Wine production in Denmark Do the characteristics of the vineyards affect the chances for awards?

Size: px
Start display at page:

Download "Wine production in Denmark Do the characteristics of the vineyards affect the chances for awards?"

Transcription

1 WORKING PAPER Ja Btz ad Valdmar Smith Wi prducti i Dmark D th charactristics f th viyards affct th chacs fr awards? Dpartmt f Ecmics ISBN (prit) ISBN (li)

2 Sptmbr 2009 Wi prducti i Dmark D th charactristics f th viyards affct th chacs fr awards? Ja Btz & Valdmar Smith Dpartmt f Ecmics Aarhus Schl f Busiss Aarhus Uivrsity Abstract: By th d f th frmr ctury thr wr lss tha 10 cmmrcial vitrs prducig wi i Dmark. Thr was widsprad accptac f th viw that cmmrcial prducti f wi i th mst rthr parts f Eurp was impssibl. Hwvr, th umbr f cmmrcial wi grwrs i Dmark grw t mr tha 60 at th d f 2009 ad th Assciati f Daish Wigrwrs w cuts mr tha 1400 mmbrs. Dmark ca lgr b s as a -wi prducig cutry! Frmally, th trasfrmati f Dmark t a wi prducig cutry tk plac i yar 2000 wh Dmark was accptd as a cmmrcial wi prducig ati withi th Eurpa Ui. Basd a rmarkably dtaild micr data st this papr first givs a dscripti f wi prducti i Dmark ad thraftr w addrss th qusti whthr viyard charactristics ar imprtat fr th quality f th wi ad/r whthr idividual charactristics f th wi grwr ar imprtat. Usig a hdic mdl th fcus is spcially th imprtac f gral factrs lik th typ f sil, slp, ggraphy, grap varity tc. i rlati t th awards btaid by th rspctiv viyards W thak Ja Bckr, Th Assciati f Daish Wigrwrs fr data accss ad participats at th aual VDQS mtig hld i Namur, May 2009 ad participats at th aual AAWE mtig hld i Rims, Ju 2009 fr cstructiv ad hlpful cmmts.

3 1. Itrducti Accrdig t th itratial alchl statistics Dmark blgs t th grup f cutris that hav a rlativly high csumpti lvl f wi. I 2007 th ttal csumpti f wi i Dmark amutd t 168 milli litrs which crrspds t arly 33 litrs pr capita. Thus, xt t wi prducig cutris lik.g. Italy, Frac ad Grc, Dmark blgs t th vry tp f wi csumig cutris. Hwvr, accrdig t histry Dmark has t b a wi prducig cutry. Of curs bsids traditi th mai ras is sub ptimal climat cditis. N mayb xcpt fr ambitius Daish wimakrs rcgiz Dmark as a pttial wi cutry. Still, at all tims thr wr i fact privat prss wh prducd wi i small quatitis fr thir w csumpti ad sm wis wr f rlativly gd quality. Mrvr, durig th latst dcad mr ad mr ppl hav stablishd small wi filds ad bught facilitis t prduc wi i a mr prfssial way. Climat chags, i.. bttr wathr i August ad Sptmbr cmbid with mildr witrs ad lss risk f frsty prids i th sprig has causd a icrasig itrst fr wi prducti i Dmark. Furthrmr, th dvlpmt f grap varitis which ar mr suitabl fr prducti f wi i cl climat aras als bstd th itrst fr a mr widsprad wi prducti. Du t prssur frm th Daish Gvrmt th August 2000 rvisi f th EU Wi Rgulati mad it lgal als t prduc wi a cmmrcial basis i Dmark (th sam was dcidd fr Swd ad Irlad). Thus, Daish cmmrcial wi grwrs gt accptac t prduc vi d tabl withut ggraphical rigi th labl. At th sam tim Daish rgulativ ruls wr implmtd. Csqutly a w wi prducig cutry was br. Hwvr th Daish prducrs did t gt accss t th EU subsidy systm lik th ld wi prducig cutris. Sic 2000 th Daish wi idustry has icrasd rapidly ad by w th Assciati f Daish Wi Prducrs has mr tha 1400 mmbrs. Furthrmr, du t th rapid dvlpmt f prducti Dmark askd fr prmissi t prduc vi d tabl with a ggraphical idicati th labl, which mas that yar f harvst ad grap varity culd b aucd th labl. Th EU cmmissi accptd this rqust i 2007 ad hraftr Daish wis ca carry th labl rgial wi frm Jutlad (th mailad), Fu (a islad), Zalad (a islad) r Brhlm (a small islad i th Baltic Sa).

4 Th aim f this articl is twfld. Firstly, w giv a itrducti t Daish wi prducti. Thus, i th fllwig scti w illumiat prducti ladscap ad th lgal framwrk fr wi prducti as s frm th iput sid. Scdly, w lk at th utput ad discuss which factrs ar f imprtac fr btaiig high quality i a wbr wi cutry. Thus, attti is put wi grwrs charactristics ad factrs lik trrir, grap varitis, fild ad rw ritati, stpss f th viyard, sil ad harvst cditis tc. Usig a hdic mdl st up th chacs fr awards at th yarly Daish Wi Ctst is tstd agaist th atural hypthsis that i a wbr idustry ubsrvd charactristics may b dmiat fr th prfrmac f th prducrs. 2. Wi prducti i Dmark Th mst imprtat factr fr prducig wi i th rthr rgis f th EU is th climat cditis. Thus, a sufficitly lg sas frm pig t harvst is critical ad at th sam tim a lg warm prid up t harvst is crucial. Nrmally pig taks plac i th first part f Ju ad harvst is i th middl f Octbr. Figur 1 givs th vrall tmpratur fr th wathr i Dmark i Ju Sptmbr sic It is asily s that th grwig cditis vary sigificatly frm yar t yar, bviusly with gd cditis i.g ad O th thr had 1987 illustrats that i sm yars wi prducti sms hardly pssibl at all. Figur 1. Avrag tmpratur Ju Sptmbr, Dmark Surc: Statistics Dmark Of curs, sushi hurs frm Ju t Sptmbr ar highly imprtat. Agai sigificat variati t th rul appars,.g. i 2005 th avrag mthly umbr f

5 sushi hurs was 199 but i 2006 it icrasd t 230. Ju Sptmbr i 2007 was t ly cld but gav ly 181 sushi hurs ad agai it rs t 217 i Thus it is clarly s that Dmark is a cl climat ara with hug variati i grwig cditis. Traditial grap varitis cat matur. As a xampl Spätburgudr, which ds wll as rthr as Sachs i Grmay ca hardly matur i Dmark. Thrfr spcial varitis ar usd, s blw. As a csquc, th micr climat ad lcati f th wi filds is vry imprtat i Dmark, s blw. 2.1 Rgulati I li with thr wi prducig cutris thr ar strict rgulati fr cmmrcial wi prducti i Dmark, s Th Daish Agricultural Miistry (2008). Cmmrcial wi prducrs ar ly allwd t us grap varitis which hav b accptd, s Bx 1. Ad furthrmr ly a fw basic wis ar accptd fr graftig. Mrvr, i rdr t start sllig wi a cmmrcial basis th grwrs must hav a EU passprt fr all thir wi stcks. BOX 1. Grap varitis apprvd fr us i Dmark (rdrd alphabtically), Akl (N), Biaca (B), Blå Dau (N),Castl (N), D Muscat (N), Duklfldr (N), 3. A hdic mdl fr awards Ehrbritstir (B), Esztr (B), GF.GA (B), GF.GA (N), GM 4 46 kl 10 (B), GM (Rs), GM (B), GM (B), Gldrislig (B), Huxlrb (B), Krr (B), Krlig(B), Lé Millt (N), Madli Agvi 7672 (B), Madli Sylvar (B), Mrzlig (B), Nr (N), Optima (B), Ori (B), Ortga (B), Phix (B), Précs d Maligr (B), Rflx (B), Rfrm (B), Rgt (N), Rgr (B), Rd (N), Sigrrb (Rs), Sirius (B), Slaris (B), Tidlig Blå Burgudr (N), Zalas Prl (B), Bacchus (B), Charday (B), GM (N), Malvasi (N), Maréchal Fch (N), Pit Auxrris (B), Pit Blac (B), Pit Muir (N), Pit Nir (N). B = Blac, Rs = Rsé, N = Nir Furthrmr, ach cmmrcial wi grwr must rprt ttal fild siz, grap varitis, harvst ifrmati, prducti ad stcks f wi. Ths ruls ar i accrdac with th EU rgulati, which has b implmtd i rdr t suprvis wi prducti i Eurp. I additi, Dmark has a umbr f xmptis frm th EU ruls bcaus Daish wi prducrs ar t accptd fr EU subsidis. Th mst imprtat is th xmpti rul ccrig us f sacchars. Du t climat cditis this is rathr vital fr Daish wi prducti.

6 2.2. Lcati f wi prducrs i Dmark Daish wi grwrs ar rgaizd i th Assciati f Daish Wi Prducrs. By th d f 2008 thr wr 1389 mmbrs ut f which 58 wr cmmrcial prducrs (i 2000 th crrspdig umbr was 8). 1 Th wi grwrs ar lcatd i all aras f Dmark. Figur 2 shws that thr is ctral rgi fr wi prducti i Dmark v thugh th micr climat varis csidrably. Figur 2. Mmbrs i Th Assciati f Daish Wigrwrs, by rgi, Nv Surc: Th Assciati f Daish Wigrwrs, Thus lcati cls t castal aras hav lss risk f frsty ights i May, mr suy cditis durig th summr, but at th sam tim cldr tmpraturs durig th summr bcaus f th sa, i.. th sa tmpratur is rmally arud blw dgrs Clsius. I th middl f Jutlad (th gr rgi) cld ights ar quit rmal i April ad May ad i sm yars v with frst i th last part f May. 1 By August th umbr f cmmrcial grwrs had grw t 63.Th Daish Wi Grwrs Assciati xpcts this umbr t icras by 10 durig th xt yar, s Viprss 6, 2009.

7 2.3 Prducti Bcaus f rprtig ruls, thr ar frmal statistics all wi prducti i Dmark as is th cas fr.g. thr agricultural prducts. N cmmrcial prducrs d t hav t rprt thir prducti t th authritis, which mas that th wi statistics is icmplt, i.. udrrprtig is prst. Figur 3. Th harvst f graps, (kil/m 2 ) by siz f rprtd fild (m 2 ). Surc: Th Assciati f Daish Wigrwrs, Th figur icluds ly prducrs rprtig t th aual harvst statistics f th assciati. Thrfr, th figurs fr th vrall Daish wi prducti dpd hw may prducrs actually giv harvst ifrmati i a particular yar. Thus, i 2005 th rprtd harvst was kg., i kg ad i kg., which rflcts that th wathr cditis i 2006 wr rally gd, i.. harvst i 2006 did bfit frm ptimal wathr cditis spcially i August/Sptmbr ad with a dry suy prid i Octbr, whr th harvst tk plac. I additi, i lss gd yars th ictiv t rprt is lwr, which als is rflctd i th figur. Fr 2008 th stimatd prducti is arud bttls f wi. Figur 3 givs th yild (kg/sqm) by siz f prducr.

8 Firstly, it is asily s that th siz distributi f Daish wi grwrs is highly skw, with a sigificat amut f small garag prducrs. Calculatig a Hrfidahl cctrati idx basd th fild siz distributi i figur 2 w gt H2005 is 0.19; H2006 is 0.17 ad H2007 is Agai, th lattr is highly iflucd by bad climat cditis which causd sm f th largr prducrs t b highly slctiv i thir harvst. Rcalculatd it umbr quivalts th Hrfidahl idics crrspd t a hypthtical situati with 6, 6 ad 12 prducrs f qual siz withi th thr yars. Csqutly, wi prducti i Dmark is rlativly cctratd. Lkig at th yild i arly all filds, th yild is lss tha 2 kg pr squar mtr irrspctiv f th yar lkd at. Giv th variati i harvst cditi this f curs rflcts slcti f graps. Thr is a clar tdcy that micr prducrs gt th highst yild which mst likly is causd by bttr suitd lcati f thir plats. Largr prducrs hav p wi filds which f curs maks th yild mr dpdt gral wathr cditis. Excpt fr prducr all largr prducrs (>1000 sqm.) btai a yild blw 1 kg pr squar mtr. Figur 4 givs a vrviw f th imprtac f varius grap varitis. Th mst imprtat grap varity is Rd, which is usd fr prducig sigl grap rd wi ad als th basic cmpt i blds. Rd is rally suitabl fr th Daish wathr cditis. It ds t d a lg summr fr maturig ad it is rathr rsistat t plat disass lik fugus attacks. Th graps L Millt ad Rgt, which ar wll kw ld grap varitis i Grmay t, ar scd mst imprtat. Still w srts ar itrducd,.g. Cabrt varitis, which sm t d prtty wll t i th wi xprimts prfrmd util w.

9 Figur 4. Th Daish wigrwig ara distributd by grap varity, ,4 0,35 0,3 0,25 r a 0,2 h S 0, ,1 0, G m fr b r J l a g h i c S r a M s iriu S a ilg Z ris la S rl P s la a Z ita a G r r K r d u rg u b lå B r it a h J R K W K tz ri u h ic M ir N t i P ira h p a S a c ia B r ld f r D Grap r N r l y u h c S l c A W K g li rz M ix h P r d A t k a i s v u m g D A ri la d a M a g rt O r l B l t s a C h c F l a h c ré a M ri O t il M L t g R d R Surc: Th Assciati f Daish Wigrwrs. Th figur icluds ly prducrs wh ctribut t th aual harvst statistics. 2.4 Daish Wi Ctst ad awards Dspit th fact that th Daish wi idustry is w br, svral wi grwrs hav participatd i itratial wi ctsts ad sm hav maagd t wi awards i traditial blid tastigs. O xampl is th Daish Dmai Skærsøgård wh actually gt a silvr mdal i 2007 ad 2008 fr thir DON s Pik at th Frch sparklig ctst, Effrvscts du Md. DON s Pik is a sparklig wi mad by th Mthd Traditill. At th ctst it was up agaist 31 champags, th mst wll kw huss i this class wr Niclas Fuillatt ad Jacquart. At th dmstic lvl Th Daish Assciati f Wi Grwrs arrag th aual

10 Daish Wi Ctst, which is hld i th sam traditi as ccurs i Frac tc. Furthrmr, prfssial rfrs ar icludd i th pal f blid tastrs ad lik lswhr th wis ar rwardd by a 0 20 pit systm. Th valuati taks it accut clur, s ad f curs tast. At th 2008 ctst 211 wis cmig frm 20 cmmrcial wi grwrs ad 76 privat cmmrcial prducrs wr submittd fr valuati. Bx 2 shws th distributi f pits. Nt that i rdr t b icludd i th ctst at last 8 pits ar dd. 45 wis did t pass this thrshld. Th avrag scr was 11 pits. Bx 2. Th aual wi ctst f Daish wis, wis did t pass th miimum cditis. (Grad < 8.00 pits) 63 wis wr accptabl (Gradd btw 8.00 ad 9.99 pits) 50 wis gt th charactr accptd with prais (Gradd btw ad pits) 30 wis gt a brz mdal ( pits) 12 wis gt a silvr mdal ( pits) 11 wis w gld (vr 15 pits) Surc: Th Assciati f Daish Wigrwrs. Th figur icluds prducrs wh ctribut t th aual harvst statistics. Mrvr, 6 ut f th 11 gld wirs wr cmmrcial garag prducrs but i th ppsit d f th scal th sam grup cutd 35 f th 45 wis which did t pass th ctst. As xpctd, th cmmrcial wi grwrs split it tw grups, i.. wi prducti i th vry high quality/high skill sgmt ad a sgmt i th thr d f th scal, i.. th lw quality. Naturally, i a w br wi idustry such diffrcs ar t b xpctd. Figur 5 prsts th pit distributi fr wis at th 2008 ctst. It is clarly s that tast is th mst imprtat factr bhid th ttal scr. Thus, thr is ly mir variac i assssmt fr s ad clur, i.. mst wis btai btw 2 ad 3 pits.

11 Figur 5. Gradig f wis (pits) at th 2008 Daish wi ctst. Surc: Assciati f Daish Wi Grwrs. Th figur icluds prducrs wh ctribut t th aual harvst statistics. 3. Which factrs dtrmi quality chacs fr awards? Wi prducti at th cmmrcial lvl is rlativly w i Dmark ad bviusly th quality ad rakigs f th Daish wis attract much attti. Csqutly, it is imprtat t valuat which factrs that ar imprtat fr prducig gd wi. Csqutly, it is itrstig t aalys th factrs bhid wi quality. I li with thr studis, s.g. Ashfltr t al. (2001) w st up a hdic mdl fr wi quality whr trrir factrs, th grap cmpsiti f th wis ad wi grwrs charactristics ar icludd. Th wi quality is apprximatd by th umbr f pits rcivd at th aual Daish wi Ctst, which rsults i th fllwig mdl (P qual t lg(pits) ) (1) P = a + b X + c Z + d Y + f S + whr X is a vctr f grap varity charactristics, Z dts trrir factrs, Y stads

12 fr grwrs charactristics. S is th sugar ctt (Ocsl) ad fially is a rrr trm assumd t b NID. I a wbr wi idustry crtai varitis ar xpctd t prfrm bttr tha thr typs f graps. Thrfr, a umbr f dummy variabls fr th typ f grap usd i prducig th spcific wis ar icludd i th mdl. Mst imprtat is Rd which is th dmiatig grap i Daish wi prducti, s abv. It is xpctd that wis mad ut f Rd, which is th mst suitabl grap fr makig wi i Dmark, btai mr pits tha thr wis. Furthrmr th grap dummis iclud ctrl fr whit ad rd wis. 2 Th mai trrir variabls ar fild dircti (suth) ad th stpss f th viyard. Mr stpss ad suthr dircti f th wi fild (rws) is xpctd t giv highr quality. Furthrmr, ctrl is mad fr plat itsity, i.. th mr plats pr squar mtr th lwr quality is xpctd ad furthrmr high yild pr squar mtr is xpctd t giv prr quality trugh lss thrugh slcti f graps. Fially grwr charactristics must b icludd i th mdl. I particular xpric sms imprtat bcaus wi prducti dmads high skill ad kwldg.g. th crrct harvstig tim, prducig th wi ad th rps ad tricks f makig th fial prduct whr tim lags f svral mths xist bfr th fial rsults ca b valuatd. Th data st givs ifrmati th ag f th yar f stablishig th wi filds which is assumd t apprximat th xpric f th wi grwr. Thus, lgr xpric is assumd t ifluc th wi quality i a psitiv dircti. I additi, w add th siz f th prducr. Largr prducrs ar xpctd t prduc bttr wis bcaus f larg scal advatags i bth prducti ad accumulati f kwldg. Nt that Daish wi grwrs ar vry small as cmpard t thr cutris, whr yu may als xpct that smallr grwrs prduc xcllt wi (.g. garag prducrs). I Dmark this mchaism may b at wrk t, du t th fact that sm micr prducrs spcially cmmrcial prducrs prduc high quality wis simpl bcaus cmic csidratis tim us ad us f thr rsurcs spt i makig th wis ar rally tak it csidrati by this grup. 2 Du t th umbr f bsrvatis th data st icluds bth rd ad whit wis.

13 (2) S = α + β X + γ U + δ V + ε Th grap sugar ctt, S (Ocsl) is f spcial itrst bcaus f th cl climat grwig cditis. Furthrmr highr ctt f atural sugar is a idicatr f suprir grwig cditis ad thrfr th Ocsl masur is icludd as a sparat factr i quati (1). Thrfr th sugar ctt itslf is f particular itrst ad i quati (2) th Oscl masur is xplaid by grap varitis (X), fild charactristics (U) ad th lgth f th grwig sas (V). 4. Empirical rsults Th data usd i th aalysis cms frm th aual harvst rprt f Daish wi grwrs 2007, which has b mrgd with th rsults frm th Aual Daish wi Ctst (2008). Tabl 1 givs mas statistics fr slctd variabls. Tabl 1. Ma statistics fr slctd variabls. Pits at th Daish wi ctst (max=20) Obsrvatis Sampl ma Std. rrr, (Sampl ma) Std. rrr, (Ovrall) Yild (kg/sqm) Sugar ctt (csl)* Expric (yar) Fild Stpss (Dgrs) *Diffrc i wight btw 1 litr grap juic ad 1 litr f pur watr (gram). Th avrag scr was 11 amg th 53 wis i th sampl. This scr crrspds t accptd with prais which is th catgry just blw brz. Th vrall stadard rrr suggsts that thr is sigificat variati i th pits i rdr t tst th award mdl. Th sam is th cas fr th sugar ctt, which is masurd by th stadard Ocsl figur ad fr xpric ad stpss f th fild, all f thm sampl mas sigificatly diffrt frm zr ad with a tabl stadard rrr.

14 4.1 Empirical rsults sugar Prir t stimatig quati (1) fcus is put th sugar ctt i th graps bcaus a quit imprtat factr bhid prducig wis f suprir quality is th sugar ctt f th graps at harvst, i.. th Ocsl figur. Highr sugar ctt i th graps mas bttr pprtuitis fr ptimal macurati ad it will giv strgr wis, which is th basic challg fr prducrs i Dmark t prduc. Naturally, cmpard t th traditial wi cutris it is rlativly difficult t prduc full maturd graps with high atural sugar ctt i Dmark. Furthrmr, util w Daish prducd wis ar t rally suitabl fr strig ad thrfr th acidity f th wis is rlativly lss imprtat tha i th classical wi cutris whr high sugar ctt ad a crrct balac btw sugar ad acid i th graps is th prrquisit fr prducig full bdid ad at th sam tim lglastig wis. Tabl 2 givs a imprssi f th imprtat factrs fr th sugar ctt. Th mdl, which icluds th sigificat factrs aftr usig a limiati tchiqu, givs a quit satisfactry dgr f xplaati, i.. mr tha 50%. Furthrmr, i accrdac with prir kwldg it is asir t btai a highr sugar ctt i th graps by usig Rd (rd wi), which is th prfrrd grap i Dmark ad it sms that Slaris (gr), which partly cms frm th Grma grap Mrzlig. Slaris is kw fr arly maturig, which f curs is cssary fr a high ctt f sugar. Oppsitly, Phix is a tricky ad dmadig gr grap i th muskat traditi which fr th mmt hardly sms t b suitabl fr th grwig cditis i Dmark ulss th lcal grwig cditis allw a lat harvst.

15 Tabl 2. Rgrssi mdls f th sugar ctt f graps (Ocsl) i award wiig vis, Mdl 1 Mdl 2 Cstat (1.330) (1.409) Grap: Rd Grap: Slaris Grap: Phix Sil: sad 0.054* (0.024) 0.165* (0.042) 0.302* (0.077) 0.143* (0.055) 0.044** (0.025) 0.157* (0.044) 0.311* (0.082) Yild pr m * (0.022) 0.046** (0.024) Grwig sas (lgth) 0.675* (0.311) 0.754* (0.329) 2 R Obsrvatis * idicats sigificac at th 5 pr ct lvl, ** at th 10 pr ct lvl. Naturally, th lgth f th grwig sas is f imprtac (t that this variabl is rprtd fr ach fild at th prducr s lvl i th harvst rprt). Ad furthrmr lw yild givs highr sugar, which is f curs t surprisig ad i accrdac with xpric i th ld wi cutris. Fially, th mdl shws that sady sil i itslf rsults i highr sugar ctts. Hwvr, sil cditis ar crrlatd with th grwig sas ad thrfr th mdl is prstd withut sad icludd i clum 2. As xpctd th paramtr fr lgth f grwig sas icrass as cmpard t clum 1, whr sil typ is icludd.

16 4.2 Empirical rsults awards Accrdig t th discussi arlir th chacs f wiig a award at th wi ctst dpds svral grups f xplaatry factrs. First f all grap varitis must b icludd, xt prducr xpric, thirdly wi filds charactristics ad fially th atural ctt f sugar assumabl is a apprpriat idicatr f th basic quality f th graps. Tabl 3 givs th rsults f varius spcificatis f quati (1). 3 Clum 1 prsts th simpl mdl just icludig th ctt f grap sugar at harvst, which clarly has a sigificat ad psitiv ifluc th umbr f pits. Thus a 1 pit icras i th Ocsl masur assumabl rsults i a 0.5% icras i th pits gratd. Clum 2 brigs i prducrs ad grap charactristics. Big a cmmrcial grwr ad havig mr xpric has a psitiv ifluc pits thugh this ifluc is t sigificat. As xpctd Rd graps givs a additial chac bsids th highr sugar ctt f wiig awards at th ctst, whil this xtra ffct is xistt fr Slaris. O th thr had usig Phix graps hacs th chacs fr mr pits, which is a idicatr f th pttial (tast) f this grap. Fially, it shuld b ticd that th islatd ifluc f th Ocsl icrass wh icludig grap charactristics it th mdl, which f curs is a idicatr f clliarity btw ths variabl. Still, istrumtig th sugar variabl ds t sm t hav a twrthy ifluc th rsults. Fcussig fild charactristics i clums 3 ad 4 thr sms t b xtra ffct th umbr frm th typ f sil pits bsids th idirct ifluc via sugar ctt. Of curs tast diffrcs basd trrir ar xpctd t affct th umbr f pits, but i rdr t islat this ifluc mr dtaild ifrmati th sil is dd. 3 I th xprimtal phas f th cmputatis th sugar ctt was istrumtd by us f quati (2), hwvr with mixd rsults.

17 Tabl 3. Rgrssi mdls f awards at th Daish wi ctst 2008 (Lg f pits, 53 wis). Mdl 1 Mdl 2 Mdl 3 Mdl 4 Cstat (1.102) 0.527* Sugar (i grap at harvst) (0.255) Expric (yar f stablishig th ldst fild f th viyard) Cmmrcial prducr (1.282) 0.846* (0.295) (0.041) (0.053) Grap: Rd (rd) 0.121* (0.057) Grap: Slaris (gr) (0.110) Grap: Phix (gr) 0.470* (0.221) (1.394) 0.885* (0.321) (0.053) (0.053) 0.133* (0.063) (0.118) 0.510* (0.240) Sil: Sad (0.166) Sil: Mixd (0.127) Sil: Clay (0.132) Fild slp (dgrs) (1.156) 0.948* 0.311) 0.110* (0.055) (0.059) 0.198* (0,068) (0.120) 0.602* (0.235) (0.200) (0.129) (0.137) 0.016* (0.008) 2 R Obsrvatis * idicats sigificac at th 5 pr ct lvl. Accrdig t th xprimts fild dircti ad th stpss f fild did t hav ay sigificat ifluc th Ocsl figur du t th fact that ths charactristics ar partly icludd i th yild ad lgth f th grwig sas. Hwvr, fild slp ds affct th umbr f pits gratd at th aual ctst itslf. Thus stpr wi filds rsult i wis f bttr quality, which f curs is a priri xpctd. Fially it shuld b td that prducr siz ds t affct quality (t shw),

18 which idicats that.g. larig ffcts causd by larg scal prducti fr th mmt sm t t b prst. But th xpric f th grwr is crrctly sigd (psitiv) ad sigificat i th full mdl (clum 4) idicatig that lgr xpric tds t icras th wi quality. Thus, at this stag f wi prducti i Dmark ubsrvabl charactristics f filds ad prducrs ar imprtat. This is partly rflctd i th vrall dgr f xplaati. Icludig mr xplaatry variabls adds t th R 2 dig up with 0.20 fr th full mdl. 5. Cclusi Dmark is a mrgig ati f wi prducti. Climat chags ad ivati has alrady mad it pssibl t prduc wis i cl climat aras with rlativly shrt grwig sass. Mrvr th futur glbal hatig ad th dvlpmt f w varitis is xpctd t b v mr favurabl t Daish wi prducti. By w th umbr f cmmrcial wi grwrs i Dmark is arud 80 ad th Assciati f Daish Wi Grwrs w cuts mr tha 1400 mmbrs. Furthrmr Dmark has b accptd as a cmmrcial wi prducig ati withi th Eurpa Ui. Csqutly, this papr first givs a dscripti f wi prducti i Dmark. Basd a rich micr data fr Daish wi grwrs w furthrmr addrss th qusti whthr viyard charactristics ar imprtat fr th quality f th wi ad/r whthr idividual charactristics f th grwrs ar imprtat. Wi quality is apprximatd by th awards btaid at th aual Daish wi ctst. Thus, stimati f a hdic mdl fr pits at th ctst suggst that sugar ctt, stpr filds, chic f grap varity ad xpric f th grwrs affct th umbr f pits gratd t th wi at th aual Daish Wi Ctst psitivly. Still ubsrvabls cut fr 80 prct f th variati i th gratd awards, which f curs is surprisig i a w br wi idustry lik th Daish.

19 Litratur Ashfltr, O. & K. Strchma (2001): Th quality f viyards sits i th Msl vally f Grmay. Upublishd Wrkig Papr, VDQS.t. Lccq, S. ad Vissr, M., (2006), "What dtrmis Wi Prics: Objctiv vs. Ssry Charactristics?", Jural f Wi Ecmics, Vlum 1. Sprig 2006, pp Lad, S. ad Smith, C.E., (1998), "Quality Expctatis, Rputati ad Pric", Suthr Ecmic Jural 64(3), pp Schaml, G., (2000), Idividual ad Cllctiv Rputati Idicatrs f Wi Quality, CIES Discussi Papr 0009, Ctr fr Itratial Ecmic Studis, Adlaid Uivrsity. Schaml, G. ad Adrs, K., (2003), "Wi Quality ad Varital, Rgial ad Wiry Rputatis: Hdic Prics fr Australia ad Nw Zalad", Th Ecmic Rcrd, Vl. 79, N Th Assciati f Daish Wi Grwrs, Viprss svral issus, Th magazi f Th Assciati f Daish Wi Grwrs Th Daish Agricultural Miistry (2008) Th Daish Climat Istitut

20 Dpartmt f Ecmics: Skriftsri/Wrkig Papr: 2008: WP 08-1 Sbastia Buhai, Migul Prtla, C Tuligs ad Aic va Vuur: Rturs t Tur r Sirity ISBN (prit); ISBN (li). WP 08-2 Flra Bll, Patrick Muss, Lil Nsta t Frédéric Warzyski: L fft pr-ccurrtil d l itégrati urpé : u aalys d l évluti ds taux d marg das ls idustris maufacturièrs fraçaiss ISBN (prit); ISBN (li). WP 08-3 Erdal Yalci: Th Prximity-Cctrati Trad-Off udr Gds Pric ad Exchag Rat Ucrtaity ISBN (prit); ISBN (li) WP 08-4 Elk J. Jah ad Hrbrt Brückr: Migrati ad th Wag Curv: A Structural Apprach t Masur th Wag ad Emplymt Effcts f Migrati ISBN (prit); ISBN (li) WP 08-5 Sør Harck: A Phillips curv itrprtati f rrr-crrcti mdls f th wag ad pric dyamics ISBN (prit); ISBN (li) WP 08-6 Elk J. Jah ad Thmas Wagr: Jb Scurity as a Edgus Jb Charactristic ISBN (prit); ISBN (li) WP 08-7 Jørg Drud Has, Virmatas Kvdaras ad Jørg Ulff- Møllr Nils: Mplistic Cmptiti, Itratial Trad ad Firm Htrgity - a Lif Cycl Prspctiv - ISBN (prit); ISBN (li) WP 08-8 Dari Pzzli: Th Trasiti t Wrk fr Italia Uivrsity Graduats ISBN (prit); ISBN (li)

21 WP 08-9 Aalisa Cristii ad Dari Pzzli: Nw Wrkplac Practics ad Firm Prfrmac: a Cmparativ Study f Italy ad Britai ISBN (prit); ISBN (li) WP Pal Bua ad Dari Pzzli: Early Labur Markt Rturs t Cllg Subjcts ISBN (prit); ISBN (li) WP Ib Blvig: Lw wag aftr umplymt - th ffct f chags i th UI systm ISBN (prit); ISBN (li) WP Nia Smith, Valdmar Smith ad Mtt Vrr: Wm i Tp Maagmt ad Firm Prfrmac ISBN (prit); ISBN (li) WP Sbastia Buhai, Ela Cttii ad Nils Wstrgård-Nils: Th impact f wrkplac cditis firm prfrmac ISBN (prit); ISBN (li) WP Michal Rshlm: Exprimtal Evidc th Natur f th Daish Emplymt Miracl ISBN (prit); ISBN (li) WP Christia Bjørskv ad Ptr Kurrild-Klitgaard: Ecmic Grwth ad Istitutial Rfrm i Mdr Marchis ad Rpublics: A Histrical Crss-Cutry Prspctiv ISBN (prit); ISBN (li) WP Nabaita Datta Gupta, Niclai Krists ad Dari Pzzli: Th Validity f Vigtts i Crss-Cutry Halth Studis ISBN (prit); ISBN (li) WP Aa Piil Damm ad Mari Luis Schultz-Nils: Th Cstructi f Nighburhds ad its Rlvac fr th Masurmt f Scial ad Ethic Sgrgati: Evidc frm Dmark ISBN (prit); ISBN (li) WP Jørg Drud Has ad Jørg Ulff-Møllr Nils: Pric as a Idicatr fr Quality i Itratial Trad? ISBN (prit); ISBN (li)

22 WP Elk J. Jah ad Thmas Wagr: D Targtd Hirig Subsidis ad Prfilig Tchiqus Rduc Umplymt? ISBN (prit); ISBN (li) WP Flra Bll, Patrick Muss, Lil Nsta ad Frdric Warzyski: Edgus Markups, Firm Prductivity ad Itratial Trad: Tstig Sm Micr-Lvl Implicatis f th Mlitz-Ottavia Mdl ISBN (prit); ISBN (li) WP Lida Bll, Nia Smith, Valdmar Smith ad Mtt Vrr: Gdr diffrcs i prmti it tp-maagmt jbs ISBN (prit); ISBN (li) WP Ja Btz ad Valdmar Smith: A mpirical aalysis f th rlatiship btw th csumpti f alchl ad livr cirrhsis mrtality ISBN (prit); ISBN (li) WP Gabril J. Flbrmayr, Sa Hillr ad David Sala: Ds Immigrati Bst Pr Capita Icm? ISBN (prit); ISBN (li) WP Christia Grms: Ati-Dumpig with Htrgus Firms: Nw Prtctiism fr th Nw-Nw Trad Thry ISBN (prit); ISBN (li) WP Adrw E. Clark, Niclai Krists ad Nils Wstrgård- Nils: Ecmic Satisfacti ad Icm Rak i Small Nighburhds ISBN (prit); ISBN (li) WP Erik Strøjr Mads ad Valdmar Smith: Cmmrcializati f Ivatis ad Firm Prfrmac ISBN (prit); ISBN (li) WP Luis Lykk Brix ad Ja Btz: Wast Grati I Dmark A Evirmtal Ad Ecmic Aalysis ISBN (prit); ISBN (li)

23 WP Ig Gishckr, Jørg Ulff-Møllr Nils ad Krad Pawlik: Hw Imprtat is Exprt-Platfrm FDI? Evidc frm Multiatial Activitis i Plad ISBN (prit); ISBN (li) WP Pdr J. Pdrs ad Marila Pytlikva: EU Elargmt: Migrati flws frm Ctral ad Eastr Eurp it th Nrdic cutris - xplitig a atural xprimt ISBN (prit); ISBN (li) 2009: WP 09-1 Tmi Kyyrä, Pirpal Parrtta ad Michal Rshlm: Th Effct f Rcivig Supplmtary UI Bfits Umplymt Durati ISBN (prit); ISBN (li) WP 09-2 Dari Pzzli ad Marc Razai: Old Eurpa Cupls Rtirmt Dcisis: th Rl f Lv ad My ISBN (prit); ISBN (li) WP 09-3 Michal Gibbs, Mikl Tapia ad Frdric Warzyski: Glbalizati, Suprstars, ad th Imprtac f Rputati: Thry & Evidc frm th Wi Idustry ISBN (prit); ISBN (li) WP 09-4 Ja D Lckr ad Frdric Warzyski: Markups ad Firm- Lvl Exprt Status ISBN (prit); ISBN (li) WP 09-5 Tr Erikss, Marila Pytlikvá ad Frédéric Warzyski: Icrasd Srtig ad Wag Iquality i th Czch Rpublic: Nw Evidc Usig Likd Emplyr-Emply Datast ISBN (prit); ISBN (li) WP 09-6 Lghwa Ch ad Tr Erikss: Vacacy Durati, Wag Offrs, ad Jb Rquirmts Pr-Match Data Evidc ISBN (prit); ISBN (li) WP 09-7 Tr Erikss, Valéri Smts ad Frédéric Warzyski: Small Op Ecmy Firms i Itratial Trad: Evidc frm Daish Trasactis-Lvl Data ISBN (prit); ISBN (li)

24 WP 09-8 Dari Pzzli ad Marc Razai: Participati ad Sctr Slcti i Nicaragua ISBN (prit); ISBN (li) WP 09-9 Rikk Ibs, Frdric Warzyski ad Nils Wstrgård-Nils: Emplymt Grwth ad Itratial Trad: A Small Op Ecmy Prspctiv ISBN (prit); ISBN (li) WP Rgr Badick ad Hlgr Görg: Frig acquisiti, plat survival, ad mplymt grwth ISBN (prit); ISBN (li) WP Pirpal Parrtta ad Dari Pzzli: Th Effct f Larig by Hirig Prductivity ISBN (prit); ISBN (li) WP Taka Kat ad Pia Shu Pr Effcts, Scial Ntwrks, ad Itrgrup Cmptiti i th Wrkplac ISBN (prit); ISBN (li) WP Sa Hillr ad Erdal Yalci: Switchig btw Dmstic Markt Activity, Exprt ad FDI ISBN (prit); ISBN (li) WP Tr Erikss ad Marila Pytlikva: Frig Owrship Wag Prmia i Emrgig Ecmis: Evidc frm Czch Rpublic ISBN (prit); ISBN (li) WP Astrid Würtz Rasmuss: Family Structur Chags ad Childr s Halth, Bhavir, ad Educatial Outcms ISBN (prit); ISBN (li) WP Tr Erikss: Hw May Daish Jbs Ca (Pttially) B D Elswhr? ISBN (prit); ISBN (li) WP Lrz Cappllari, Claudi Lucifra ad Dari Pzzli: Dtrmiats f Grads i Maths fr Studts i Ecmics ISBN (prit); ISBN (li)

25 WP Yigqiag Zhag ad Tr Erikss: Iquality f Opprtuity ad Icm Iquality i Ni Chis Prvics, ISBN (prit); ISBN (li) WP Ricard Gil ad Frdric Warzyski: Vrtical Itgrati, Exclusivity ad Gam Sals Prfrmac i th U.S. Vid Gam Idustry ISBN (prit); ISBN (li) WP Christia Grms: Itraspart Markts ad Itra-Idustry Trad ISBN (prit); ISBN (li) WP Ja Btz ad Valdmar Smith: Wi prducti i Dmark D th charactristics f th viyards affct th chacs fr awards? ISBN (prit); ISBN (li)

GROUP MEDICAL INSURANCE PROPOSAL FORM GROUP MEDICAL INSURANCE PROPOSAL FORM

GROUP MEDICAL INSURANCE PROPOSAL FORM GROUP MEDICAL INSURANCE PROPOSAL FORM Call us: 920012331 www.acig.com.sa Allid Cooprativ Isurac Group (ACIG) شركة املجموعة املتحدة للتاأمني التعاوين ) أ سيج( GROUP MEDICAL INSURANCE GROUP MEDICAL INSURANCE Clit Dtails: - GROUP MEDICAL INSURANCE

More information

www.akcp.com Virtual Sensors

www.akcp.com Virtual Sensors www.akcp.cm Irduci: Virual Ssrs Virual ssrs ca b a vry pwrful l i yur mirig sysm. O h scuriyprb yu ca hav up 80 f hs virual ssrs ad hy allw fr a muliud f applicais. Igrai wih MODBUS wrks wih h scuriyprb

More information

TIME VALUE OF MONEY: APPLICATION AND RATIONALITY- AN APPROACH USING DIFFERENTIAL EQUATIONS AND DEFINITE INTEGRALS

TIME VALUE OF MONEY: APPLICATION AND RATIONALITY- AN APPROACH USING DIFFERENTIAL EQUATIONS AND DEFINITE INTEGRALS MPRA Muich Prsoal RPEc Archiv TIME VALUE OF MONEY: APPLICATION AND RATIONALITY- AN APPROACH USING DIFFERENTIAL EQUATIONS AND DEFINITE INTEGRALS Mahbub Parvz Daffodil Itratioal Uivrsy 6. Dcmbr 26 Oli at

More information

Problem Set 6 Solutions

Problem Set 6 Solutions 6.04/18.06J Mathmatics for Computr Scic March 15, 005 Srii Dvadas ad Eric Lhma Problm St 6 Solutios Du: Moday, March 8 at 9 PM Problm 1. Sammy th Shar is a fiacial srvic providr who offrs loas o th followig

More information

Traffic Flow Analysis (2)

Traffic Flow Analysis (2) Traffic Flow Analysis () Statistical Proprtis. Flow rat distributions. Hadway distributions. Spd distributions by Dr. Gang-Ln Chang, Profssor Dirctor of Traffic safty and Oprations Lab. Univrsity of Maryland,

More information

STRONGEST IRELAND SERIOUS ILLNESS PLAN. The. LifeProtect. Market Comparison. 19% more Heart Attack and 17% more Stroke claims.

STRONGEST IRELAND SERIOUS ILLNESS PLAN. The. LifeProtect. Market Comparison. 19% more Heart Attack and 17% more Stroke claims. LifProtct Markt Compariso Th STRONGEST SERIOUS ILLNESS PLAN IN IRELAND simplifid dfiitios will rsult i us payig out up to 19% mor Hart Attack ad 17% mor Strok claims. Sourc: Risurr Rsarch, Ju 2014 For

More information

Adverse Selection and Moral Hazard in a Model With 2 States of the World

Adverse Selection and Moral Hazard in a Model With 2 States of the World Advrs Slction and Moral Hazard in a Modl With 2 Stats of th World A modl of a risky situation with two discrt stats of th world has th advantag that it can b natly rprsntd using indiffrnc curv diagrams,

More information

Initial inventory levels for a book publishing firm

Initial inventory levels for a book publishing firm Mőhlytaulmáy Vállalatgazdaságta Itézt 93 Budapst, Fıvám tér 8. (+36 ) 482-5566, Fax: 482-5567 www.u-crvus.hu/vallgazd Ital vtry lvls fr a b publshg frm Imr Dbs Ágs Wmmr 23. sz. Mőhlytaulmáy HU ISSN 786-33

More information

2.2.C Analogy between electronic excitations in an atom and the mechanical motion of a forced harmonic oscillator"

2.2.C Analogy between electronic excitations in an atom and the mechanical motion of a forced harmonic oscillator ..C Analgy btwn lctrnic xcitatins in an atm and th mchanical mtin f a frcd harmnic scillatr" Hw t chs th valu f th crrspnding spring cnstant k? Rsnant Absrptin Mchanical rsnanc W idntify th mchanical rsnanc

More information

1.- L a m e j o r o p c ió n e s c l o na r e l d i s co ( s e e x p li c a r á d es p u é s ).

1.- L a m e j o r o p c ió n e s c l o na r e l d i s co ( s e e x p li c a r á d es p u é s ). PROCEDIMIENTO DE RECUPERACION Y COPIAS DE SEGURIDAD DEL CORTAFUEGOS LINUX P ar a p od e r re c u p e ra r nu e s t r o c o rt a f u e go s an t e un d es a s t r e ( r ot u r a d e l di s c o o d e l a

More information

IntelliBPM. The next generation Business Performance Management Tool. Executive Summary: Market Demand: Problem:

IntelliBPM. The next generation Business Performance Management Tool. Executive Summary: Market Demand: Problem: IntlliBPM Th nxt gnratin Businss Prfrmanc Managmnt Tl IntlliBPM is a ttal Businss Prfrmanc Managmnt (BPM) and gnratin platfrm dsignd t assist businsss gnrat a flxibl and dynamic BPM slutin. It is rspnsiv

More information

QUANTITATIVE METHODS CLASSES WEEK SEVEN

QUANTITATIVE METHODS CLASSES WEEK SEVEN QUANTITATIVE METHODS CLASSES WEEK SEVEN Th rgrssion modls studid in prvious classs assum that th rspons variabl is quantitativ. Oftn, howvr, w wish to study social procsss that lad to two diffrnt outcoms.

More information

Question 3: How do you find the relative extrema of a function?

Question 3: How do you find the relative extrema of a function? ustion 3: How do you find th rlativ trma of a function? Th stratgy for tracking th sign of th drivativ is usful for mor than dtrmining whr a function is incrasing or dcrasing. It is also usful for locating

More information

1. Online Event Registration 2. Event Marketing 3. Automated Event Progress Reports 4. Web based Point of Sale Terminal 5. Email Marketing System

1. Online Event Registration 2. Event Marketing 3. Automated Event Progress Reports 4. Web based Point of Sale Terminal 5. Email Marketing System 2 t v E S d Ivit 3 M o it o r ro la 1 r g 1 Oli Evt Rgitratio 2 Evt Marktig 3 Automatd Evt rogr Rport 4 Wb bad oit of Sal Trmial 5 Email Marktig Sytm ag 1 of 6 Copyright 2004-2011 myvillag oli Evt Maagmt

More information

Do Not Cut, Fold, or Staple Forms on This Page Do Not Cut, Fold, or Staple Forms on This Page

Do Not Cut, Fold, or Staple Forms on This Page Do Not Cut, Fold, or Staple Forms on This Page 22222 Vi b Emplyr intificatin numbr (EIN) a Emply s scial scurity numbr Fr Official Us Only OMB N. 1545-0008 1 Wags, tips, thr cmpnsatin 2 Fral incm tax withhl c Emplyr s nam, arss, an ZIP c 3 Scial scurity

More information

The time series data in this example are obtained from sampling a function describing the free decay of a torsion oscillator for time t > t o

The time series data in this example are obtained from sampling a function describing the free decay of a torsion oscillator for time t > t o The Excel FFT Fucti v2 P T Debevec July 5, 28 The discrete Furier trasfrm may be used t idetify peridic structures i time series data Suppse that a physical prcess is represeted by the fucti f time, ht

More information

Frequently Asked Questions Registrant Site Testing. Q: How do I access the testing and what is my login?

Frequently Asked Questions Registrant Site Testing. Q: How do I access the testing and what is my login? Frquly Akd Qui Rgir Si Tig Q: Hw d I cc h ig d wh i my lgi? A: T r dmiird hrugh crl i hp://rgir.qflippr.cm/ Yu mu b rgird wih h i fr cc. Fr m ud, cc i grd hrugh rgiri lik mild wih yur cur mril. Hwvr, m

More information

CLOUD COMPUTING BUSINESS MODELS

CLOUD COMPUTING BUSINESS MODELS da MODLS Atlir d l iova CLOUD COMPUTING MODLS Chair coomi d l iova - Mourad Zroukhi C d chrch Écoomi t Maagmt Uivrsité d Chair coomi d l iova - da MODLS AGNDA Cloud Computig : What is it? Cloud Dploymt

More information

Assessing the cost of Outsourcing: Efficiency, Effectiveness and Risk

Assessing the cost of Outsourcing: Efficiency, Effectiveness and Risk Assssig th cost of Outsourcig: Efficicy, Effctivss ad Risk Todd Littl Ladark Graphics tlittl@lgc.co Abstract Offshor outsourcig is a popular approach for copais lookig to rduc softwar dvlopt costs. W hav

More information

Lecture 3: Diffusion: Fick s first law

Lecture 3: Diffusion: Fick s first law Lctur 3: Diffusion: Fick s first law Today s topics What is diffusion? What drivs diffusion to occur? Undrstand why diffusion can surprisingly occur against th concntration gradint? Larn how to dduc th

More information

PREFERRED LIFE INSURANCE NORTH AMERICA

PREFERRED LIFE INSURANCE NORTH AMERICA PREFERRED LIFE INSURANCE NORTH AMERICA Dat: Spt, 2011 Ditr Gaubatz Agda 1. Copt 2. History 3. Data 4. Futur 1 Copt No-prfrrd plas Normal mortality risk valuatio pross P r v a l ^ i r a s Issud at stadard

More information

Econ 371: Answer Key for Problem Set 1 (Chapter 12-13)

Econ 371: Answer Key for Problem Set 1 (Chapter 12-13) con 37: Answr Ky for Problm St (Chaptr 2-3) Instructor: Kanda Naknoi Sptmbr 4, 2005. (2 points) Is it possibl for a country to hav a currnt account dficit at th sam tim and has a surplus in its balanc

More information

The international Internet site of the geoviticulture MCC system Le site Internet international du système CCM géoviticole

The international Internet site of the geoviticulture MCC system Le site Internet international du système CCM géoviticole Th intrnational Intrnt sit of th goviticultur MCC systm L sit Intrnt intrnational du systèm CCM géoviticol Flávio BELLO FIALHO 1 and Jorg TONIETTO 1 1 Rsarchr, Embrapa Uva Vinho, Caixa Postal 130, 95700-000

More information

Applicant: JOSEPH M TESTCASE Experian TransUnion Equifax. Bureau Scores 622 627 614. Credit Analyzer Module Rapid Rescore Rapid Rescore Rapid Rescore

Applicant: JOSEPH M TESTCASE Experian TransUnion Equifax. Bureau Scores 622 627 614. Credit Analyzer Module Rapid Rescore Rapid Rescore Rapid Rescore https://ucsmeridianlinkcom/shared/reports/print_htmaspx?reporttype=prq&orderid=3536464 Potential Score Improvement File#: 3536464 Date: Company: Universal Credit Applicant: JSPH M TSTCAS xperian TransUnion

More information

Teacher s Hourly Wages: A Comparison Across Michigan Schools and Alternative Occupations

Teacher s Hourly Wages: A Comparison Across Michigan Schools and Alternative Occupations Policy Rport 24 Ju, 2005 achr Wag: A Compario Acro Michiga School Altrativ Occupatio Dbbi Harri, Sior Rarch Aociat Maria BuriaFitzgrald, Rarch Aociat h Educatio Policy Ctr at Michiga Stat Uivrity Ovrviw:

More information

by John Donald, Lecturer, School of Accounting, Economics and Finance, Deakin University, Australia

by John Donald, Lecturer, School of Accounting, Economics and Finance, Deakin University, Australia Studnt Nots Cost Volum Profit Analysis by John Donald, Lcturr, School of Accounting, Economics and Financ, Dakin Univrsity, Australia As mntiond in th last st of Studnt Nots, th ability to catgoris costs

More information

Compression Outline. LZ77: Sliding Window Lempel-Ziv. Lempel-Ziv Algorithms. CPS 296.3:Algorithms in the Real World

Compression Outline. LZ77: Sliding Window Lempel-Ziv. Lempel-Ziv Algorithms. CPS 296.3:Algorithms in the Real World Cmprssin Outlin CPS 296.3:Algrithms in th Ral Wrl Data Cmprssin III Intrutin: Lssy vs. Lsslss, Bnhmarks, Infrmatin Thry: Entrpy, t. Prbability Cing: Huffman + Arithmti Cing Appliatins f Prbability Cing:

More information

CPS 220 Theory of Computation REGULAR LANGUAGES. Regular expressions

CPS 220 Theory of Computation REGULAR LANGUAGES. Regular expressions CPS 22 Thory of Computation REGULAR LANGUAGES Rgular xprssions Lik mathmatical xprssion (5+3) * 4. Rgular xprssion ar built using rgular oprations. (By th way, rgular xprssions show up in various languags:

More information

Lecture 20: Emitter Follower and Differential Amplifiers

Lecture 20: Emitter Follower and Differential Amplifiers Whits, EE 3 Lctur 0 Pag of 8 Lctur 0: Emittr Followr and Diffrntial Amplifirs Th nxt two amplifir circuits w will discuss ar ry important to lctrical nginring in gnral, and to th NorCal 40A spcifically.

More information

WHITE PAPER. Vendor Managed Inventory (VMI) is Not Just for A Items

WHITE PAPER. Vendor Managed Inventory (VMI) is Not Just for A Items WHITE PAPER Vendr Managed Inventry (VMI) is Nt Just fr A Items Why it s Critical fr Plumbing Manufacturers t als Manage Whlesalers B & C Items Executive Summary Prven Results fr VMI-managed SKUs*: Stck-uts

More information

AVAIL A. Magnum or Banana Cut. Here is the HOTTEST fletching on the market today.

AVAIL A. Magnum or Banana Cut. Here is the HOTTEST fletching on the market today. Hr is th HOTTEST fltching on th markt today. Ths Gatway xclusiv Printz fltchings will mak bautiful arrs. Printz ar availabl in Zbra, Tigr, Pacock and Custom styls. Th Custom styl will all you to put your

More information

ACCOUNTING INFORMATION AS AN AID TO MANAGEMENT DECISION MAKING

ACCOUNTING INFORMATION AS AN AID TO MANAGEMENT DECISION MAKING Vlum 1, N. 3, cmbr 2012 29 ACCOUNTING INFORMATION AS AN AI TO MANAGEMENT ECISION MAKING SIYANBOLA, TRIMISIU TUNJI, Ph i Accutig, Studt Curti Uivrsity Tchlgy, Sarawak, Malaysia ABSTRACT This study is th

More information

Victims Compensation Claim Status of All Pending Claims and Claims Decided Within the Last Three Years

Victims Compensation Claim Status of All Pending Claims and Claims Decided Within the Last Three Years Claim#:021914-174 Initials: J.T. Last4SSN: 6996 DOB: 5/3/1970 Crime Date: 4/30/2013 Status: Claim is currently under review. Decision expected within 7 days Claim#:041715-334 Initials: M.S. Last4SSN: 2957

More information

Calculating the Real ROI of Video Conferencing Technology. SHOCKING TRUTH It s Not Just About Travel Costs!

Calculating the Real ROI of Video Conferencing Technology. SHOCKING TRUTH It s Not Just About Travel Costs! Clcultig th Rl ROI f Vid Cfcig Tchlgy SHOCKING TRUTH It s Nt Just Abut Tvl Csts! Clcultig th Rl ROI f Vid Cfcig Tchlgy Svig M Th Just th Cst f Tvl...3 Old Schl Th Tditil Wy f Clcultig VC ROI...4 Tim =

More information

MERGED INFILE CREDIT REPORT

MERGED INFILE CREDIT REPORT https://ucsmeridianlinkcom/shared/reports/print_htmaspx?reporttype=prq&orderid=3427708 TRANSUNIN/FIC CLASSIC (98) MARISL L TSTCAS 000000001 SCR: 741 014 LNGTH F TIM ACCUNTS HAV BN STABLISHD 012 LNGTH F

More information

Long run: Law of one price Purchasing Power Parity. Short run: Market for foreign exchange Factors affecting the market for foreign exchange

Long run: Law of one price Purchasing Power Parity. Short run: Market for foreign exchange Factors affecting the market for foreign exchange Lctur 6: Th Forign xchang Markt xchang Rats in th long run CON 34 Mony and Banking Profssor Yamin Ahmad xchang Rats in th Short Run Intrst Parity Big Concpts Long run: Law of on pric Purchasing Powr Parity

More information

Foreign Exchange Markets and Exchange Rates

Foreign Exchange Markets and Exchange Rates Microconomics Topic 1: Explain why xchang rats indicat th pric of intrnational currncis and how xchang rats ar dtrmind by supply and dmand for currncis in intrnational markts. Rfrnc: Grgory Mankiw s Principls

More information

SPECIAL VOWEL SOUNDS

SPECIAL VOWEL SOUNDS SPECIAL VOWEL SOUNDS Plas consult th appropriat supplmnt for th corrsponding computr softwar lsson. Rfr to th 42 Sounds Postr for ach of th Spcial Vowl Sounds. TEACHER INFORMATION: Spcial Vowl Sounds (SVS)

More information

SCO TT G LEA SO N D EM O Z G EB R E-

SCO TT G LEA SO N D EM O Z G EB R E- SCO TT G LEA SO N D EM O Z G EB R E- EG Z IA B H ER e d it o r s N ) LICA TIO N S A N D M ETH O D S t DVD N CLUDED C o n t e n Ls Pr e fa c e x v G l o b a l N a v i g a t i o n Sa t e llit e S y s t e

More information

Approximate Counters for Flash Memory

Approximate Counters for Flash Memory Approximat Coutrs for Flash Mmory Jack Cichoń ad Wojcich Macya Istitut of Mathmatics ad Computr Scic Wrocław Uivrsity of Tchology, Polad Abstract Flash mmory bcoms th a vry popular storag dvic Du to its

More information

BASIC DEFINITIONS AND TERMINOLOGY OF SOILS

BASIC DEFINITIONS AND TERMINOLOGY OF SOILS 1 BASIC DEFINITIONS AND TERMINOLOGY OF SOILS Soil i a thr pha atrial hich coit of olid particl hich ak up th oil klto ad void hich ay b full of atr if th oil i aturatd, ay b full of air if th oil i dry,

More information

Sun Synchronous Orbits for the Earth Solar Power Satellite System

Sun Synchronous Orbits for the Earth Solar Power Satellite System Sun Synchrnus Orbts fr th Earth Sar Pwr Satt Systm Sm f th mst prmsng rbts fr th Earth Sar Pwr Systm ar crcuar Sun synchrnus rbts whch nvr ntr Earth's shaw. In ths rbts, gravty grant stabz "pwr twrs" w

More information

What Advantage Medical Billing Solutions Can Do For You and The Financial Health of Your Practice

What Advantage Medical Billing Solutions Can Do For You and The Financial Health of Your Practice What Advatage Medical Billig Slutis Ca D Fr Yu ad The Fiacial Health f Yur Practice 2012 1 Cliet/Advatage Objective Isure Cash Flw Stability ad Decrease A/R Timeframes while Icreasig Reveue Decrease/Remve

More information

T c k D E GR EN S. R a p p o r t M o d u le Aa n g e m a a k t o p 19 /09 /2007 o m 09 :29 u u r BJB 06 013-0009 0 M /V. ja a r.

T c k D E GR EN S. R a p p o r t M o d u le Aa n g e m a a k t o p 19 /09 /2007 o m 09 :29 u u r BJB 06 013-0009 0 M /V. ja a r. D a t a b a n k m r in g R a p p o r t M Aa n g e m a a k t o p 19 /09 /2007 o m 09 :29 u u r I d e n t if ic a t ie v a n d e m S e c t o r BJB V o lg n r. 06 013-0009 0 V o o r z ie n in g N ie u w la

More information

Dehumidifiers: A Major Consumer of Residential Electricity

Dehumidifiers: A Major Consumer of Residential Electricity Dhumidifirs: A Major Consumr of Rsidntial Elctricity Laurn Mattison and Dav Korn, Th Cadmus Group, Inc. ABSTRACT An stimatd 19% of U.S. homs hav dhumidifirs, and thy can account for a substantial portion

More information

5.4 Exponential Functions: Differentiation and Integration TOOTLIFTST:

5.4 Exponential Functions: Differentiation and Integration TOOTLIFTST: .4 Eponntial Functions: Diffrntiation an Intgration TOOTLIFTST: Eponntial functions ar of th form f ( ) Ab. W will, in this sction, look at a spcific typ of ponntial function whr th bas, b, is.78.... This

More information

MOSFET Small Signal Model and Analysis

MOSFET Small Signal Model and Analysis Just as we did with the BJT, we ca csider the MOSFET amplifier aalysis i tw parts: Fid the DC peratig pit The determie the amplifier utput parameters fr ery small iput sigals. + V 1 - MOSFET Small Sigal

More information

Gold versus stock investment: An econometric analysis

Gold versus stock investment: An econometric analysis Intrnational Journal of Dvlopmnt and Sustainability Onlin ISSN: 268-8662 www.isdsnt.com/ijds Volum Numbr, Jun 202, Pag -7 ISDS Articl ID: IJDS20300 Gold vrsus stock invstmnt: An conomtric analysis Martin

More information

CU Payroll Data Entry

CU Payroll Data Entry Lg int PepleSft Human Resurces: Open brwser G t: https://cubshr9.clemsn.edu/psp/hpprd/?cmd=lgin Enter yur Nvell ID and Passwrd Click Sign In A. Paysheets are created by the Payrll Department. B. The Payrll

More information

est with berkeley / uc berkeley exte xtension / be your best with berkel

est with berkeley / uc berkeley exte xtension / be your best with berkel c rkley xtnsion yor st rkly c rkley xtnsion st with rkly c rkley xt Post-Baccalarat yor st Program with for rkly c rk xtnsion yor st with rkl c rkley xtnsion yor st rkly Consling c rkley and xtnsion st

More information

CEO Björn Ivroth. Oslo, 29 April 2015. Q1 2015 Presentation

CEO Björn Ivroth. Oslo, 29 April 2015. Q1 2015 Presentation CEO Björ Ivroh Oslo, 29 April 2015 2015 Prsaio Par I `15 Rpor o Highlighs o Group o Sgms o Fiac Par II Mark oulook Summary Appdix 2015 prsaio 2 Highlighs Lyg Bidco AS has acquird 88 % of h shars o No icludig

More information

Intermediate Macroeconomic Theory / Macroeconomic Analysis (ECON 3560/5040) Final Exam (Answers)

Intermediate Macroeconomic Theory / Macroeconomic Analysis (ECON 3560/5040) Final Exam (Answers) Intrmdiat Macroconomic Thory / Macroconomic Analysis (ECON 3560/5040) Final Exam (Answrs) Part A (5 points) Stat whthr you think ach of th following qustions is tru (T), fals (F), or uncrtain (U) and brifly

More information

Basis risk. When speaking about forward or futures contracts, basis risk is the market

Basis risk. When speaking about forward or futures contracts, basis risk is the market Basis risk Whn spaking about forward or futurs contracts, basis risk is th markt risk mismatch btwn a position in th spot asst and th corrsponding futurs contract. Mor broadly spaking, basis risk (also

More information

Attention: See IRS Publications 1141, 1167, 1179 and other IRS resources for information about printing these tax forms.

Attention: See IRS Publications 1141, 1167, 1179 and other IRS resources for information about printing these tax forms. Attntin: This frm is prvi fr infrmatinal purpss nly. py A appars in r, similar t th fficial IRS frm. D nt fil cpy A wnla frm this wbsit with th SSA. Th fficial print vrsin f this IRS frm is scannabl, but

More information

C e r t ifie d Se c u r e W e b

C e r t ifie d Se c u r e W e b C r t ifi d S c u r W b Z r t ifizi r t Sic h r h it im W b 1 D l gat s N ic o las M ay n c o u r t, C EO, D r am lab T c h n o lo gi s A G M ar c -A n d r é B c k, C o n su lt an t, D r am lab T c h n

More information

81-1-ISD Economic Considerations of Heat Transfer on Sheet Metal Duct

81-1-ISD Economic Considerations of Heat Transfer on Sheet Metal Duct Air Handling Systms Enginring & chnical Bulltin 81-1-ISD Economic Considrations of Hat ransfr on Sht Mtal Duct Othr bulltins hav dmonstratd th nd to add insulation to cooling/hating ducts in ordr to achiv

More information

Host Country: Czech Republic Other parties: Denmark Expected ERUs in 2008 2012: ~ 1,250,000 tco 2

Host Country: Czech Republic Other parties: Denmark Expected ERUs in 2008 2012: ~ 1,250,000 tco 2 Projct CZ1000033: Nitrous Oxid Emission Rductions at Lovochmi Host Country: Czch Rpublic Othr partis: Dnmark Expctd ERUs in 2008 2012: ~ 1,250,000 tco 2 Th projct at Lovochmi in th Czch Rpublic aims to

More information

Times Table Activities: Multiplication

Times Table Activities: Multiplication Tny Attwd, 2012 Times Table Activities: Multiplicatin Times tables can be taught t many children simply as a cncept that is there with n explanatin as t hw r why it is there. And mst children will find

More information

Campus Sustainability Assessment and Related Literature

Campus Sustainability Assessment and Related Literature Campus Sustainability Assessment and Related Literature An Annotated Bibliography and Resource Guide Andrew Nixon February 2002 Campus Sustainability Assessment Review Project Telephone: (616) 387-5626

More information

Analyzing multiple logs for forensic evidence 5

Analyzing multiple logs for forensic evidence 5 digital ivstigati 4S (2007) S82 S91 availabl at www.scicdirct.cm jural hmpag: www.lsvir.cm/lcat/dii Aalyzig multipl lgs fr frsic vidc 5 Ali Rza Arasth, Murad Dbbabi*, Assaad Sakha, Mhamd Salh Cmputr Scurity

More information

Cruisin with Carina Motorcycle and Car Tour Guide

Cruisin with Carina Motorcycle and Car Tour Guide Ifi Tchlgy Slui Wh Swdih hpiliy V, ully. Cuii wih Ci Mcycl d C Tu Guid Ikp: Ci Th 290 Ru 100 W Dv, V 05356 800-745-3615 802-464-2474 L h g ll! Th d i ck, c, i d l x. My 17h, 18h, & 19h W ivi yu c cui h

More information

7.1. Nicole s W-2 Wage and Tax Statement W-2 VISUAL. THEME 2 Lesson 7: Uncle Sam Takes a Bite 123-45-6789 1,822.00 00000000 24,050.

7.1. Nicole s W-2 Wage and Tax Statement W-2 VISUAL. THEME 2 Lesson 7: Uncle Sam Takes a Bite 123-45-6789 1,822.00 00000000 24,050. VISUA. THM 2 ssn : Uncl Sam Taks a Bit Nicl s W-2 Wag an Tax Statmnt b mplyr intificatin numbr (IN) c mplyr s nam, arss, an ZIP c a mply s scial scurity numbr 00000000 2,00.00 Yurtwn Supprt Srvics Braway

More information

Numerical and Experimental Study on Nugget Formation in Resistance Spot Welding for High Strength Steel Sheets in Automobile Bodies

Numerical and Experimental Study on Nugget Formation in Resistance Spot Welding for High Strength Steel Sheets in Automobile Bodies rasactios of JWRI, ol.38 (9), No. rasactios of JWRI, ol.38 (9), No. Numrical ad Exprimtal Study o Nuggt Formatio i Rsistac Spot Wldig for High Strgth Stl Shts i Automobil Bodis MA Nishu* ad MURAKAWA Hidkazu**

More information

A Production-Delivery Inventory System under Continuous Price Decrease and Finite Planning Horizon

A Production-Delivery Inventory System under Continuous Price Decrease and Finite Planning Horizon Prceedigs f the 008 Idustrial Egieerig esearch Cferece J. Fwler ad S. as, eds. A Prducti-elivery Ivetry System uder Ctiuus Price ecrease ad Fiite Plaig Hriz Jufag Yu epartmet f Egieerig aagemet, Ifrmati

More information

Income Tax Training School. Independent Contractors Taxation Mini-Course

Income Tax Training School. Independent Contractors Taxation Mini-Course A & B Offic Incm Tax Training Schl Inpnnt ntractrs Taxatin Mini-urs This Mini-urs cntains a cmprhnsiv xampl f Schul an qustins an answrs that will strngthn yur knwlg. Larn Hw T: Diffrntiat Emply Frm Inpnnt

More information

union scholars program APPLICATION DEADLINE: FEBRUARY 28 YOU CAN CHANGE THE WORLD... AND EARN MONEY FOR COLLEGE AT THE SAME TIME!

union scholars program APPLICATION DEADLINE: FEBRUARY 28 YOU CAN CHANGE THE WORLD... AND EARN MONEY FOR COLLEGE AT THE SAME TIME! union scholars YOU CAN CHANGE THE WORLD... program AND EARN MONEY FOR COLLEGE AT THE SAME TIME! AFSCME Unitd Ngro Collg Fund Harvard Univrsity Labor and Worklif Program APPLICATION DEADLINE: FEBRUARY 28

More information

CALCULATING MARGINAL PROBABILITIES IN PROC PROBIT Guy Pascale, Memorial Health Alliance

CALCULATING MARGINAL PROBABILITIES IN PROC PROBIT Guy Pascale, Memorial Health Alliance CALCULATING MARGINAL PROBABILITIES IN PROC PROBIT Guy Pascal, Mmorial Halth Allianc Introduction Th PROBIT procdur within th SAS systm provids a simpl mthod for stimating discrt choic variabls (i.. dichotomous

More information

A Fuzzy Inventory System with Deteriorating Items under Supplier Credits Linked to Ordering Quantity

A Fuzzy Inventory System with Deteriorating Items under Supplier Credits Linked to Ordering Quantity JOURNAL OF INFORMAION SCIENCE AND ENGINEERING 6, 3-53 () A Fuzzy Ivtory Syst with Dtrioratig Its udr Supplir Crdits Likd to Ordrig Quatity LIANG-YUH OUYANG, JINN-SAIR ENG AND MEI-CHUAN CHENG 3 Dpartt of

More information

December Homework- Week 1

December Homework- Week 1 Dcmbr Hmwrk- Wk 1 Mth Cmmn Cr Stndrds: K.CC.A.1 - Cunt t 100 by ns nd by tns. K.CC.A.2 - Cunt frwrd bginning frm givn numbr within th knwn squnc (instd f hving t bgin t 1). K.CC.B.4.A - Whn cunting bjcts,

More information

/* ------------------------------------------------------------------------------------

/* ------------------------------------------------------------------------------------ Pr o g r a m v a r e fo r tr a fik k b e r e g n in g e r b a s e r t p å b a s is k u r v e m e to d e n n M a tr ix * x M a tr ix E s ta lp h a B e ta ; n M a tr ix * z M a tr ix ; g e n M a tr ix X

More information

New Basis Functions. Section 8. Complex Fourier Series

New Basis Functions. Section 8. Complex Fourier Series Nw Basis Functions Sction 8 Complx Fourir Sris Th complx Fourir sris is prsntd first with priod 2, thn with gnral priod. Th connction with th ral-valud Fourir sris is xplaind and formula ar givn for convrting

More information

Manufacturing or Servicing Europe s Future?

Manufacturing or Servicing Europe s Future? Manufacturing r Servicing Eurpe s Future? Reinhilde Veugelers (Prf @ KULeuven, Senir Fellw @ Bruegel) See als Bruegel Blueprint n www.bruegel.rg Manufacturing r Servicing Eurpe s future The scene Industrial

More information

Whole Systems Approach to CO 2 Capture, Transport and Storage

Whole Systems Approach to CO 2 Capture, Transport and Storage Whol Systms Approach to CO 2 Captur, Transport and Storag N. Mac Dowll, A. Alhajaj, N. Elahi, Y. Zhao, N. Samsatli and N. Shah UKCCS Mting, July 14th 2011, Nottingham, UK Ovrviw 1 Introduction 2 3 4 Powr

More information

California Advance Health Care Directive

California Advance Health Care Directive Califria Advace Health Care Directive This frm lets yu have a say abut hw yu wat t be treated if yu get very sick. This frm has 3 parts. It lets yu: Part 1: Chse a health care aget. A health care aget

More information

Social Media Service

Social Media Service Cnscius Slutins Prduct Briefing Scial Media Service December 2010 Cnscius Slutins Ltd. Ryal Lndn Buildings 42-46 Baldwin Street Bristl BS1 1PN 0117 325 0200 supprt@cnscius.c.uk Cnscius Slutins Scial Media

More information

P R E F E I T U R A M U N I C I P A L D E J A R D I M

P R E F E I T U R A M U N I C I P A L D E J A R D I M D E P A R T A M E N T O D E C O M P R A S E L I C I T A O A U T O R I Z A O P A R A R E A L I Z A O D E C E R T A M E L I C I T A T с R I O M O D A L I D A D E P R E G O P R E S E N C I A L N 034/ 2 0

More information

Sharp bounds for Sándor mean in terms of arithmetic, geometric and harmonic means

Sharp bounds for Sándor mean in terms of arithmetic, geometric and harmonic means Qian t al. Journal of Inqualitis and Applications (015) 015:1 DOI 10.1186/s1660-015-0741-1 R E S E A R C H Opn Accss Sharp bounds for Sándor man in trms of arithmtic, gomtric and harmonic mans Wi-Mao Qian

More information

Cloud and Big Data Summer School, Stockholm, Aug., 2015 Jeffrey D. Ullman

Cloud and Big Data Summer School, Stockholm, Aug., 2015 Jeffrey D. Ullman Cloud and Big Data Summr Scool, Stockolm, Aug., 2015 Jffry D. Ullman Givn a st of points, wit a notion of distanc btwn points, group t points into som numbr of clustrs, so tat mmbrs of a clustr ar clos

More information

AP Calculus AB 2008 Scoring Guidelines

AP Calculus AB 2008 Scoring Guidelines AP Calculus AB 8 Scoring Guidlins Th Collg Board: Conncting Studnts to Collg Succss Th Collg Board is a not-for-profit mmbrship association whos mission is to connct studnts to collg succss and opportunity.

More information

I n la n d N a v ig a t io n a co n t r ib u t io n t o eco n o m y su st a i n a b i l i t y

I n la n d N a v ig a t io n a co n t r ib u t io n t o eco n o m y su st a i n a b i l i t y I n la n d N a v ig a t io n a co n t r ib u t io n t o eco n o m y su st a i n a b i l i t y and KB rl iak s iol mi a, hme t a ro cp hm a5 a 2k p0r0o 9f i,e ls hv oa nr t ds eu rmv oedye l o nf dae cr

More information

A Portfolio Risk Management Perspective of Outsourcing

A Portfolio Risk Management Perspective of Outsourcing A Portolio Risk Maagt Prsptiv o Outsourig Todd Littl, Ladark Graphis O o th hallgig issus with outsourig, partiularly wh lookig to oshor providrs, is dtriig whih projts to outsour ad how to bala a ovrall

More information

Analyzing the Economic Efficiency of ebaylike Online Reputation Reporting Mechanisms

Analyzing the Economic Efficiency of ebaylike Online Reputation Reporting Mechanisms A rsarch and ducation initiativ at th MIT Sloan School of Managmnt Analyzing th Economic Efficincy of Baylik Onlin Rputation Rporting Mchanisms Papr Chrysanthos Dllarocas July For mor information, plas

More information

The Importance of Market Research

The Importance of Market Research The Imprtance f Market Research 1. What is market research? Successful businesses have extensive knwledge f their custmers and their cmpetitrs. Market research is the prcess f gathering infrmatin which

More information

MATHEMATICS P2 COMMON TEST JUNE 2014 NATIONAL SENIOR CERTIFICATE

MATHEMATICS P2 COMMON TEST JUNE 2014 NATIONAL SENIOR CERTIFICATE Mathematics/P Jue 04 Cmm Test MATHEMATICS P COMMON TEST JUNE 04 NATIONAL SENIOR CERTIFICATE GRADE Marks: 5 Time: ½ hurs N.B. This questi paper csists f 9 pages, diagram sheets ad ifrmati sheet. Mathematics/P

More information

Rural and Remote Broadband Access: Issues and Solutions in Australia

Rural and Remote Broadband Access: Issues and Solutions in Australia Rural and Rmot Broadband Accss: Issus and Solutions in Australia Dr Tony Warrn Group Managr Rgulatory Stratgy Tlstra Corp Pag 1 Tlstra in confidnc Ovrviw Australia s gographical siz and population dnsity

More information

General. LC Portal Points of Contact. Payments and Financials: Patricia Stack pstack@aifs.org. LC Paperwork: Sarah Evans sevans@aifs.

General. LC Portal Points of Contact. Payments and Financials: Patricia Stack pstack@aifs.org. LC Paperwork: Sarah Evans sevans@aifs. General The new release f the LC prtal will be cmpatible with the fllwing brwser: Ggle Chrme Fire Fx Internet Explrer (versin 9 r higher) Safari This prtal is als cmpatible with smart phnes & tablets.

More information

Tipsheet: Sending Out Mass Emails in ApplyYourself

Tipsheet: Sending Out Mass Emails in ApplyYourself GEORGETOWN GRADUATE SCHOOL Tipsheet: Sending Out Mass Emails in ApplyYurself In ApplyYurself (AY), it is very simple and easy t send a mass email t all f yur prspects, applicants, r students with applicatins

More information

Title: How Do You Handle Exchange Mailboxes for Employees Who Are No Longer With the Company

Title: How Do You Handle Exchange Mailboxes for Employees Who Are No Longer With the Company Dean Suzuki Blg Title: Hw D Yu Handle Exchange Mailbxes fr Emplyees Wh Are N Lnger With the Cmpany Created: 1/21/2013 Descriptin: I asked by ne f my custmers, hw d yu handle mailbxes fr emplyees wh are

More information

Medicaid Eligibility in Michigan: 40 Ways

Medicaid Eligibility in Michigan: 40 Ways C E N T E R F O R H E A LT H C A R E R E S E A R C H & T R A N S F O R M AT I O N Policy Papr July 2012 Mdicaid Eligibility i Michiga: 40 Ways 503 id 1 U Pla F irst! hil d k Wor aivr Childr s W N wb to

More information

User-Perceived Quality of Service in Hybrid Broadcast and Telecommunication Networks

User-Perceived Quality of Service in Hybrid Broadcast and Telecommunication Networks Usr-Prcivd Quality of Srvic in Hybrid Broadcast and Tlcommunication Ntworks Michal Galtzka Fraunhofr Institut for Intgratd Circuits Branch Lab Dsign Automation, Drsdn, Grmany Michal.Galtzka@as.iis.fhg.d

More information

This page provides help in using WIT.com to carry out the responsibilities listed in the Desk Aid Titled Staffing Specialists

This page provides help in using WIT.com to carry out the responsibilities listed in the Desk Aid Titled Staffing Specialists This page prvides help in using WIT.cm t carry ut the respnsibilities listed in the Desk Aid Titled Staffing Specialists 1. Assign jbs t yurself G t yur hme page Click n Yur Center has new jb pstings r

More information

Spread Bet Terms: Deposit Accounts

Spread Bet Terms: Deposit Accounts Spread Bet Terms: Depsit Accunts 1. Structure 1.1 When we engage in Spread Betting with yu, we d s n the basis f: - ur General Terms; these terms, i.e. ur Spread Terms. 1.2 The Spread Terms deal with matters

More information

Category 7: Employee Commuting

Category 7: Employee Commuting 7 Catgory 7: Employ Commuting Catgory dscription This catgory includs missions from th transportation of mploys 4 btwn thir homs and thir worksits. Emissions from mploy commuting may aris from: Automobil

More information

Performance Evaluation

Performance Evaluation Prformanc Evaluation ( ) Contnts lists availabl at ScincDirct Prformanc Evaluation journal hompag: www.lsvir.com/locat/pva Modling Bay-lik rputation systms: Analysis, charactrization and insuranc mchanism

More information

http://www.wwnorton.com/chemistry/tutorials/ch14.htm Repulsive Force

http://www.wwnorton.com/chemistry/tutorials/ch14.htm Repulsive Force ctivation nrgis http://www.wwnorton.com/chmistry/tutorials/ch14.htm (back to collision thory...) Potntial and Kintic nrgy during a collision + + ngativly chargd lctron cloud Rpulsiv Forc ngativly chargd

More information

B-285141. April 21, 2000. The Honorable Charles B. Rangel Ranking Minority Member Committee on Ways and Means House of Representatives

B-285141. April 21, 2000. The Honorable Charles B. Rangel Ranking Minority Member Committee on Ways and Means House of Representatives Unit Stats Gnral Accounting Offic Washington, DC 20548 Halth, Eucation, an Human Srvics Division B-285141 April 21, 2000 Th Honorabl Charls B. Rangl Ranking Minority Mmbr Committ on Ways an Mans Hous of

More information

+Smart Automation. Automating and Optimizing a Book Production Workflow. a case study. Prepared by: David L. Zwang

+Smart Automation. Automating and Optimizing a Book Production Workflow. a case study. Prepared by: David L. Zwang +Smart Autmati Autmatig ad Optimizig a Bk Prducti Wrkflw a case study Prepared by: David L. Zwag Autmatig ad Optimizig a Bk Prducti Wrkflw This case study highlights the sigificat imprvemets f a mid- sized,

More information

Spread Bet Terms: Deposit Accounts

Spread Bet Terms: Deposit Accounts Spread Bet Terms: Depsit Accunts 1. Structure 1.1 When we engage in Spread Betting with yu, we d s n the basis f: - ur General Terms; these terms, i.e. ur Spread Terms. 1.2 The Spread Terms deal with matters

More information

For Creative Minds. Endangered Giant Pandas

For Creative Minds. Endangered Giant Pandas Fr Criv Mi T Fr Criv Mi ci ci my b pcpi r pri frm r wbi by wr f i bk fr ci, -cmmrci. Cr-crricr ci civii, irciv qizz, mr r vib i. G www.arbrpbii.cm cick bk cvr fi ik. Er Gi P Gi p (Airp mc) r r. T m y r

More information

Research Findings from the West Virginia Virtual School Spanish Program

Research Findings from the West Virginia Virtual School Spanish Program Research Findings frm the West Virginia Virtual Schl Spanish Prgram Funded by the U.S. Department f Educatin Cnducted by R0cKMAN ETAL San Francisc, CA, Chicag, IL, and Blmingtn, IN Octber 4, 2006 R0cKMAN

More information