Potato Marketing Factors Affecting Organic and Conventional Potato Consumption Patterns

Size: px
Start display at page:

Download "Potato Marketing Factors Affecting Organic and Conventional Potato Consumption Patterns"

Transcription

1 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 & Hortcultural Scence, St. Paul, MN, USA 2 Unversty of Bonn, Insttute for Food & Resource Economcs, Department of Agrcultural & Food Market Research, Bonn, Germany 3 Unversty of Kel, Department of Agrcultural Economcs, Kel, Germany 4 Iowa State Unversty, Center for Agrcultural & Rural Development, Ames, IA, USA Abstract In producng potatoes the treatment for dsease and pests could be more dffcult and costly for organc producers than for conventonal. Hence, consumers atttudes and wllngness to pay for organc potatoes need to be consdered n a grower s choce of producton technologes. A bvarate probt model and cluster analyss were appled to survey data to evaluate factors that nfluenced Germany consumers consumpton patterns for conventonal and organc potatoes. The results show that consumers assocate organc potatoes wth healthy ngredents, trustable orgn and food safety. But a lack of varetes and nferor appearance of organc potatoes lmt consumer nterest n the organc products. Wth regard to soco-demographcs, consumers wth hgher educaton level and wth chldren n the household tend to consume organc potatoes more often than consumers wth lower educaton and no chldren n the household. Cluster analyss results group potato consumers nto three dfferent market segments: Trustng of ndustry, Health-orented and Prceorented segments. These results suggest adoptng dfferent marketng strateges to promote fresh potatoes to the dfferent market segments. Keywords organc, potatoes, consumpton patterns I. INTRODUCTION The demand for organc products around the world s developng quckly and shows mpressve growth rates. As a result, organc farmng s one of the fastest growng segments n agrculture today [1, 2]. One of the largest markets for organc food products n Europe s Germany. Due to an ncreasng consumer demand organc products reached n Germany a market share of 32% n 2006, whch equals a turnover of 4.6 bllon Euros out of 14.3 bllon Euros turnover n Europe [3]. Aganst ths background, ths paper focuses on organc and conventonal consumpton patterns n Germany,.e. what factors are affectng the consumers demand. Organc produce and fruts are among the most demanded products n organc markets. As potatoes are very popular n Germany and account for almost 50% of the overall German per capta produce consumpton [4] ths paper focuses on organc and conventonal potatoes, respectvely. What makes organc farmng potentally attractve are the possble hgher fnancal returns. But, smlar to other produce, the rsk of organc potato producton s hgher than that of conventonal producton [5]. Pmentel [5] estmated the costs of organc potato producton to be about 50% hgher and the yeld about 50% lower than those of conventonal potato producton. Due to the hgher rsks and costs assocated wth organc potato producton, producers must charge a premum to make ther busness proftable. The prce premum obtaned for organc potatoes s about 73% hgher than that of the prce of conventonal potatoes [6]. Other produce n the Unted States and Europe [2] show smlarly hgh premums for produce at farm level. In order to mantan consumers wllngness to pay these prce premums and to develop producton and marketng strateges we have to understand ther choces. It s necessary to know whch product characterstcs consumers value the most. Moreover, we have to nvestgate what dfferences exst between those who consume conventonal and organc potatoes; and why some consumers are motvated to pay more for organcally grown potatoes, whereas others are not. The obectve of the present study s to

2 2 nvestgate what factors affect conventonal and organc potato consumpton and how these factors support the adopton of dfferent marketng strateges. Research related to organc potato consumpton s sparse. For the U.S. market, Bernard et al. [7] nvestgated consumers wllngness to pay for Non- GM foods when an organc opton s present, but the products ncluded n ther study were processed foods such as potato chps, nstead of fresh produce. Lourero and Hne [8] studed consumers wllngness to pay for local, organc and GMO free potatoes. Although they ncluded consumers atttudes towards potato freshness and nutrton, mportant atttudes toward certan product characterstcs such as appearance, varety, etc. were not ncluded n ther study. Among studes of European consumers, Magnusson et al. [9] nvestgated consumers preferences for organc mlk, meat, potatoes and bread and found that consumers were satsfed wth the avalablty of organc foods and perceved organc foods as healther than conventonal counterparts. The consumers n ther study consdered the prce premum to be the maor obstacle to ther purchase of organc foods. Our study dffers from the prevous research because we use a statstcal approach (bvarate probt model) that enables us to make a drect comparson of consumpton patterns between organc and conventonal potatoes. Data on consumer purchase decson-makng for organc and conventonal potatoes from Germany provdes good evdence on a fresh product wth economcally sgnfcant sales. Moreover, we are able to nclude several product attrbutes that enable targeted marketng efforts and, eventually, successful product development. The comparson allows us to determne drectly what motvates consumers to enter the market (the extensve market) as well as purchase more organc potatoes once n the market (the ntensve market). The results provde evdence on how consumers perceve qualty characterstcs of potatoes, factors mportant for purchase decson-makng and how socodemographcs affect ther consumpton patterns. The bvarate probt analyss plus the addtonal market segmentaton study through cluster analyss provde mportant mplcatons for marketng strateges fresh organc potato growers may adopt n dfferent market segments. The remander of the paper s as follows. Secton 2 descrbes data and methodology. Secton 3 presents the results and secton 4 gves conclusons and marketng mplcatons. A. Data II. DATA AND METHODOLOGY The data come from a prvate household survey we conducted n 2004 n a medum-szed cty n Northern Germany usng questonnare-based face-to-face ntervews. The survey ncluded questons on purchase patterns and frequency of consumpton of conventonal and organc potatoes, atttudes and socodemographcs. All respondents were older than 18 years. The sample was randomly derved from a socal address regster and conssted of 260 partcpants. B. Bvarate probt Consumers consumpton patterns for conventonal and organc potatoes are expressed n two categores: consumpton less than once a week and consumpton more than once a week. We use the two categores to measure the correspondng degree of satsfacton consumers derve from ther consumpton of the two types of potatoes. A bvarate probt model s used to estmate the probablty of consumers consumng more than once a week or less than once a week because the dependent varables are categorcal and because each partcpant was asked about consumpton practces for both conventonal and organc potatoes. In contrast to the unvarate probt the bvarate probt accounts for the possblty that the consumpton patterns mght be correlated: consumers who are frequent conventonal potato consumers mght be more (or less) lkely frequent organc potato consumers. Consumers satsfacton derved from consumng potatoes depends on measurable factors ncludng ther use of certan qualty attrbutes (potato producton methods, packagng, appearance, orgn, etc.) to make the potato purchase decson and ther socodemographcs (e.g. educaton). The bvarate probt

3 3 yelds estmates of parameters on these product and consumer characterstcs. Furthermore, t captures the correlaton between the consumpton patterns. The specfcaton of the bvarate probt model s Con Con Con Con Con Con U = X ' α + ε, y = 1 f U > 0, y = 0 otherwse Org Org Org Org Org Org U = X ' α + ε, y = 1 f U > 0, y = 0 otherwse Con Org E[ ε X ] = E[ ε X ] = 0 Con Org Var[ ε X ] = Var[ ε X ] = 1 Con Org Cov[ ε, ε ] = ρ (1) where = 1, L,215 U ; the term s the latent unobservable satsfacton level for consumer derved y from consumng type of potato; s the observed y consumpton frequency wth =1 meanng consumer consumes more than once a week and y =0 meanng consumer consumes less than once a week; = Con, Org wth Con meanng conventonal and Org meanng Organc; ε s are the random dsturbance tems and they are assumed to follow bvarate normal dstrbuton wth mean zero, standard devatons equal to one and correlaton between Org ε Con ε and equal to ρ, whch s to be estmated; α s the coeffcents of the explanatory varables to be X estmated; and s a vector of explanatory varables ncludng consumers atttudes and consumers socodemographc characterstcs. The emprcal specfcaton of the satsfacton functon underlyng the bvarate probt model makes reference to both consumers use of product characterstcs to make the potato purchase decson and consumers soco-demographc characterstcs. The satsfacton functon s formulated as follows: The bvarate probt model based on the emprcal representaton of the latent non-observable utlty functon n (2) s estmated usng maxmum lkelhood method. C. K-means cluster analyss In addton to the bvarate probt model estmaton, cluster analyss s used to do a market segmentaton analyss,.e. to nvestgate the relatonshp between consumers potato consumpton patterns and ther atttudes. A k-means cluster analyss was carred out to assgn respondents to groups wth as much smlarty wthn and dfference among the groups as possble. K-means ([10]) s one of the smplest algorthms to do cluster analyss. The algorthm s goal s to mnmze the followng obectve functon: K n J = x c = 1 = 1 ( ) 2 2 (3) ( ) x c where s the dstance between a data ( ) x pont c and the cluster center, s an ndcator of the dstance of the n data ponts from ther respectve cluster centres (also called centrod); K s the number of clusters; and n s number of data ponts. The dstance we use here s Eucldean dstance. A. Descrptve statstcs III. RESULTS The summary statstcs of the partcpants consumpton patterns of conventonal and organc potatoes, ther use of product characterstcs to make the potato purchase decson and soco-demographcs are defned n Table 1. U = α + α Servce + α Packdesgn + α Packsze + α Pr ce + α Health α Nutrents + α Taste + α Brand + α Orgn + α Freshness α NutrtonInf + α Varety + α Appearance + α Safety + α Label Chld Educaton Income Age Gender + α16 + α17 + α18 + α19 + α10 + α21 Household + ε (2)

4 4 Table 1 Summary statstcs Varable Varable Descrpton Mean Conventonal Organc Numbers of persons Household n HH b a The oldest partcpant s 86 years old and the youngest partcpant s 20 years old. b The smallest household has 1 person, the largest household has 5 persons. Conventonal potato consumpton, 1=more than once a week, 0= less than once a week Organc potato consumpton, 1=more than once a week, 0=less than once a week Dummy varables equal to 1 f partcpant thnks the product characterstc s mportant to make the purchase / consumpton decson, Standard Devaton Servce Packagng desgn Packagng sze Prce Health Ingredents , otherwse. Taste Brand Orgn Freshness Nutrton nformaton Label Varety Appearance Food safety Chldren Number of chldren n household (HH) = school less than 8 years; 2= school 8-10 Educaton years; 3= school years; 4= unversty degree Monthly household NetIncome: 1=less than Income 400 ; 2=400 to 800 ; 3=800 to 1300 ; =1300 to 1800 ; 5=1800 to 2300 ; 6=more than 2300 Age Age n nteger years a Gender 1=female, 0=male The results show that 78% of the partcpants consume conventonal potatoes more than once a week and 32% consume organc potatoes more than once a week (Table 1). Most partcpants thnk taste (83%) and appearance (75%) are mportant to make the potato purchase decson. In contrast, packagng desgn (15%) and brand (27%) are less mportant. The average age of the partcpants s 43 years old and 55% are female. As we expected, the proporton of partcpants who consume organc potatoes more than once a week s less than the proporton of partcpants who consume conventonal potatoes more than once a week. The Wald test of proporton ndcates that the proportons are sgnfcantly dfferent from each other B. Impact of consumers use of product characterstcs and soco-demographcs on ther organc and conventonal potato consumpton patterns Consumers use of qualty characterstcs and ther soco-demographcs determne ther consumpton patterns of organc and conventonal potatoes. The estmaton results are presented n Table 2. Note, the value ρˆ, the estmated correlaton between conventonal potato consumpton and organc consumpton, s estmated to be 0.25 (P-value=0.11). The postve correlaton ndcates that consumers who consume conventonal potatoes more frequently are also more lkely to consume organc potatoes more frequently, but the correlaton between the consumpton patterns s not sgnfcant at the 0.10 sgnfcance level. The results n Table 2 show that partcpants use of product characterstcs to make the potato purchase and ther soco-demographcs affect the consumpton of conventonal and organc potatoes n dfferent ways. Partcpants use of potato ngredents (Ingredents) to make the purchase decson has a.05); partcpants who consder ngredents of potatoes to be mportant consume organc potatoes more often. Although the atttude towards ngredents affects partcpants purchase of conventonal potatoes n a negatve way, the effect s not statstcally sgnfcant. Partcpants may thnk organc potatoes have more healthy ngredents than conventonal potatoes [8].

5 5 Rankng potato orgn as an mportant attrbute s postvely assocated wth more frequent consumpton of organc potatoes. Table 2 Estmaton of bvarate probt model for potato consumpton patterns Varable Conventonal potatoes Organc potatoes Parameter P-value Parameter P-value estmates estmates Intercept *** 0.00 Servce Packagng desgn 0.60* Packagng sze Prce Health Ingredents ** 0.04 Taste Brand Orgn *** 0.01 Freshness Nutrton nformaton 0.53** Label -0.61** * 0.10 Varety ** 0.04 Appearance 0.47* * 0.10 Food safety -0.54* * 0.10 Chldren * 0.05 Educaton ** 0.04 Income Age 0.02** Gender Household * 0.10 ˆρ *** sgnfcant at the 1% level; ** sgnfcant at the 5% level; * sgnfcant at 10% level. Provdng nutrton nformaton such as recpes for potato dshes, avalable at the potato counter, has a sgnfcant and postve effect on conventonal potato consumpton frequency, but no statstcally sgnfcant effect for organc potatoes. Labels, such as seals of approval, have a sgnfcantly negatve effect for consumpton of both conventonal and organc potatoes, results that suggest that consumers who care about these types of labels are less lkely to consume potatoes. The varable Varety affects the consumpton of organc potatoes sgnfcantly n a negatve way: partcpants who lke purchasng specal knds of potatoes are lkely to consume organc potatoes less often. Atttudes towards appearance of potatoes and the mportance of food safety affect partcpants consumpton of conventonal potatoes and organc potatoes n the opposte way. Those who thnk potato appearance to be more mportant consume conventonal potatoes more often and organc potatoes less often. However, less than perfect appearance assocated wth organc potatoes s also assocated wth reduced use of pestcdes. Prevous studes (e.g., [11]) showed smlar results for golden delcous apples. Those who consder food safety to be mportant are lkely to consume organc potatoes more often and conventonal potatoes less often. Among soco-demographcs factors, the number of chldren at home (Chldren) has a postve effect and the sze of household has a negatve effect on the consumpton of organc potatoes. That s, households wth chldren are lkely to consume more organc potatoes whle larger households tend to consume less organc potatoes. Educaton level (Educaton) has a postve effect on the consumpton of organc potatoes: the partcpants who have a hgher educaton level tend to consume organc potatoes more often. Age affects conventonal potato consumpton sgnfcantly postvely: older people are lkely to eat more conventonal potatoes. C. Market segmentaton of potato consumers In order to enable producers to develop marketng strateges for specfc consumer segments, we analyze n ths secton how consumers atttudes nfluence ther potato consumpton behavour usng cluster analyss. Therefore, ntervewees were asked about ther general atttudes on the food ndustry, producton methods and locaton, towards food prce versus food qualty, health concerns, etc. They receved a statement battery contanng opnons such as Food ndustry guarantees good qualty, I would prefer the

6 6 purchase of local products, Healthy det s very mportant, I choose the foods I buy very carefully and Expensve food has a better qualty and had to evaluate every statement on a 5-pont Lkert-Scale (5=I strongly agree, 1=I strongly dsagree). We appled a k-means cluster analyss to group the partcpants based on ther opnons and to nvestgate the effect on the respondent s choce of organc potatoes and conventonal potatoes. A three cluster soluton gves the best results. In cluster 1 (n=91), called the Industry-trustng group, the partcpants trust the food producton process more than the other two clusters; they thnk the food ndustry can provde them wth healthy food to eat so they do not care about the orgn of products too much, nstead, they care about the taste of food more than the producton methods. The partcpants n cluster 2 (n=77), the Health-orented group, are very concerned about ther health, they would rather buy expensve food to avod contamnants, they are concerned wth the orgn of food very much and they prefer to buy local food. The partcpants n cluster 3 (n=47), the Prceorented group, care about the prce of food very much; they beleve that cheap food has equal qualty to expensve food and that an ncreasng prce does not nsure better taste; at the same tme they do not trust the food ndustry. To see how these three groups dffer n ther choces of organc potatoes and conventonal potatoes and n ther soco-demographcs we conducted ANOVA and MANOVA 1 analyses. The results are shown n Table 3a and 3b. We can see that the three groups do not dffer sgnfcantly n ther consumpton patterns of conventonal potatoes (P-value=0.77) but they do dffer n consumpton of organc potatoes (Pvalue<0.01). The three groups also dffer n ther number of chldren at household (P-value=0.06), educaton level (P-value<0.01), ncome level (Pvalue=0.07), age (P-value <0.01), and gender (Pvalue=0.03). The Health-orented partcpants consume organc potatoes sgnfcantly more often than those n the other two groups. The average number of chldren n ths group s the hghest; the partcpants n ths group are most educated compared wth those n the other groups; the partcpants have 1 ANOVA s unvarate analyss of varance and MANOVA s multvarate analyss of varance. hgher ncome and they are older that those n the other two groups. The proporton of females n ths group s also the hghest. Table 3a Potato consumpton patterns and socodemographcs of clusters Group Varable Std. Dev. Std. Dev. Prce-orented (n=47) Std. Dev. Industrytrustng (n=91) Healthorented (n=77) Mean Mean Mean Conventonal Organc Chldren Educaton Income Age Gender Household Table 3b Potato consumpton patterns and socodemographcs of clusters Group Varable Conventonal 0.77 Test results ANOVA P-value MANOVA P-value Organc <0.01 <0.01 Chldren 0.06 Educaton <0.01 Income 0.07 Age <0.01 Gender 0.03 Household 0.15 <0.01 The proporton of partcpants who consume organc potatoes more than once a week n the Industry-trustng group s the lowest among the three groups. Ths group has the youngest partcpants and the lowest percentage of females. The Prce-orented group has the hghest consumpton of conventonal potatoes compared wth the other two clusters. Only 13% of these households have chldren lvng n the

7 7 household. The educaton level s the lowest as s the ncome level. Ther age s comparable wth the Healthorented consumers. The MANOVA results show that the three groups dffer n the consumpton pattern of potatoes n general (P-value<0.01) and also dffer n the partcpants overall soco-demographcs (Pvalue<0.01). IV. CONCLUSIONS AND MARKETING IMPLICATIONS Our comprehensve study of consumpton patterns of conventonal and organc potato consumers usng survey data from Germany one of the countres wth the hghest share of organc produce provdes useful nformaton for organc potato growers. The results from a bvarate probt estmaton of conventonal and organc potato consumpton patterns have mportant marketng mplcatons. Frstly, consumers assocate organc producton methods wth healthy ngredents, trustable orgn and food safety. Hence, n promotng organc potatoes the health benefts due to certan ngredents of organc potatoes, the orgn of producton and food safety aspects of organc potato producton should be especally emphaszed. Secondly, less perfect appearance s not desred / favored by potato consumers, and mght even prevent some consumers from choosng organc potatoes. Organc potato producers need to take consumers lmted tolerance of nferor appearance nto account durng the producton process. Addtonally, consumer educaton and promoton through recpes and tps for use may mprove the market for organc potatoes wth nferor appearance. Snce the consumers wth lower educaton are less lkely to choose organc potatoes, nformatve or persuasve marketng strateges (or consumer educaton) that can enhance ther knowledge about the advantages of organc producton mght be useful to ncrease the sale of organc potatoes n ths partcular group of consumers. In addton, the results ndcate that households wth chldren are a maor market for organc potatoes. Promoton campagns should contnue to emphasze how organc potatoes are benefcal for chldren n order to keep and even enlarge ths market. Addtonally, a cluster analyss shows that there are some market segmentatons among potato consumers. The consumers n the Health-orented segment consume organc potatoes more often than the Industry-trustng and Prce-orented segments. Dfferent marketng strateges should be adopted by organc potato growers. For the Health-orented group, organc potato growers can contnue to focus on the health benefts brought by organc potato consumpton. The organc potato growers can ncrease the prce premum approprately to get hgher proft but they wll not lose the market snce ths group of consumers s not qute as senstve to prce. For the Industry-trustng group, organc potato growers could emphasze the lack of chemcal resdues used n organc producton systems and enlarge the potental organc market by attractng more consumers by ncreasng Industry-trustng consumers awareness of potental drawbacks of conventonal producton and the benefts of organc producton. The Prceorented group does not trust the food producton system and they consder the hgh prce premum to be the maor obstacle that prevents them from buyng organc potatoes. Lowerng the prce margn for organc potatoes to some degree (of course the prce should be beyond the cost of producton) or ncludng sales promoton every now and then mght gan a large market from ths consumer group. However, future research should focus on quantfyng consumers wllngness to pay for desred potato attrbutes to gve more detaled recommendatons to producers. ACKNOWLEDGMENT Ths analyss took place whle Carola Grebtus was a Post- Doctoral Research Fellow at the Center for Agrcultural and Rural Development, Iowa State Unversty, Ames, Iowa, USA. REFERENCES 1. U.S. Department of Agrculture, Economc Research Servce (2007) Organc Agrculture Brefng Room Commsson of the European Communtes (2005) Organc Farmng n the European Unon, facts and Fgures. Report G2EW-JKD, Brussels. m,

8 8 3. ZMP (2008a) Deutschland st größter Markt für Bo- Lebensmttel n Europa. /agrarwoche/marktgrafk/2008_02_08_zmpmarktgrafk. asp, ZMP (2008b) Ernährungstrends n Deutschland von 1996 bs chen/verbraucher/2008_01_02_pro_kopf_verbrauch_ Deutschland.asp, Pmentel, D (1993) Economcs and Energetcs of Organc and Conventonal Farmng. Journal of Agrcultural and Envronmental Ethcs 6(1): Roddy, G, Cowan, C, Hutchnson, G (1994): Organc Food: A Descrpton of the Irsh Market Brtsh Food Journal 96 (4): Bernard, JC, Zhang, C, Gfford, K (2006) An Expermental Investgaton of Consumer Wllngness to Pay for Non-GM Foods When an Organc Opton Is Present. Agrcultural and Resource Economcs Revew 35(2): Lourero LM, Hne, S (2002) Dscoverng Nche Markets: A Comparson of Consumer Wllngness to Pay for Local (Colorado Grown), Organc, and GMO- Free Products Journal of Agrcultural and Appled Economcs 34(3): Magnusson, MK, Arvola, A, Hurst, UK, Södén, P (2001) Atttudes towards organc foods among Swedsh consumers. Brtsh Food Journal 103(3): MacQueen, JB (1967) Some Methods for classfcaton and Analyss of Multvarate Observatons. Proceedngs of 5-th Berkeley Symposum on Mathematcal Statstcs and Probablty, Berkeley, Unversty of Calforna Press, 1: Yue C, Jensen, HH, Mueller, DS, Nonnecke, GR, Bonnet, D, Gleason, ML (2007) Estmatng Consumers Valuaton of Organc and Cosmetcally Damaged Apples. HortScence, 42(6): Correspondng author Author: Carola Grebtus Insttute: Department of Agrcultural and Food Market Research Insttute for Food and Resource Economcs Unversty of Bonn Street: Nussallee 21 Cty: Bonn Country: Germany Emal: carola.grebtus@lr.un-bonn.de

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Assessing Consumers Valuation of Cosmeticaly Damaged Apples Using a Mixed Probit Model

Assessing Consumers Valuation of Cosmeticaly Damaged Apples Using a Mixed Probit Model Assessng Consumers Valuaton of Cosmetcaly Damaged Apples Usng a Mxed Probt Model Chengyan Yue, Helen H. Jensen, Daren S. Mueller, Gal R. Nonnecke, and Mark L. Gleason Workng Paper 05-WP 419 December 005

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

Domestic Water Use and Values in Swaziland: A Contingent Valuation Analysis

Domestic Water Use and Values in Swaziland: A Contingent Valuation Analysis Domestc Water Use and Values n Swazland: A Contngent Valuaton Analyss S Farolf 1, RE Mabugu 2 & SN Ntshngla 3 Abstract The paper reports on the use of the contngent valuaton method to study the determnants

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

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

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

Effect of crop choice on split fertilizer application. Mira Nurmakhanova

Effect of crop choice on split fertilizer application. Mira Nurmakhanova Effect of crop choce on splt fertlzer applcaton Mra Nurmakhanova Department of Economcs Iowa State Unversty Ames, Iowa (515) 294-5051 mra@astate.edu Selected Paper prepared for presentaton at the Amercan

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

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

The Impact of Agricultural Extension on Farmer Nutrient Management Behavior in Chinese Rice Production: A Household-Level Analysis

The Impact of Agricultural Extension on Farmer Nutrient Management Behavior in Chinese Rice Production: A Household-Level Analysis Sustanablty 214, 6, 6644-6665; do:1.339/su616644 Artcle OPEN ACCESS sustanablty ISSN 271-15 www.mdp.com/journal/sustanablty The Impact of Agrcultural Extenson on Farmer Nutrent Management Behavor n Chnese

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

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

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

Volume 12 No. 5 August 2012 DETERMINANTS OF FAST FOOD CONSUMPTION IN KAMPALA, UGANDA. Jackline Bonabana-Wabbi. Sarah Ayo

Volume 12 No. 5 August 2012 DETERMINANTS OF FAST FOOD CONSUMPTION IN KAMPALA, UGANDA. Jackline Bonabana-Wabbi. Sarah Ayo DETERMINANTS OF FAST FOOD CONSUMPTION IN KAMPALA, UGANDA Ayo SA, Bonabana-Wabb J * and D Sserunkuuma Jacklne Bonabana-Wabb Sarah Ayo * Correspondng author emal: jbexm@gmal.com Department of Agrbusness

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

Potential Impacts of Avocado Imports from Mexico on the Florida Avocado Industry

Potential Impacts of Avocado Imports from Mexico on the Florida Avocado Industry Potental Impacts of Avocado Imports from Mexco on the Florda Avocado Industry Skavas Nalampang Agrcultural Economcs Extenson Tropcal Research and Educaton Center Unversty of Florda Emal: nalampan@ufl.edu

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

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

Consumer willingness to pay for genetically modified food in Kenya

Consumer willingness to pay for genetically modified food in Kenya AGRICULTURAL ECONOMICS Agrcultural Economcs 38 (2008) 35 46 Consumer wllngness to pay for genetcally modfed food n Kenya Smon Chege Kmenju a, Hugo De Groote b, a Department of Agrcultural Economcs, Unversty

More information

Labour Demand Elasticities in Manufacturing Sector in Kenya

Labour Demand Elasticities in Manufacturing Sector in Kenya Internatonal Journal of Busness and Socal Scence Volume 8 Number 8 August 2017 Labour Demand Elastctes n Manufacturng Sector n Kenya Anthony Wambugu Unversty of Narob School of Economcs P.O.Box 30197-00100

More information

Impact Assessment of agricultural research and development to reduce virus problems in tomato production in Mali: Farmers perceptions

Impact Assessment of agricultural research and development to reduce virus problems in tomato production in Mali: Farmers perceptions AAAE Conference Proceedngs (2007) 199-203 Impact Assessment of agrcultural research and development to reduce vrus problems n tomato producton n Mal: Farmers perceptons Nouhohefln T. 1, Coulbaly O. 1,

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

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

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

Does irrigation have an impact on food security and poverty?

Does irrigation have an impact on food security and poverty? WORKING PAPER 04 June 014 SUMMARY APRIL 010 Does rrgaton have an mpact on food securty and poverty? Evdence from Bwanje Valley Irrgaton Scheme n Malaw Rudolf Nkhata TABLE OF CONTENTS Abstract... 1 1. Introducton...

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

Policy Options for Improving Market Participation and Sales of Smallholder Livestock Producers: A case study of Ethiopia

Policy Options for Improving Market Participation and Sales of Smallholder Livestock Producers: A case study of Ethiopia Polcy Optons for Improvng Market Partcpaton and Sales of Smallholder Lvestock Producers: A case study of Ethopa Smeon Ehu 1, Samuel Benn 2 and Zelekawork Paulos 3 Abstract Market access plays an essental

More information

NATIONAL DEMAND FOR FRESH ORGANIC AND CONVENTIONAL VEGETABLES: SCANNER DATA EVIDENCE. Feng Zhang, Chung L. Huang, Biing-Hwan Lin, James E.

NATIONAL DEMAND FOR FRESH ORGANIC AND CONVENTIONAL VEGETABLES: SCANNER DATA EVIDENCE. Feng Zhang, Chung L. Huang, Biing-Hwan Lin, James E. NATIONAL DEMAND FOR FRESH ORGANIC AND CONVENTIONAL VEGETABLES: SCANNER DATA EVIDENCE Feng Zhang, Chung L. Huang, Bng-Hwan Ln, James E. Epperson Authors Afflatons: Feng Zhang s a Ph.D. canddate and graduate

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

Factors Influencing the Purchase of Live Seafood in the North Central Region of the United States

Factors Influencing the Purchase of Live Seafood in the North Central Region of the United States Marne Resource Economcs, Volume 26, pp. 59 74 0738-1360/00 $3.00 +.00 Prnted n the U.S.A. All rghts reserved. Copyrght 2011 MRE Foundaton, Inc. Factors Influencng the Purchase of Lve Seafood n the North

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

Labour Market Experience of Male Immigrants and Ethnic Minorities in the UK

Labour Market Experience of Male Immigrants and Ethnic Minorities in the UK IVERSITY OF OTTIGHA Dscusson apers n Economcs Dscusson aper o. 09/08 Labour arket Experence of ale Immgrants and Ethnc nortes n the K By Sayema H. Bdsha Department of Economcs nversty of Dhaka Bangladesh

More information

Problem Set 4 Outline of Answers

Problem Set 4 Outline of Answers Advanced Internatonal Trade Prof. A. Waldkrch EC 378 Fall 2006 Problem Set 4 Outlne of Answers 1. a) Dscuss the meanng and mportance of the eontef paradox. eontef found that US mport substtutes were more

More information

A Probit Analysis of the Determinants of Fertilizer Adoption by Cocoa Farmers in Ghana

A Probit Analysis of the Determinants of Fertilizer Adoption by Cocoa Farmers in Ghana Asan Journal of Agrcultural Extenson, Economcs & Socology 8(1): 1-8, 2016; Artcle no.ajaees.21540 ISSN: 2320-7027 SCIENCEDOMAIN nternatonal www.scencedoman.org A Probt Analyss of the Determnants of Fertlzer

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

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

Can small incentives have large effects

Can small incentives have large effects NATIONAL TAX ASSOCIATION proceedngs Can Small Incentves Have Large Effects? The Impact of Taxes versus Bonuses on Dsposable Bag Use Tatana A. Homonoff, Prnceton Unversty* Introducton Can small ncentves

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

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

Adoption of E-Marketing by Direct Market Farms in the Northeastern U.S. Alexander G. Baer and Cheryl Brown

Adoption of E-Marketing by Direct Market Farms in the Northeastern U.S. Alexander G. Baer and Cheryl Brown Adopton of E-Marketng by Drect Market Farms n the Northeastern U.S. Alexander G. Baer and Cheryl Brown Alexander G. Baer s graduate research assstant and Cheryl Brown s assstant professor n the Dvson of

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

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

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

The Application of Uninorms in Importance-Performance Analysis

The Application of Uninorms in Importance-Performance Analysis The Applcaton of Unnorms n Importance-Performance Analyss BENOIT DEPAIRE, KOEN VANHOOF, GEERT WETS Department of Busness Studes Hasselt Unversty Campus Depenbeek, Agoralaan Gebouw D, 3590 Depenbeek BELGIUM

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

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

Battle of the Retail Channels: How Internet Selection and Local Retailer Proximity Drive Cross-Channel Competition

Battle of the Retail Channels: How Internet Selection and Local Retailer Proximity Drive Cross-Channel Competition Assocaton for Informaton Systems AIS Electronc Lbrary (AISeL) ICIS 2007 Proceedngs Internatonal Conference on Informaton Systems (ICIS) December 2007 Battle of the Retal Channels: How Internet Selecton

More information

POTENTIAL CUSTOMER TYPOLOGY FOR ENTRANCE ON POWDERY PAINTING MARKET. Vojtěch SPÁČIL

POTENTIAL CUSTOMER TYPOLOGY FOR ENTRANCE ON POWDERY PAINTING MARKET. Vojtěch SPÁČIL POTENTIAL CUSTOMER TYPOLOGY FOR ENTRANCE ON POWDERY PAINTING MARKET Vojtěch SPÁČIL Eonomcá faulta, VŠB-TU, Soolsá třída 33, 701 21 Ostrava, Česá republa, vojtech.spacl@vsb.cz Abstract The contrbuton s

More information

An Evaluation of Alternative Cash, Share, and Flexible Leasing Arrangements for South. Carolina Grain Farms * Todd D. Davis **

An Evaluation of Alternative Cash, Share, and Flexible Leasing Arrangements for South. Carolina Grain Farms * Todd D. Davis ** An Evaluaton of Alternatve Cash, Share, and Flexble Leasng Arrangements for South Carolna Gran Farms * Todd D. Davs ** Abstract A smulaton model ncorporatng stochastc yelds, prces, and government payments

More information

Application of a PCA based water quality classification method in water. quality assessment in the Tongjiyan Irrigation Area, China

Application of a PCA based water quality classification method in water. quality assessment in the Tongjiyan Irrigation Area, China Internatonal Conference on Energy and Envronmental Protecton (ICEEP 06) Applcaton of a PCA based water qualty classfcaton method n water qualty assessment n the Tongyan Irrgaton Area, Chna ue-feng Tao,

More information

Munich Personal RePEc Archive

Munich Personal RePEc Archive MPRA Munch Personal RePEc Archve The Impact of Access to Credt on the Adopton of hybrd maze n Malaw: An Emprcal test of an Agrcultural Household Model under credt market falure Frankln Smtowe and Manfred

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

Overeducation in Cyprus

Overeducation in Cyprus Overeducaton n Cyprus Andr Kyrz The Unversty of Lecester Department of Economcs Abstract In ths paper we nvestgate the effects of excessve and lmted schoolng on the ndvduals earnngs n Cyprus. Ths mportant

More information

Hispanic Consumer s Preferences for Genetically Modified Ethnic Produce: An Econometric Analysis

Hispanic Consumer s Preferences for Genetically Modified Ethnic Produce: An Econometric Analysis Hspanc Consumer s Preferences for Genetcally Modfed Ethnc Produce: An Econometrc Analyss Ramu Govndasamy and Venkata S. Pudur Ths study predcts Hspanc consumer s wllngness to buy genetcally modfed (GM)

More information

Determinants of fertilizer use on maize in Eastern Ethiopia: A weighted endogenous sampling analysis of the extent and intensity of adoption

Determinants of fertilizer use on maize in Eastern Ethiopia: A weighted endogenous sampling analysis of the extent and intensity of adoption Determnants of fertlzer use on maze n Eastern Ethopa: A weghted endogenous samplng analyss of the extent and ntensty of adopton B Fufa & RM Hassan 1 Abstract Factors nfluencng the extent and ntensty of

More information

The Critical Success Factors of Sourcing Production for Small and Medium-sized Clothing Firms in Hong Kong

The Critical Success Factors of Sourcing Production for Small and Medium-sized Clothing Firms in Hong Kong Volume 4, Issue 3, Sprng2005 The Crtcal Success Factors of Sourcng Producton for Small and Medum-szed Clothng Frms n Hong Kong Fung-y Tam, Ka-leung Moon, Sau-fun Ng, Ch-leung Hu Insttute of Textles and

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

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

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

FEDERAL RESERVE BANK of ATLANTA

FEDERAL RESERVE BANK of ATLANTA FEDERAL RESERVE BANK of ATLANTA Welfare Recpency, Job Separaton Outcomes, and Postseparaton Earnngs: Insght from Lnked Personnel and State Admnstratve Data Jll Mare Gunderson and Jule L. Hotchkss Workng

More information

Analyzing the Microeconomic Determinants of Travel Frequency using the Com- Poisson Regression model

Analyzing the Microeconomic Determinants of Travel Frequency using the Com- Poisson Regression model 20 2nd Internatonal Conference on Envronmental Scence and Development IPCBEE vol.4 (20) (20) IACSIT Press, Sngapore Analyzng the Mcroeconomc Determnants of Travel Frequency usng the Com- Posson Regresson

More information

Hybrid Cocoa and Land Productivity of Cocoa Farmers in Ashanti Region of Ghana

Hybrid Cocoa and Land Productivity of Cocoa Farmers in Ashanti Region of Ghana World Journal of Agrcultural Scences 7 (2): 172-178, 2011 ISSN 1817-3047 IDOSI Publcatons, 2011 Hybrd Cocoa and Land Productvty of Cocoa Farmers n Ashant Regon of Ghana 1 2 2 3 A.N. Wredu, A. Mensah-Bonsu,

More information

Factors Affecting Adoption of Modern Beehive in Saese Tsaeda District of Tigray Ethiopia

Factors Affecting Adoption of Modern Beehive in Saese Tsaeda District of Tigray Ethiopia Journal of Energy Technologes and Polcy ISSN 2224-3232 (Paper) ISSN 2225-0573 (Onlne) www.ste.org Factors Affectng Adopton of Modern Beehve n Saese Tsaeda Dstrct of Tgray Ethopa Tadele adsu halesselass

More information

Bulletin of Energy Economics.

Bulletin of Energy Economics. Bulletn of Energy Economcs http://www.tesdo.org/journaldetal.aspx?id=4 Energy Intensty and Technology Sourcng: A Study of Manufacturng Frms n Inda Santosh Kumar Sahu a,, K. Narayanan b a Madras School

More information

Modelling Reference-Dependent and Labelling Effects. in Consumers Functional Food Choices

Modelling Reference-Dependent and Labelling Effects. in Consumers Functional Food Choices Modellng Reference-Dependent and Labellng Effects n Consumers Functonal Food Choces Nng Nng Zou (Helen) * *PhD Canddate, Department of Boresource Polcy, Busness & Economcs, Unversty of Saskatchewan, emal:

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

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

Technical Efficiency of Olive Growing Farms in Tunisia and Potential Demand for Olive Oil in Japan

Technical Efficiency of Olive Growing Farms in Tunisia and Potential Demand for Olive Oil in Japan 沙漠研究 22-1, 45-48 (2012 ) Journal of Ard Land Studes "ICAL 1 / DT X" -Refereed Paper- Techncal Effcency of Olve Growng Farms n Tunsa and Potental Demand for Olve Ol n Japan Kench KASHIWAGI 1), Atsush KAWACHI

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

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

Risk aversion and sustainable maize production in Nigeria: Some challenges and prospects for agricultural and economic development

Risk aversion and sustainable maize production in Nigeria: Some challenges and prospects for agricultural and economic development AAAE Conference Proceedngs (2007) 177-182 Rsk averson and sustanable maze producton n Ngera: Some challenges and prospects for agrcultural and economc development Olarnde L.O. 1 and Manyong V.M. 2 1 Department

More information

Brand Value, Preference and Customer Value Effects of Non-conventional Utility Products: An Experimental Analysis in Mexican Market

Brand Value, Preference and Customer Value Effects of Non-conventional Utility Products: An Experimental Analysis in Mexican Market Brand Value, Preference and Customer Value Effects of Non-conventonal Utlty Products: An Expermental Analyss n Mexcan Market (Keywords: Customer value, product attractveness, advertsng, pont of sales promotons,

More information

Do Changes in Customer Satisfaction Lead to Changes in Sales Performance in Food Retailing?

Do Changes in Customer Satisfaction Lead to Changes in Sales Performance in Food Retailing? Do Changes n Customer Satsfacton Lead to Changes n Sales Performance n Food Retalng? Mguel I. Gómez Research Assocate Food Industry Management Program Department of Appled Economcs and Management Cornell

More information

Do Farm Programs Explain Mean and Variance of Technical Efficiency? Stochastic Frontier Analysis

Do Farm Programs Explain Mean and Variance of Technical Efficiency? Stochastic Frontier Analysis Do Farm Programs Explan Mean and Varance of Techncal Effcency? Stochastc Fronter Analyss Rahul Ranjan Master Student Dept. of Agrbusness and Appled Economcs NDSU, Fargo, ND 58108-6050 E-mal: rahul.ranjan@ndsu.edu

More information

Economic incentives and the quality of domestic waste: counterproductive effects through waste leakage 1

Economic incentives and the quality of domestic waste: counterproductive effects through waste leakage 1 Economc ncentves and the qualty of domestc waste: counterproductve effects through waste leakage 1 H. Bartelngs 2, R. B. Dellnk and E.C. van Ierland, Envronmental Economcs and Natural Resources Group,

More information

Trade Potential Determinants of the Adoption of Seed Yam Innovations in Ghana

Trade Potential Determinants of the Adoption of Seed Yam Innovations in Ghana Journal of Agrculture and Envronment for Internatonal Development - JAEID 2014, 108 (1): 29-42 DOI: 10.12895/jaed.20141.186 Trade Potental Determnants of the Adopton of Seed Yam Innovatons n Ghana MORO

More information

Determinants of the place of sell and price of kale for Kiambu, Kenya

Determinants of the place of sell and price of kale for Kiambu, Kenya Afrcan Journal of Agrcultural Research Vol. 5(9), pp. 805-812, 4 May 2010 Avalable onlne at http://www.academcjournals.org/ajar ISSN 1991-637X 2010 Academc Journals Full Length Research Paper Determnants

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

Why do we have inventory? Inventory Decisions. Managing Economies of Scale in the Supply Chain: Cycle Inventory. 1. Understanding Inventory.

Why do we have inventory? Inventory Decisions. Managing Economies of Scale in the Supply Chain: Cycle Inventory. 1. Understanding Inventory. -- Chapter 10 -- Managng Economes of Scale n the Supply Chan: Cycle Inventory Pros: Why do we have nventory? To overcome the tme and space lags between producers and consumers To meet demand/supply uncertanty

More information

A Multi-Product Reverse Logistics Model for Third Party Logistics

A Multi-Product Reverse Logistics Model for Third Party Logistics 2011 Internatonal Conference on Modelng, Smulaton and Control IPCSIT vol.10 (2011) (2011) IACSIT Press, Sngapore A Mult-Product Reverse Logstcs Model for Thrd Party Logstcs Tsa-Yun Lao, Agatha Rachmat

More information

Access to Microfinance: Does it Matter for Profit Efficiency Among Small Scale Rice Farmers in Bangladesh?

Access to Microfinance: Does it Matter for Profit Efficiency Among Small Scale Rice Farmers in Bangladesh? Access to Mcrofnance: Does t Matter for Proft Effcency Among Small Scale Rce Farmers n Bangladesh? John Sumelus Department of Economcs and Management, Faculty of Agrculture and Forestry P.O. Box 7, FIN-14

More information

Information and the Use of New Technology: Evidence from Seeding Density Decisions of U.S. Corn Farmers

Information and the Use of New Technology: Evidence from Seeding Density Decisions of U.S. Corn Farmers Informaton and the Use of New Technology: Evdence from Seedng Densty Decsons of U.S. Corn Farmers Paul Mtchell, 1* Guanmng Sh, 1 and Joe Lauer 2 Paper prepared for the UW AAE Appled Economcs Workshop,

More information

Field Burning of Crop Residues

Field Burning of Crop Residues SMED Report No 62 2004 Feld Burnng of Crop Resdues Heléne Wkström, Rolf Adolfsson, Statstcs Sweden 2004-06-30 Commssoned by the Swedsh Envronmental Protecton Agency Publshed at: www.smed.se Publsher: Swedsh

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