.scrp.org/journal/jcc ISSN Onlne: 2327-5227 ISSN Prnt: 2327-5219 The Credt Rsk Assessment Model of Internet Supply Chan Fnance: Mult-Crtera

More information

The Credit Risk Assessment Model of Internet Supply Chain Finance: Multi-Criteria Decision-Making Model with the Principle of Variable Weight

The Credit Risk Assessment Model of Internet Supply Chain Finance: Multi-Criteria Decision-Making Model with the Principle of Variable Weight Journal of Computer and Communcatons, 2017, 5, 20-30 http://www.scrp.org/journal/jcc ISSN Onlne: 2327-5227 ISSN Prnt: 2327-5219 The Credt Rsk Assessment Model of Internet Supply Chan Fnance: Mult-Crtera

More information

Lecture 5: Applications of Consumer Theory

Lecture 5: Applications of Consumer Theory Lecture 5: Applcatons of Consumer Theory Alexander Woltzky MIT 14.121 1 Applcatons of Consumer Theory Consumer theory s very elegant, but also very abstract. Ths lecture: three classc topcs that brng consumer

More information

The ranks of Indonesian and Japanese industrial sectors: A further study

The ranks of Indonesian and Japanese industrial sectors: A further study Journal of Physcs: Conference Seres PAPER OPEN ACCESS The ranks of Indonesan and Japanese ndustral sectors: A further study To cte ths artcle: Ubadllah Zuhd 2017 J. Phys.: Conf. Ser. 820 012029 Vew the

More information

Research on Evaluation Index System for Automobile Enterprise Brand Value

Research on Evaluation Index System for Automobile Enterprise Brand Value 1234 Proceedngs of the 8th Internatonal Conference on Innovaton & Management Research on Evaluaton Index System for Automoble Enterprse Brand Value Chen Zhaohu, L Jng School of Management, Guangx Unversty

More information

Consumer Preference of Organic Vegetables in the Coimbatore City of Tamil Nadu: An Application of Logistic Regression Model

Consumer Preference of Organic Vegetables in the Coimbatore City of Tamil Nadu: An Application of Logistic Regression Model 3886 Trends n Boscences 7(23): 3886-3893, 2014 Trends n Boscences 7 (23), 2014 Consumer Preference of Organc Vegetables n the Combatore Cty of Taml Nadu: An Applcaton of Logstc Regresson Model K.S. SHANMUGAPRIYA,

More information