Subscriber churn in the Australian ISP market

Size: px
Start display at page:

Download "Subscriber churn in the Australian ISP market"

Transcription

1 MPRA Munich Personl RePEc Archive Suscrier churn in the Austrlin ISP mrket Gry G Mdden nd Scott J Svge nd Grnt Cole-Nel Curtin University of Technology, School of Economics nd Finnce, Perth WA 6845, Austrli, Curtin University of Technology, School of Economics nd Finnce, Perth WA 6845, Austrli, Curtin University of Technology, School of Economics nd Finnce, Perth WA 6845, Austrli 1999 Online t MPRA Pper No , posted 7. Novemer :15 UTC

2 Informtion Economics nd Policy 11 (1999) locte/ econse Suscrier churn in the Austrlin ISP mrket * Gry Mdden, Scott J. Svge, Grnt Cole-Nel Communictions Economics Reserch Progrm, School of Economics nd Finnce, Curtin University of Technology, GPO Box U1987, Perth 6845, Austrli Astrct Rpid growth in Internet use, comined with esy mrket entry y Internet service providers (ISPs), hs resulted in highly competitive supply of Internet services. Austrlin ISPs rnge in size from few lrge ntionl opertors to niche ISPs focused on specilised service. With mny ISPs currently not profitle, suscrier retention is n importnt spect of survivl. This study develops model which reltes the proility of suscrier churn to vrious service ttriutes nd suscrier chrcteristics. Estimtion results show tht churn proility is positively ssocited with monthly ISP expenditure, ut inversely relted to household income. Pricing lso mtters with suscriers preferring ISPs which offer flt-rte pricing rrngements Elsevier Science B.V. All rights reserved. Keywords: Internet; Customer churn; Pricing JEL Clssifiction: C93; L96; O33 1. Introduction The rpid growth in Austrlin Internet use, comined with reltively esy mrket entry y Internet service providers (ISPs), hs resulted in the competitive supply of Internet services, with one ISP per 2500 customers (Deprtment of Industry, Science nd Tourism (DIST), 1998, Deprtment of Communictions, Informtion Technology nd the Arts (DoCITA), 1998). Austrlin ISPs rnge in size from few lrge ntionl opertors such s OzEmil nd Telstr Big Pond, oth of whom hve over suscriers, to smll niche mrket opertors. However, the current mrket structure is turulent. Jck Dvies, chief executive of * Corresponding uthor. Tel.: ; fx: E-mil ddress: mddeng@cs.curtin.edu.u (G. Mdden) / 99/ $ see front mtter 1999 Elsevier Science B.V. All rights reserved. PII: S (99)

3 196 G. Mdden et l. / Informtion Economics nd Policy 11 (1999) Americ On Line (AOL), recently sserted tht while two or three ig compnies will eventully dominte the Austrlin mrket, there is room for niche ISPs focused on usiness-to-usiness electronic commerce (Montgomery, 1998). ISPs provide users with networked informtion service y connecting to lrger ISP, or to network service provider (NSP). NSPs consist of regionl, ntionl nd interntionl Internet ckone providers who re linked together t network exchnge points. Circuits etween users, ISPs nd NSPs re typiclly provided y the pulic telecommunictions opertors (PTOs) Optus nd Telstr. Effectively, ISPs re resellers who purchse ndwidth cpcity in ulk from PTOs nd repckge it into smller prcels for retil sle. As such, the ulk of ISP costs comprise of interconnection nd trnsmission costs 48% of totl industry expenses in 1997 (Austrlin Bureu of Sttistics (ABS), 1998). Other vrile suscrier cquisition costs, such s dvertising, re proportionl to the size of the suscrier se. Accordingly, for given ISP flt-rte service chrge, the verge cost of providing Internet ccess flls with increses in the suscrier se. With mny ISPs currently not profitle, the retention of suscriers is n importnt 1 spect of ISP survivl strtegy. Severl Austrlin ISPs hve dopted loss-leder strtegies to quickly gin suscrier se. This strtegy is similr to the tht employed y United Sttes (US) ISPs. For instnce, the Strtegis Group (1998) suggest tht new ISP my hve to offer n introductory price tht is 20 to 30% elow mrket rtes to ttrct 2 customers. Although loss-leder strtegies prevent full cost recovery in the short-run they cn generte future revenue strems (for exmple, from dvertising). Perhps, more importntly, incresed mrket shre mkes the ISP n ttrctive tkeover trget for lrger ISPs nd telcos. Accordingly, one spect of competition etween ISPs focuses on suscrier loylty, typiclly mesured y the churn rte. Churn is the percentge of the suscrier se which disconnects from n ISP during defined period. In 1997, one in seven suscriers world-wide ndoned their ISP every month turnover five times higher thn tht for moile telephones (Economist, 1997). Medi reports nd proprietry dt suggest the Austrlin experience is similr. The Communictions Economics Reserch Progrm (CERP, 1997) report Austrlin Internet churn rtes of 20% in 1997, whilst Telstr (1998) descrie very high level of churn for their ISP Big Pond. Anlysis of customer retention hs received recent ttention in oth economics nd mrketing litertures. Rust nd Zhorik (1993) nd Zeithml et l. (1996) exmine the link etween service ttriutes nd ehviourl intentions, such s defection nd loylty. Li (1995) nd Bhttchry (1998) empiriclly nlyse this 1 ISPs recorded n operting loss efore tx of 30.4 million Austrlin dollrs (AUD) for the yer ended 30 June 1997 (ABS, 1998). 2 Greenstein (1998) reports tht mny US ISPs provide sic ccess for ten US dollrs (USD), ut t lower qulity of service, nd so re often insufficiently funded for upgrding the network.

4 G. Mdden et l. / Informtion Economics nd Policy 11 (1999) reltionship y employing hzrd rte models to relte customer chrcteristics to 3 churn rtes. Further, Ci et l. (1998) use multi-ttriute choice experiments to focus on the reltionship etween customer churn ehviour nd the service ttriutes of Clifornin electricl utilities. In their study, vrious levels of service re contrsted with rnge of price discounts to test the threshold points t which loyl customer is induced to switch to competitor. Proility estimtes of churn re clculted using logit model. Following Ci et l. (1998), this study develops proility model for ISP 4 suscrier churn. The model reltes the proility of suscrier churn to vrious service ttriutes nd suscrier chrcteristics enling the churn proility to e clculted. Model estimtion is on dt otined from we sed survey of Austrlin residentil Internet users. The pper is orgnised s follows. Section 2 descries Austrlin ISP industry structure, pricing nd suscrier churn. Section 3 outlines the survey method nd Internet suscrier profile for respondents. Summry informtion for these dt is provided therein. A model of ISP suscrier churn is developed in Section 4, whilst generted vriles nd the econometric model specifiction re detiled in Section 5. Estimtion results re reported in Section 6. Section 7 contins concluding remrks. 2. Industry structure, pricing nd suscrier churn ISP ccess to interntionl nd domestic telecommunictions networks is primry production input, nd lower ccess chrges should shift ISP supply outwrd. As reported in Tle 1 pulic switched telephone network (PSTN) chrges typiclly ccount for over hlf the totl cost of ccessing the Internet in most OECD countries. At 1997 Austrlin lesed lines, nd locl-exchnge, long-distnce nd interntionl PSTN services were minly provided y Optus nd Telstr. Incresed competition within oth the PSTN nd ISP mrkets hs driven prices stedily down, ut s yet they hve to rech the low levels of flt-rte plns 5 offered in the US nd Cnd. At the end of June 1997 there were pproximtely 300 ISPs operting in Austrli, typiclly offering flt-rte plns nd plns which comined monthly ccess nd usge fees. For exmple, Ozemil offered to high-volume users flt-rte unlimited usge pln for AUD295 per month. Low-volume, frequent users cn suscrie to the OzSver 2 pln which offers 20 hours of ccess time for AUD39 per month nd AUD5 (AUD2.50) per dditionl 3 This pproch provides churn proility estimtes nd complements the work of Wyner (1996) nd Srinivsn (1996,) who provide customer vlution models. 4 Ktz nd Aspden (1998) lso exmine ISP suscrier turulence in their study of Internet dropouts in the US. Survey dt from 1995 nd 1996 shows tht dropouts re younger, poorer, nd less well educted thn were users. 5 The fixed locl-exchnge ccess chrge is nother importnt spect of Internet ccess.

5 198 G. Mdden et l. / Informtion Economics nd Policy 11 (1999) Tle 1 OECD Internet ccess nd pricing 1996 Country Income Internet price GDP per Totl price PSTN cpit USD USD c shre Luxemourg 42, Switzerlnd 41, Jpn 36, Norwy 36, Denmrk 33, Germny 28, US 28, Sweden 28, Austri 27, Icelnd 26, Belgium 26, Frnce 26, Netherlnds 25, Finlnd 24, Austrli 21, Itly 21, Cnd 20, UK 19, Irelnd 18, New Zelnd 18, Spin 14, Greece 11, Portugl 10, South Kore 10,645 n.. n.. Czech Rep n.. n.. Hungry 3576 n.. n.. Mexico Polnd 2747 n.. n.. Turkey Averge 21, Source: OECD (1997). Denotes 1995 GDP per cpit. c Totl PSTN price is the verge of pek nd off-pek chrges. hour during the pek (off-pek) period. Austrli s verge Internet price of USD24.13 (AUD42.40) for 20 hours ccess (s reported in Tle 1) is less thn hlf the smple verge nd the second lowest of ll OECD countries. By the end of 1998 the Austrlin Internet mrket hd grown to over 600 ISPs. Tle 2 provides smll cross-section of the ville plns for oth lrge nd smll Austrlin ISPs during Novemer The rnge of prices, flexiility in pricing pckges (longer or shorter fixed rte periods) nd vriility in the threshold numer of not chrged reflects oth the nture of price nd non-price competition etween Austrlin ISPs. For instnce, Ozemil nd Telstr Big Pond

6 G. Mdden et l. / Informtion Economics nd Policy 11 (1999) Tle 2 Austrlin ISP Residentil pricing profiles, 1998 (AUD) ISP Low use Medium use High use Usge fee Setup fee Usge fee Setup feeusge fee Setup fee Excess volume/time AOL AUSTRALIA 9.95/3h/month 29.95/15h/month 4/h CONNECT.COM 10/3h/month 30/14h/month 50/27h/month 3.50/h (pek) 20/8h/month 40/21h/month 70/45h/month 1.75/h (off-pek) 100/65h/month 150/100h/month MAGNADATA 37.50/12 months 31.25/6 months 25/3 months 2.00/h 49/50h/month ONE.NET 1.95/h or $0.25/M /h /h OZ 19.95/7h/month 30/20h/month 55/30h/month 5/h (pek) 85/50h/month 2.5/h (off-pek) 160/100h/month 44.95/month unlimited PRIMUS 8.95/5h/month 29.95/month or 1.50/h 14.95/10h/month 75/qurter unlimited hours with 200m/month limit Q NET 120/yer /yer /yer /M or 2/h TELSTRA BIG POND 9.90/2h/month 35/20h/month 50/30h/month 3.5 5/h 44/month unlimited UP N AWAY SOLUTIONS 5 10/month 23/month 33 38/month Pek time is 7m midnight; off-pek is midnight 7m. provide 20 hours of monthly ccess for AUD30 nd AUD35, respectively. AOL entered the Austrlin mrket in lte 1998 nd is expected to provide unlimited ccess t low monthly flt-rte. Another potentilly lrge supplier, cut-rte crrier Primus Telecommunictions, lunched ntionl Internet division in 6 Decemer As such, effective price hs fllen drmticlly. Q Net offer 90 hours per month for AUD25, One.Net provide 56 hours for AUD29.95, whilst 6 ISPs lso compete on the sis of service qulity. In generl, ISPs choose the level of service, in terms of reliility nd speed, ccording to the size nd profitility of the suscrier se. Speed of ccess (the cpcity of ISP modems) is lso n importnt considertion for potentil suscriers. High speed connections to ckone networks re expensive, s re other service ttriutes such s we hosting, which re costly in terms of ssemly, mintennce nd mrketing. An ISP my differ in the speed of its modems in the rte t which it trnsfers informtion to ckone networks. This rte is vulnerle to rek down nd interruption, prticulrly t pek times. Such fetures depend on the fixed cost investment in hrdwre nd softwre long with ctive monitoring y ISP stff (Greenstein, 1998).

7 200 G. Mdden et l. / Informtion Economics nd Policy 11 (1999) Telstr, Ozemil nd Primus provide unlimited monthly ccess for AUD44, USD45 nd AUD25, respectively. The intense competition etween ISPs is ffecting customer retention. Minimising churn leds to n increse in the instlled se of suscriers through time compred to n ISP with higher churn. Further, the sles cost per retined suscrier is reduced, since ttrcting new suscriers is expensive in terms of dvertising, product differentition nd specil offers. 3. Survey method nd internet suscrier profile A profile of Austrlin residentil ISP suscriers ws otined from we survey conducted from Octoer 13 through Novemer A questionnire ws posted to the CERP we site nd dvertised to Internet suscriers through ntionl print medi nd y hyperlinks ttched to prticipting ISP home pges. Respondents were sked to supply informtion on their ISP, Internet use nd expenditure, pricing pln nd socio-demogrphic ckground. A further question sked respondents to indicte whether they intended to chnge their ISP within the next twelve months, nd their reson for intended churn. During the period of the survey 1257 ISP suscriers completed the questionnire from which 592 vlid responses were otined. Approximtely 20% of respondents indicted their intention to churn during the period Novemer 1997 to Octoer Tle 3 lists fctors considered importnt y suscriers in choosing their ISP. Personl recommendtion, ccess reliility (dropout rte nd connect time), ffordility, help desk support nd ccess speed re considered importnt. Interestingly, only 13% of ISP suscriers consider the ville content nd vlue dded services s importnt. Service fetures deemed importnt in deciding whether suscriers intend to remin with their current ISP re reported in Tle 4. Whilst ffordility is importnt, reliility nd ccess speed re lso of concern to suscriers. Technicl support, 24 hour help desks Tle 3 Reson for suscrier ISP choice (%) RECOMMENDED 37 RELIABLE ACCESS 35 AFFORDABLE 34 HELP DESK SUPPORT 30 CONNECTION SPEED 30 LOCAL CALL ZONE 24 CONTENT 13 PROVIDED WITH COMPUTER PURCHASE 13 ISP STAFF INSTALLED THE COMPUTER 10 ISP OFFICE CONVENIENTLY LOCATED 5 The respondent llowed multiple responses.

8 G. Mdden et l. / Informtion Economics nd Policy 11 (1999) Tle 4 Key service fetures (%) Not Resonly Very importnt importnt importnt RELIABLE ACCESS SPEED INEXPENSIVE USAGE CHARGES INEXPENSIVE ACCESS FEE TECHNICAL SUPPORT HOUR HELP DESK VALUE ADDED SERVICES The respondent llowed multiple responses. nd vlue dded services clerly mtter less. Tle 5 shows tht ccess price nd reliility re the most common resons for suscrier churn. 4. A model of ISP suscrier churn The likelihood tht n ISP suscrier churns is exmined here in the context of discrete choice. Discrete choice theory rgues tht suscriers consider ISP ttriutes, such s reliility nd help desk support, when deciding on whether to churn (McFdden, 1981). To the extent tht customers with similr demogrphic chrcteristics exhiit similr preferences, demogrphic profiles cn e ssocited with the proility of mking decision to churn. Accordingly, ISP j s service th ttriutes (z jn) nd suscrier demogrphic chrcteristics (s n) llow the n suscrier s stisfction to e defined y the indirect utility function: U 5 U(z, s ) j 5 hchurn, not churnj (1) jn jn n It is convenient to decompose indirect utility (1) into oserved (V ) nd jn unoserved (e ) components, viz: jn U 5V 1 e jn jn jn Tle 5 Reson for suscrier churn (%) ACCESS PRICE 34 UNRELIABLE ACCESS 29 NOT SPECIFIED 22 OTHER ISP 7 POOR SERVICE SUPPORT 4 BILLING COMPLAINTS 3 LACK OF VALUE ADDED SERVICE 1 The respondent llowed multiple responses. (2)

9 202 G. Mdden et l. / Informtion Economics nd Policy 11 (1999) The proility of churn is equivlent to the proility tht the nth suscrier derives greter utility from churning thn from remining with the ISP. Tht is: Pro(churn u j) 5 Pro(U churn, n. U not churn, n) (3) When the unoserved ejn re independently, identiclly distriuted ccording to the cumultive norml distriution the functionl reltionship etween reveled utility nd the likelihood of churn is inomil proit. 5. Vriles nd econometric model Vriles included in the churn model re grouped into four ctegories. Economic vriles include household income, price (monthly expenditure) nd the ISP pricing structure (flt-rte or usge sed). Usge vriles descrie the mnner in which ISP suscriers use the Internet. Internet use y generic service group (eduction, hoy or work relted), pplictions (rowsing or emil) nd suscrier Internet tenure re considered. ISP choice vriles mesure fctors underlying the respondent s choice of ISP. Respondent nd household sociodemogrphic vriles considered here re those found to e importnt in other studies (Ktz nd Aspden, 1997; Mdden nd Simpson, 1997; Kridel et l., 1998; Mdden nd Svge, forthcoming). The list of ll vriles included in the econometric model is provided in Tle 6. A inomil proit model is used to relte the proility of suscrier leving their current ISP with economic, Internet use, ISP ttriutes nd socio-demogrphic vriles. A dichotomous (0,1) vrile is used to clssify suscriers s to whether they intend to churn (CHURN51) or re unlikely to churn (CHURN50) within the next twelve months. The model is of the form: P 5 F(x9 ) (4) jn jn where Pjn is the proility the nth suscrier will churn from ISP j, xjn vector of ISP ttriutes nd suscrier (nd household) socio-demogrphic chrcteristics, is the prmeter vector to e estimted nd F(.) is the cumultive norml distriution function. In (4) the prmeters relte chnges in the explntory vriles to the direction of chnge in the churn proility. 6. Model results Estimted prtil effects (trnsformed prmeter vlues) which indicte the mgnitude of the response, nd djusted symptotic t-vlues re reported in

10 G. Mdden et l. / Informtion Economics nd Policy 11 (1999) Tle 6 Independent vriles Vrile Economic vriles INCOME1 INCOME2 INCOME3 INCOME4 MONTHLY BILL FLAT RATE TIMED USE Internet use vriles BROWSE EDUCATION HOBBY TENURE MOVED WORK ISP choice vriles CONTENT HELP DESK PACKAGE RELIABLE SPEED Description 51, if weekly household disposle income,aud 160;50, otherwise 51, if AUD 160#weekly household disposle income,aud 400;50, otherwise 51, if AUD 400#weekly household disposle income,aud 700;50, otherwise 51, if AUD 700#weekly household disposle income,aud 1200;50, otherwise 5verge monthly expenditure on Internet ccess 51, if ISP pyment is flt-rte monthly (or nnul) fee with no usge fee;50, otherwise 51, if ISP pyment is sed on usge with no flt-rte fee;50, otherwise 51, if the Internet is used minly to we rowse;50, otherwise 51, if the Internet is used minly for eductionl ctivities;50, otherwise 51, if the Internet is used minly to emil;50, otherwise 51, if the Internet is used minly for hoy ctivities;50, otherwise 5numer of months respondent hs een using the Internet 51, if the respondent hs suscried to more thn one ISP;50, otherwise 51, if the Internet is used minly for work relted ctivities;50, otherwise 51, if the respondent suscried to their ISP ecuse of ville vlue-dded content;50, otherwise 51, if the respondent suscried to their ISP ecuse of ville help desk fcilities;50, otherwise 51, if the respondent suscried to their ISP ecuse it is linked to computer purchse;50, otherwise 51, if the respondent suscried to their ISP ecuse of perceived reliility;50, otherwise 51, if the respondent suscried to their ISP ecuse of dvertised ccess nd downlod speeds;50, otherwise Socio-demogrphic vriles AGE 5suscrier ge MALE 51 if the respondent is mle;50, otherwise NUMBER 5numer of persons residing in the household whom use the ISP ccount 7 Tle 7. The model is well specified. Homoskedsticity of the error process is 2 8 supported y likelihood rtio test (x clc ) t the 99% criticl vlue. A 2 goodness of fit mesure proposed y McElvey nd Zvoin (1981) provides n R sttistic of Further, the model correctly predicts 82.3% (487 of 592) of the smple oservtions, nd there is no ovious is in predicting churn. A likelihood rtio test rejects the hypothesis tht the set of coefficients re not significntly 2 different from zero t the 1% level ( x ). Another likelihood rtio clc 7 The mrginl effect for inry independent vrile, such s INCOME1, is computed s Pro[CHURN 5 1 u x*, ] INCOME1 5 1] 2 Pro[CHURN 5 1 u ] x*, INCOME1 5 0] (5) where ] x* denotes the men vlues of ll other independent vriles The likelihood rtio test of the hypothesis of homoscedsticity is sed on: l 5 n ln s 2 Sgng ln s g, 2 where n 5 S n, s is the pooled lest squres residul vrince. g g

11 204 G. Mdden et l. / Informtion Economics nd Policy 11 (1999) Tle 7 Estimtion results Vrile Prtil Stndrd Asymptotic effect error t-rtio CONSTANT Economic vriles INCOME INCOME INCOME INCOME MONTHLY BILL FLAT RATE TIMED USE Internet use vriles BROWSE EDUCATION HOBBY TENURE MOVED WORK ISP choice vriles CONTENT HELP DESK PACKAGE RELIABLE SPEED Socio-demogrphic vriles AGE MALE NUMBER Log-Likelihood R Likelihood rtio tests for susets of prmeters x x 2 2 clc crit (0.99) Economic Internet use ISP choice Sociodemogrphic Denotes significnce t the 5% level. denotes significnce t the 10% level. sttistic is pplied to test the joint hypotheses tht ech sugroup of independent vriles (economic, Internet use, ISP choice, socio-demogrphics) identified in Tle 6 seprtely hve no impct on the proility tht Internet users will churn.

12 G. Mdden et l. / Informtion Economics nd Policy 11 (1999) The clculted Chi-squred sttistics reported in Tle 7 clerly rejects the null hypothesis t the 1% level for ll susets of prmeters. The prmeter estimtes indicte tht suscriers in low income households (weekly household disposle income of less thn AUD160) re more likely to churn. Further, the proility of churn is greter the higher the monthly ISP expenditure, nd less when flt-rte pricing (rther thn some form of timed usge chrging) structure is employed y the ISP. Churn is more likely when the suscrier hs hd n ccount with nother ISP nd when the Internet is used for work relted purposes. For suscriers who chose their ISP on the sis of reliility, churn is less likely. The churn proility is higher for mles nd households where the ISP ccount hs multiple users. Younger suscriers re more willing to seek lterntive ISPs. 7. Conclusions Rpid growth in Internet use nd low rriers to ISP entry hve fuelled the sustntil growth of the Austrlin ISP mrket. ISPs re y nd lrge unprofitle due to the difficulty in cpturing sufficient revenues to offset costs. As the cquisition of suscriers is expensive, it is importnt to ISP survivl tht they retin their current suscrier se. ISPs hve sought to segment the mrket y offering rnge of pricing pckges, in n environment of strong price competition. This rticle develops proility model of ISP suscrier churn to llow the determinnts of this ehviour to e isolted. The empiricl results provide some focus regrding ISP suscriers churn. There is generl industry elief tht suscriers re highly price responsive nd will churn to gin smll discounts. This concept is consistent with the economic notion tht consumers re rtionl nd will choose the lowest price if nonprice ttriutes re the sme. This proposition is indirectly supported with the reported churn proility positively ssocited with monthly ISP expenditure. The pricing structure lso mtters with suscriers preferring ISPs which offer flt-rte pricing rrngements. Further, suscriers in low income households re more likely to churn. The results for nonprice ttriutes re similrly enlightening. The most importnt ISP chrcteristic, other thn prices, is reliility of service. The mnner in which suscrier uses the Internet is lso importnt in explining suscrier ISP churn. When suscriers primry use is emil nd where use is work-relted churn is more likely. However, where the suscrier s min use is rowsing, they re less likely to churn. Further, suscriers with churn history re more likely to churn. The importnce of these vriles is tht they re oservle to the ISP nd cn e of ssistnce in mintining suscrier se. Finlly, our results lso indicte tht customer chrcteristics re importnt in explining suscrier churn.

13 206 G. Mdden et l. / Informtion Economics nd Policy 11 (1999) The likelihood of churn is higher for mles nd the ISP ccount hs severl users. Younger suscriers re more likely to churn. Some extensions of this study my prove eneficil. It would e useful to develop questions which would educe the mgnitude of price reductions required for suscrier to churn from n ISP. Considertion of the level of pricing (rther thn just the pricing scheme), nd wider rnge of Internet use nd demogrphic vriles. To ssist ISP network plnning some insight into the willingness of suscriers to py for reliility should e gined. Future work should lso consider Internet trffic congestion. Whilst price competition hd led to customers switching ISPs, low flt-rte pricing schemes hve lso encourged excessive use. Acknowledgements The uthors would like to thnk Pul Blyney, Richrd Kurs, Don Lmerton, Michel Wirth, Glenn Woroch nd two nonymous referees for helpful comments. Optus Communictions funding nd reserch ssistnce y Shrliyn Quek is grtefully cknowledged. Any opinions, findings or conclusions expressed in this pper re those of the uthors nd do not reflect the views of the nmed institution or individuls. References Austrlin Bureu of Sttistics (ABS). Telecommunictions Services, Ctlogue no. 8148, Cnerr, AGPS. Bhttchry, C.B., When customers re memers: customer retention in pid memership contexts. Journl of the Acdemy of Mrketing Science 26, Ci, Y., Deilmi, I., Trin, K., Customer retention in competitive power mrket: Anlysis of doule-ounded plus follow-ups questionnire. Energy Journl 19, Communictions Economics Reserch Progrm (CERP), CERP Internet Report, Deprtment of Economics, Curtin Business School. Deprtment of Industry, Science nd Tourism (DIST), Stts. Electronic Commerce in Austrli, Cnerr, AGPS. Deprtment of Communictions, Informtion Technology nd the Arts (DoCITA), Internet congestion nd pricing: A preliminry study, Informtion Pper 2, Cnerr: AGPS. Economist Trpped in we, Economist 342, 8 Mrch, 8, The Economist Newspper Limited. Greenstein, S., Universl Service in the Digitl Age: The Commerciliztion nd Geogrphy of US Internet Access. NBER Working Pper, no. 6453, Ntionl Bureu of Economic Reserch, Cmridge. Ktz, E., Aspden, P., Internet dropouts in the USA. Telecommunictions Policy 22, Ktz, E., Aspden, P., Brriers to nd motivtions for using the Internet: results of ntionl opinion survey. Reserch Journl: Policy nd Applictions 7, Kridel, D., Rppoport, P., Tylor, L., An econometric study of the demnd for ccess to the Internet. Presented t the Twelfth Biennil Conference of the Interntionl Telecommunictions Society, Stockholm, June.

14 G. Mdden et l. / Informtion Economics nd Policy 11 (1999) Li, S., Survivl nlysis. Mrketing Reserch 7, Mdden G., Svge, S.J., Forthcoming. Internet Pricing nd Trffic Demnd. In: Bohlin, E., Brodin, K., Lundgren, A., Thorngren B. (Eds.), Beyond Convergence: Communiction into the Next Millennium, Elsevier Science: Amsterdm. Mdden, G., Simpson, M., Residentil rodnd suscription demnd: An econometric nlysis of Austrlin choice experiment dt. Applied Economics 29, McElvey, W., Zvoin, R., A sttisticl model for the nlysis of ordinl level dependent vriles, Journl of Mthemticl Sociology, Summer, McFdden, D., Econometric models of proilistic choice. In: Mnski, C., McFdden, D. (Eds.), Structurl Anlysis of Discrete Choice with Econometric Applictions, The MIT Press, Cmridge, pp Montgomery, G., Enter AOL nd new we er, The Austrlin, 13 Octoer, 48, News Limited. Orgnistion for Economic Co-opertion nd Development (OECD), Communictions Outlook Volume 1, OECD, Pris. Rust, R.T., Zhorik, A.J., Customer stisfction, customer retention nd mrket shre. Journl of Retiling 69, Srinivsn, M., New insights into switching ehvior. Mrketing Reserch 8, Srinivsn, M., Keeping your customers, B&E Review, Oct. Dec., Strtegis Group, Internet Users Willing to Py to Keep Current ISP, Press Relese, Novemer 10. Telstr Corportion Limited, Annul Report 1998, Telstr Corportion Limited, Melourne. Wyner, G.A., Customer vlution: Linking ehvior nd economics. Mrketing Reserch 8, Zeithml, V., Leonrd, L., Prsurmn, A., The ehviourl consequences of service qulity. Journl of Mrketing 60,

Small Businesses Decisions to Offer Health Insurance to Employees

Small Businesses Decisions to Offer Health Insurance to Employees Smll Businesses Decisions to Offer Helth Insurnce to Employees Ctherine McLughlin nd Adm Swinurn, June 2014 Employer-sponsored helth insurnce (ESI) is the dominnt source of coverge for nonelderly dults

More information

VoIP for the Small Business

VoIP for the Small Business Reducing your telecommunictions costs VoIP (Voice over Internet Protocol) offers low cost lterntive to expensive trditionl phone services nd is rpidly becoming the communictions system of choice for smll

More information

VoIP for the Small Business

VoIP for the Small Business Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become vible solution for even the

More information

VoIP for the Small Business

VoIP for the Small Business VoIP for the Smll Business Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become

More information

How To Get A Free Phone Line From A Cell Phone To A Landline For A Business

How To Get A Free Phone Line From A Cell Phone To A Landline For A Business Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become vible solution for even the

More information

VoIP for the Small Business

VoIP for the Small Business Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become vible solution for even the

More information

VoIP for the Small Business

VoIP for the Small Business Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become vible solution for even the

More information

VoIP for the Small Business

VoIP for the Small Business VoIP for the Smll Business Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become

More information

VoIP for the Small Business

VoIP for the Small Business VoIP for the Smll Business Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become

More information

How To Reduce Telecommunictions Costs

How To Reduce Telecommunictions Costs Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become vible solution for even the

More information

VoIP for the Small Business

VoIP for the Small Business Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become vible solution for even the

More information

VoIP for the Small Business

VoIP for the Small Business Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become vible solution for even the

More information

Utilization of Smoking Cessation Benefits in Medicaid Managed Care, 2009-2013

Utilization of Smoking Cessation Benefits in Medicaid Managed Care, 2009-2013 Utiliztion of Smoking Cesstion Benefits in Medicid Mnged Cre, 2009-2013 Office of Qulity nd Ptient Sfety New York Stte Deprtment of Helth Jnury 2015 Introduction According to the New York Stte Tocco Control

More information

Reasoning to Solve Equations and Inequalities

Reasoning to Solve Equations and Inequalities Lesson4 Resoning to Solve Equtions nd Inequlities In erlier work in this unit, you modeled situtions with severl vriles nd equtions. For exmple, suppose you were given usiness plns for concert showing

More information

VoIP for the Small Business

VoIP for the Small Business VoIP for the Smll Business Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become

More information

VoIP for the Small Business

VoIP for the Small Business VoIP for the Smll Business Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become

More information

The Determinants of Private Medical Insurance Prevalence in England

The Determinants of Private Medical Insurance Prevalence in England The Determinnts of Privte Medicl Insurnce Prevlence in Englnd Derek R. King, Elis Mossilos LSE Helth nd Socil Cre, London School of Economics nd Politicl Science LSE Helth nd Socil Cre Discussion Pper

More information

How To Set Up A Network For Your Business

How To Set Up A Network For Your Business Why Network is n Essentil Productivity Tool for Any Smll Business TechAdvisory.org SME Reports sponsored by Effective technology is essentil for smll businesses looking to increse their productivity. Computer

More information

VoIP for the Small Business

VoIP for the Small Business VoIP for the Smll Business Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become

More information

VoIP for the Small Business

VoIP for the Small Business Reducing your telecommunictions costs TechAdvisory.org SME Reports sponsored by Cybernut Solutions provides outsourced IT support from welth of knowledgeble technicins nd system dministrtors certified

More information

Why is the NSW prison population falling?

Why is the NSW prison population falling? NSW Bureu of Crime Sttistics nd Reserch Bureu Brief Issue pper no. 80 September 2012 Why is the NSW prison popultion flling? Jcqueline Fitzgerld & Simon Corben 1 Aim: After stedily incresing for more thn

More information

VoIP for the Small Business

VoIP for the Small Business Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become vible solution for even the

More information

Lump-Sum Distributions at Job Change, p. 2

Lump-Sum Distributions at Job Change, p. 2 Jnury 2009 Vol. 30, No. 1 Lump-Sum Distributions t Job Chnge, p. 2 E X E C U T I V E S U M M A R Y Lump-Sum Distributions t Job Chnge GROWING NUMBER OF WORKERS FACED WITH ASSET DECISIONS AT JOB CHANGE:

More information

FDIC Study of Bank Overdraft Programs

FDIC Study of Bank Overdraft Programs FDIC Study of Bnk Overdrft Progrms Federl Deposit Insurnce Corportion November 2008 Executive Summry In 2006, the Federl Deposit Insurnce Corportion (FDIC) initited two-prt study to gther empiricl dt on

More information

Economics Letters 65 (1999) 9 15. macroeconomists. a b, Ruth A. Judson, Ann L. Owen. Received 11 December 1998; accepted 12 May 1999

Economics Letters 65 (1999) 9 15. macroeconomists. a b, Ruth A. Judson, Ann L. Owen. Received 11 December 1998; accepted 12 May 1999 Economics Letters 65 (1999) 9 15 Estimting dynmic pnel dt models: guide for q mcroeconomists b, * Ruth A. Judson, Ann L. Owen Federl Reserve Bord of Governors, 0th & C Sts., N.W. Wshington, D.C. 0551,

More information

Enterprise Risk Management Software Buyer s Guide

Enterprise Risk Management Software Buyer s Guide Enterprise Risk Mngement Softwre Buyer s Guide 1. Wht is Enterprise Risk Mngement? 2. Gols of n ERM Progrm 3. Why Implement ERM 4. Steps to Implementing Successful ERM Progrm 5. Key Performnce Indictors

More information

VoIP for the Small Business

VoIP for the Small Business Reducing your telecommunictions costs Reserch firm IDC 1 hs estimted tht VoIP system cn reduce telephony-relted expenses by 30%. Voice over Internet Protocol (VoIP) hs become vible solution for even the

More information

The Effect of Internet Experience on Consumer Expectations of Responsiveness and Control in Offline Services Marketing Interactions

The Effect of Internet Experience on Consumer Expectations of Responsiveness and Control in Offline Services Marketing Interactions The Effect of Internet Experience on Consumer Expecttions of Responsiveness nd Control in Offline Services Mrketing Interctions Lind F. Alwitt DePul University llwitt@wppost.depul.edu Lwrence O. Hmer DePul

More information

DlNBVRGH + Sickness Absence Monitoring Report. Executive of the Council. Purpose of report

DlNBVRGH + Sickness Absence Monitoring Report. Executive of the Council. Purpose of report DlNBVRGH + + THE CITY OF EDINBURGH COUNCIL Sickness Absence Monitoring Report Executive of the Council 8fh My 4 I.I...3 Purpose of report This report quntifies the mount of working time lost s result of

More information

Small Business Networking

Small Business Networking Why network is n essentil productivity tool for ny smll business Effective technology is essentil for smll businesses looking to increse the productivity of their people nd business. Introducing technology

More information

Small Business Networking

Small Business Networking Why network is n essentil productivity tool for ny smll business Effective technology is essentil for smll businesses looking to increse the productivity of their people nd processes. Introducing technology

More information

Anthem Blue Cross Life and Health Insurance Company University of Southern California Custom Premier PPO 800/20%/20%

Anthem Blue Cross Life and Health Insurance Company University of Southern California Custom Premier PPO 800/20%/20% Anthem Blue Cross Life nd Helth Insurnce Compny University of Southern Cliforni Custom Premier 800/20%/20% Summry of Benefits nd Coverge: Wht this Pln Covers & Wht it Costs Coverge Period: 01/01/2015-12/31/2015

More information

Small Business Networking

Small Business Networking Why network is n essentil productivity tool for ny smll business Effective technology is essentil for smll businesses looking to increse the productivity of their people nd business. Introducing technology

More information

Improving Library Users' Perceived Quality, Satisfaction and Loyalty: An Integrated Measurement and Management System

Improving Library Users' Perceived Quality, Satisfaction and Loyalty: An Integrated Measurement and Management System Improving Librry Users' Perceived Qulity, Stisfction nd Loylty: An Integrted Mesurement nd Mngement System by Anne Mrtensen nd Lrs Gr0nholdt This rticle describes the development nd ppliction of structurl

More information

Small Business Networking

Small Business Networking Why network is n essentil productivity tool for ny smll business Effective technology is essentil for smll businesses looking to increse the productivity of their people nd processes. Introducing technology

More information

Health insurance exchanges What to expect in 2014

Health insurance exchanges What to expect in 2014 Helth insurnce exchnges Wht to expect in 2014 33096CAEENABC 02/13 The bsics of exchnges As prt of the Affordble Cre Act (ACA or helth cre reform lw), strting in 2014 ALL Americns must hve minimum mount

More information

How To Network A Smll Business

How To Network A Smll Business Why network is n essentil productivity tool for ny smll business Effective technology is essentil for smll businesses looking to increse the productivity of their people nd processes. Introducing technology

More information

Section 5.2, Commands for Configuring ISDN Protocols. Section 5.3, Configuring ISDN Signaling. Section 5.4, Configuring ISDN LAPD and Call Control

Section 5.2, Commands for Configuring ISDN Protocols. Section 5.3, Configuring ISDN Signaling. Section 5.4, Configuring ISDN LAPD and Call Control Chpter 5 Configurtion of ISDN Protocols This chpter provides instructions for configuring the ISDN protocols in the SP201 for signling conversion. Use the sections tht reflect the softwre you re configuring.

More information

How To Understand And Understand The Benefits Of Accounting

How To Understand And Understand The Benefits Of Accounting This rticle ppered in journl published by Elsevier. The ttched copy is furnished to the uthor for internl non-commercil reserch nd eduction use, including for instruction t the uthors institution nd shring

More information

An Undergraduate Curriculum Evaluation with the Analytic Hierarchy Process

An Undergraduate Curriculum Evaluation with the Analytic Hierarchy Process An Undergrdute Curriculum Evlution with the Anlytic Hierrchy Process Les Frir Jessic O. Mtson Jck E. Mtson Deprtment of Industril Engineering P.O. Box 870288 University of Albm Tuscloos, AL. 35487 Abstrct

More information

How To Write A Recipe Card

How To Write A Recipe Card Interntionl Journl of Forecsting 18 (2002) 625 646 www.elsevier.com/ locte/ ijforecst A genetic lgorithms pproch to growth phse forecsting of wireless suscriers 1,2 Rjkumr Venktesn, V. Kumr* ING Center

More information

Features. This document is part of the Terms and Conditions for Personal Bank Accounts. 16-20 Barolin St, PO Box 1063 Bundaberg Queensland 4670

Features. This document is part of the Terms and Conditions for Personal Bank Accounts. 16-20 Barolin St, PO Box 1063 Bundaberg Queensland 4670 S This document is prt of the Terms nd Conditions for Personl Bnk Accounts Issued y Auswide Bnk Ltd ABN 40 087 652 060/Austrlin Finncil Services & Austrlin Credit Licence 239686 Effective from Jnury 18

More information

STATUS OF LAND-BASED WIND ENERGY DEVELOPMENT IN GERMANY

STATUS OF LAND-BASED WIND ENERGY DEVELOPMENT IN GERMANY Yer STATUS OF LAND-BASED WIND ENERGY Deutsche WindGurd GmbH - Oldenburger Strße 65-26316 Vrel - Germny +49 (4451)/9515 - info@windgurd.de - www.windgurd.com Annul Added Cpcity [MW] Cumultive Cpcity [MW]

More information

Treatment Spring Late Summer Fall 0.10 5.56 3.85 0.61 6.97 3.01 1.91 3.01 2.13 2.99 5.33 2.50 1.06 3.53 6.10 Mean = 1.33 Mean = 4.88 Mean = 3.

Treatment Spring Late Summer Fall 0.10 5.56 3.85 0.61 6.97 3.01 1.91 3.01 2.13 2.99 5.33 2.50 1.06 3.53 6.10 Mean = 1.33 Mean = 4.88 Mean = 3. The nlysis of vrince (ANOVA) Although the t-test is one of the most commonly used sttisticl hypothesis tests, it hs limittions. The mjor limittion is tht the t-test cn be used to compre the mens of only

More information

Health insurance marketplace What to expect in 2014

Health insurance marketplace What to expect in 2014 Helth insurnce mrketplce Wht to expect in 2014 33096VAEENBVA 06/13 The bsics of the mrketplce As prt of the Affordble Cre Act (ACA or helth cre reform lw), strting in 2014 ALL Americns must hve minimum

More information

Combined Liability Insurance. Information and Communication Technology Proposal form

Combined Liability Insurance. Information and Communication Technology Proposal form Comined Liility Insurnce Informtion nd Communiction Technology Proposl form Comined Liility Insurnce Informtion nd Communiction Technology - Proposl form This proposl form must e completed nd signed y

More information

Active & Retiree Plan: Trustees of the Milwaukee Roofers Health Fund Coverage Period: 06/01/2015-05/31/2016 Summary of Benefits and Coverage:

Active & Retiree Plan: Trustees of the Milwaukee Roofers Health Fund Coverage Period: 06/01/2015-05/31/2016 Summary of Benefits and Coverage: Summry of Benefits nd Coverge: Wht this Pln Covers & Wht it Costs Coverge for: Single & Fmily Pln Type: NPOS This is only summry. If you wnt more detil bout your coverge nd costs, you cn get the complete

More information

Health insurance exchanges What to expect in 2014

Health insurance exchanges What to expect in 2014 Helth insurnce exchnges Wht to expect in 2014 33096CAEENABC 11/12 The bsics of exchnges As prt of the Affordble Cre Act (ACA or helth cre reform lw), strting in 2014 ALL Americns must hve minimum mount

More information

Unit 29: Inference for Two-Way Tables

Unit 29: Inference for Two-Way Tables Unit 29: Inference for Two-Wy Tbles Prerequisites Unit 13, Two-Wy Tbles is prerequisite for this unit. In ddition, students need some bckground in significnce tests, which ws introduced in Unit 25. Additionl

More information

Estimating Exchange Rate Exposures:

Estimating Exchange Rate Exposures: Estimting Exchnge Rte Exposures: Issues in Model Structure * Gordon M. Bodnr ** Pul H. Nitze School of Advnced Interntionl Studies, The Johns Hopkins University 1740 Msschusetts Avenue NW Wshington, DC

More information

EQUATIONS OF LINES AND PLANES

EQUATIONS OF LINES AND PLANES EQUATIONS OF LINES AND PLANES MATH 195, SECTION 59 (VIPUL NAIK) Corresponding mteril in the ook: Section 12.5. Wht students should definitely get: Prmetric eqution of line given in point-direction nd twopoint

More information

National greenhouse gas inventory data for the period 1990 2010

National greenhouse gas inventory data for the period 1990 2010 United Ntions FCCC/SBI/2012/31 Distr.: Generl 16 November 2012 Originl: English Subsidiry Body for Implementtion Thirty-seventh session Doh, 26 November to 1 December 2012 Item 3(b) of the provisionl gend

More information

UNIVERSITY OF NOTTINGHAM. Discussion Papers in Economics STRATEGIC SECOND SOURCING IN A VERTICAL STRUCTURE

UNIVERSITY OF NOTTINGHAM. Discussion Papers in Economics STRATEGIC SECOND SOURCING IN A VERTICAL STRUCTURE UNVERSTY OF NOTTNGHAM Discussion Ppers in Economics Discussion Pper No. 04/15 STRATEGC SECOND SOURCNG N A VERTCAL STRUCTURE By Arijit Mukherjee September 004 DP 04/15 SSN 10-438 UNVERSTY OF NOTTNGHAM Discussion

More information

ClearPeaks Customer Care Guide. Business as Usual (BaU) Services Peace of mind for your BI Investment

ClearPeaks Customer Care Guide. Business as Usual (BaU) Services Peace of mind for your BI Investment ClerPeks Customer Cre Guide Business s Usul (BU) Services Pece of mind for your BI Investment ClerPeks Customer Cre Business s Usul Services Tble of Contents 1. Overview...3 Benefits of Choosing ClerPeks

More information

Recognition Scheme Forensic Science Content Within Educational Programmes

Recognition Scheme Forensic Science Content Within Educational Programmes Recognition Scheme Forensic Science Content Within Eductionl Progrmmes one Introduction The Chrtered Society of Forensic Sciences (CSoFS) hs been ccrediting the forensic content of full degree courses

More information

2015 EDITION. AVMA Report on Veterinary Compensation

2015 EDITION. AVMA Report on Veterinary Compensation 2015 EDITION AVMA Report on Veterinry Compenstion AVMA Report on Veterinry Compenstion 2015 EDITION Copyright 2015 by the All rights reserved. ISBN-13: 978-1-882691-31-9 AVMA Report on Veterinry Compenstion

More information

Unleashing the Power of Cloud

Unleashing the Power of Cloud Unleshing the Power of Cloud A Joint White Pper by FusionLyer nd NetIQ Copyright 2015 FusionLyer, Inc. All rights reserved. No prt of this publiction my be reproduced, stored in retrievl system, or trnsmitted,

More information

2. Transaction Cost Economics

2. Transaction Cost Economics 3 2. Trnsction Cost Economics Trnsctions Trnsctions Cn Cn Be Be Internl Internl or or Externl Externl n n Orgniztion Orgniztion Trnsctions Trnsctions occur occur whenever whenever good good or or service

More information

Pay over time with low monthly payments. Types of Promotional Options that may be available: *, ** See Page 10 for details

Pay over time with low monthly payments. Types of Promotional Options that may be available: *, ** See Page 10 for details With CreCredit... Strt cre immeditely Py over time with low monthly pyments For yourself nd your fmily Types of Promotionl Options tht my be vilble: Not ll enrolled helthcre prctices offer ll specil finncing

More information

July 2005, NCJ 209588 Substance Dependence, Abuse, and Treatment of Jail Inmates, 2002. Highlights. No dependence or abuse 53 47 32.

July 2005, NCJ 209588 Substance Dependence, Abuse, and Treatment of Jail Inmates, 2002. Highlights. No dependence or abuse 53 47 32. U.S. Deprtment of Justice Office of Justice Progrms Bureu of Justice Sttistics Specil Report By Jennifer C. Krerg nd Doris J. Jmes BJS Sttisticins In 2002 more thn two-thirds of jil inmtes were found to

More information

Your duty, however, does not require disclosure of matter:

Your duty, however, does not require disclosure of matter: Your Duty of Disclosure Before you enter into contrct of generl insurnce with n insurer, you hve duty, under the Insurnce Contrcts Act 1984 (Cth), to disclose to the insurer every mtter tht you know, or

More information

Information Asymmetry, Market Segmentation and the Pricing of Cross-listed Shares: Theory and Evidence from Chinese A and B Shares

Information Asymmetry, Market Segmentation and the Pricing of Cross-listed Shares: Theory and Evidence from Chinese A and B Shares Informtion Asymmetry, Mrket Segmenttion nd the Pricing of Cross-listed Shres: Theory nd Evidence from Chinese A nd B Shres Sugto Chkrvrty Purdue University West Lfyette, IN 47906 Asni Srkr 1 Federl Reserve

More information

P.3 Polynomials and Factoring. P.3 an 1. Polynomial STUDY TIP. Example 1 Writing Polynomials in Standard Form. What you should learn

P.3 Polynomials and Factoring. P.3 an 1. Polynomial STUDY TIP. Example 1 Writing Polynomials in Standard Form. What you should learn 33337_0P03.qp 2/27/06 24 9:3 AM Chpter P Pge 24 Prerequisites P.3 Polynomils nd Fctoring Wht you should lern Polynomils An lgeric epression is collection of vriles nd rel numers. The most common type of

More information

QoS Framework for SIP Signalling

QoS Framework for SIP Signalling QoS Frmework for SIP Signlling Alexnder A. Kist nd Richrd J. Hrris RMIT University Melourne BOX 2476V, Victori 3001, Austrli Emil: kist@ieee.org, richrd@ctt.rmit.edu.u ABSTRACT The Session Initition Protocol

More information

ENHANCING CUSTOMER EXPERIENCE THROUGH BUSINESS PROCESS IMPROVEMENT: AN APPLICATION OF THE ENHANCED CUSTOMER EXPERIENCE FRAMEWORK (ECEF)

ENHANCING CUSTOMER EXPERIENCE THROUGH BUSINESS PROCESS IMPROVEMENT: AN APPLICATION OF THE ENHANCED CUSTOMER EXPERIENCE FRAMEWORK (ECEF) ENHNCING CUSTOMER EXPERIENCE THROUGH BUSINESS PROCESS IMPROVEMENT: N PPLICTION OF THE ENHNCED CUSTOMER EXPERIENCE FRMEWORK (ECEF) G.J. Both 1, P.S. Kruger 2 & M. de Vries 3 Deprtment of Industril nd Systems

More information

COMPARISON OF SOME METHODS TO FIT A MULTIPLICATIVE TARIFF STRUCTURE TO OBSERVED RISK DATA BY B. AJNE. Skandza, Stockholm ABSTRACT

COMPARISON OF SOME METHODS TO FIT A MULTIPLICATIVE TARIFF STRUCTURE TO OBSERVED RISK DATA BY B. AJNE. Skandza, Stockholm ABSTRACT COMPARISON OF SOME METHODS TO FIT A MULTIPLICATIVE TARIFF STRUCTURE TO OBSERVED RISK DATA BY B. AJNE Skndz, Stockholm ABSTRACT Three methods for fitting multiplictive models to observed, cross-clssified

More information

Industry and Country Effects in International Stock Returns

Industry and Country Effects in International Stock Returns Industry nd Country ffects in Interntionl Stock Returns Implictions for sset lloction. Steven L. Heston nd K. Geert Rouwenhorst STVN L. HSTON is ssistnt professor of finnce t the John M. Olin School of

More information

Threshold Population Levels for Rural Retail Businesses in North Dakota, 2000

Threshold Population Levels for Rural Retail Businesses in North Dakota, 2000 Agribusiness & Applied Economics Miscellneous Report No. 191 July 2002 Threshold Popultion Levels for Rurl Retil Businesses in North Dkot, 2000 Rndl C. Coon nd F. Lrry Leistritz Deprtment of Agribusiness

More information

** Dpt. Chemical Engineering, Kasetsart University, Bangkok 10900, Thailand

** Dpt. Chemical Engineering, Kasetsart University, Bangkok 10900, Thailand Modelling nd Simultion of hemicl Processes in Multi Pulse TP Experiment P. Phnwdee* S.O. Shekhtmn +. Jrungmnorom** J.T. Gleves ++ * Dpt. hemicl Engineering, Ksetsrt University, Bngkok 10900, Thilnd + Dpt.hemicl

More information

Key Words: Relevance, TV Ads, Effectiveness, Purchase Decision and Consumers.

Key Words: Relevance, TV Ads, Effectiveness, Purchase Decision and Consumers. Reserch pper A STUDY ON RELEVANCE FACTOR IN EFFECTIVENESS OF TELEVISION ADVERTISEMENTS ON CONSUMER PURCHASE DECISION IN SALEM DISTRICT *Dr. K. Krishnkumr **Mrs. K. Rdh Abstrct Advertisements, s prt of

More information

Or more simply put, when adding or subtracting quantities, their uncertainties add.

Or more simply put, when adding or subtracting quantities, their uncertainties add. Propgtion of Uncertint through Mthemticl Opertions Since the untit of interest in n eperiment is rrel otined mesuring tht untit directl, we must understnd how error propgtes when mthemticl opertions re

More information

DATA SCIENTIST WHY IT S THE SEXIEST JOB OF THE 21 ST CENTURY

DATA SCIENTIST WHY IT S THE SEXIEST JOB OF THE 21 ST CENTURY Brought to you by HTTP://WWW.ANALYTICS-MAGAZINE.ORG DRIVING BETTER BUSINESS DECISIONS JULY/AUGUST 2013 ADVENT OF THE DATA SCIENTIST WHY IT S THE SEXIEST JOB OF THE 21 ST CENTURY ALSO INSIDE: Anlytics &

More information

JaERM Software-as-a-Solution Package

JaERM Software-as-a-Solution Package JERM Softwre-s--Solution Pckge Enterprise Risk Mngement ( ERM ) Public listed compnies nd orgnistions providing finncil services re required by Monetry Authority of Singpore ( MAS ) nd/or Singpore Stock

More information

How To Get Low Wage Workers Covered By Insurance Through Their Employer

How To Get Low Wage Workers Covered By Insurance Through Their Employer Stephen H. Long M. Susn Mrquis Low-Wge Workers nd Helth Insurnce Coverge: Cn Policymkers Trget Them through Their Employers? Mny policy inititives to increse helth insurnce coverge would subsidize employers

More information

2 Workload and duration of the Program 3 Courses 4 Types of course units and number of participants

2 Workload and duration of the Program 3 Courses 4 Types of course units and number of participants The English version of the consolidted curriculum for the "Bchelor Progrm in Mngement nd Economics" is not leglly inding nd is for informtionl purposes only. The leglly inding text which regultes the different

More information

2 DIODE CLIPPING and CLAMPING CIRCUITS

2 DIODE CLIPPING and CLAMPING CIRCUITS 2 DIODE CLIPPING nd CLAMPING CIRCUITS 2.1 Ojectives Understnding the operting principle of diode clipping circuit Understnding the operting principle of clmping circuit Understnding the wveform chnge of

More information

A New Data Set of Educational Attainment in the World, 1950 2010 *

A New Data Set of Educational Attainment in the World, 1950 2010 * A New Dt Set of Eductionl Attinment in the World, 1950 2010 * Robert J. Brro + Hrvrd University nd Jong-Wh Lee Kore University Revised: November 2011 * We re grteful to UNESCO Institute for Sttistics for

More information

E-Commerce Comparison

E-Commerce Comparison www.syroxemedi.co.uk E-Commerce Comprison We pride ourselves in creting innovtive inspired websites tht re designed to sell. Developed over mny yers, our solutions re robust nd relible in opertion, flexible

More information

Contextualizing NSSE Effect Sizes: Empirical Analysis and Interpretation of Benchmark Comparisons

Contextualizing NSSE Effect Sizes: Empirical Analysis and Interpretation of Benchmark Comparisons Contextulizing NSSE Effect Sizes: Empiricl Anlysis nd Interprettion of Benchmrk Comprisons NSSE stff re frequently sked to help interpret effect sizes. Is.3 smll effect size? Is.5 relly lrge effect size?

More information

Health Information Systems: evaluation and performance of a Help Desk

Health Information Systems: evaluation and performance of a Help Desk 536 Digitl Helthcre Empowering Europens R. Cornet et l. (Eds.) 2015 Europen Federtion for Medicl Informtics (EFMI). This rticle is published online with Open Access by IOS Press nd distributed under the

More information

ARTICLE IN PRESS. i n t e r n a t i o n a l j o u r n a l o f m e d i c a l i n f o r m a t i c s x x x ( 2 0 1 2 ) xxx xxx

ARTICLE IN PRESS. i n t e r n a t i o n a l j o u r n a l o f m e d i c a l i n f o r m a t i c s x x x ( 2 0 1 2 ) xxx xxx IJB-2938; No. of Pges 12 i n t e r n t i o n l j o u r n l o f m e d i c l i n f o r m t i c s x x x ( 2 0 1 2 ) xxx xxx j ourn l homepge: www.ijmijournl.com Description nd comprison of qulity of electronic

More information

2001 Attachment Sequence No. 118

2001 Attachment Sequence No. 118 Form Deprtment of the Tresury Internl Revenue Service Importnt: Return of U.S. Persons With Respect to Certin Foreign Prtnerships Attch to your tx return. See seprte instructions. Informtion furnished

More information

GAO IRS AUDIT RATES. Rate for Individual Taxpayers Has Declined But Effect on Compliance Is Unknown

GAO IRS AUDIT RATES. Rate for Individual Taxpayers Has Declined But Effect on Compliance Is Unknown GAO United Sttes Generl Accounting Office Report to the Chirmn, Subcommittee on Oversight, Committee on Wys nd Mens, House of Representtives April 2001 IRS AUDIT RATES Rte for Individul Txpyers Hs Declined

More information

AntiSpyware Enterprise Module 8.5

AntiSpyware Enterprise Module 8.5 AntiSpywre Enterprise Module 8.5 Product Guide Aout the AntiSpywre Enterprise Module The McAfee AntiSpywre Enterprise Module 8.5 is n dd-on to the VirusScn Enterprise 8.5i product tht extends its ility

More information

Helicopter Theme and Variations

Helicopter Theme and Variations Helicopter Theme nd Vritions Or, Some Experimentl Designs Employing Pper Helicopters Some possible explntory vribles re: Who drops the helicopter The length of the rotor bldes The height from which the

More information

AN ANALYTICAL HIERARCHY PROCESS METHODOLOGY TO EVALUATE IT SOLUTIONS FOR ORGANIZATIONS

AN ANALYTICAL HIERARCHY PROCESS METHODOLOGY TO EVALUATE IT SOLUTIONS FOR ORGANIZATIONS AN ANALYTICAL HIERARCHY PROCESS METHODOLOGY TO EVALUATE IT SOLUTIONS FOR ORGANIZATIONS Spiros Vsilkos (), Chrysostomos D. Stylios (),(b), John Groflkis (c) () Dept. of Telemtics Center, Computer Technology

More information

Small Business Cloud Services

Small Business Cloud Services Smll Business Cloud Services Summry. We re thick in the midst of historic se-chnge in computing. Like the emergence of personl computers, grphicl user interfces, nd mobile devices, the cloud is lredy profoundly

More information

How To Find Out How A Worker'S Work Ethic Is Related To The Ability To Get A Job

How To Find Out How A Worker'S Work Ethic Is Related To The Ability To Get A Job RtSWD Reserch Notes Reserch Note No. 11 Previously relesed s RtSWD Working Pper No. 15 Popultion Aging nd Trends in the Provision of Continued Eduction Regin T. Riphhn, Prvti Trübswetter 2007 Reserch Notes

More information

Factors that Influence Student Selection of Educational Leadership Master s Programs at Regional Universities INTRODUCTION

Factors that Influence Student Selection of Educational Leadership Master s Programs at Regional Universities INTRODUCTION Fctors tht Influence Student Selection of Eductionl Ledership Mster s Progrms t Regionl Universities Pm Winn, Ed.D. Lesley F. Lech, Ph.D. Susn Erwin, Ph.D. Liz Benedict Trleton Stte University Grdute enrollment

More information

Morgan Stanley Ad Hoc Reporting Guide

Morgan Stanley Ad Hoc Reporting Guide spphire user guide Ferury 2015 Morgn Stnley Ad Hoc Reporting Guide An Overview For Spphire Users 1 Introduction The Ad Hoc Reporting tool is ville for your reporting needs outside of the Spphire stndrd

More information

5 a LAN 6 a gateway 7 a modem

5 a LAN 6 a gateway 7 a modem STARTER With the help of this digrm, try to descrie the function of these components of typicl network system: 1 file server 2 ridge 3 router 4 ckone 5 LAN 6 gtewy 7 modem Another Novell LAN Router Internet

More information

The LENA TM Language Environment Analysis System:

The LENA TM Language Environment Analysis System: FOUNDATION The LENA TM Lnguge Environment Anlysis System: Audio Specifictions of the DLP-0121 Michel Ford, Chrles T. Ber, Dongxin Xu, Umit Ypnel, Shrmi Gry LENA Foundtion, Boulder, CO LTR-03-2 September

More information

Participation and investment decisions in a retirement plan: the influence of colleagues choices

Participation and investment decisions in a retirement plan: the influence of colleagues choices Journl of Public Economics 85 (2002) 121 148 www.elsevier.com/ locte/ econbse Prticiption nd investment decisions in retirement pln: the influence of collegues choices Esther Duflo,b, *, Emmnuel Sez MIT,

More information

COVER CROP VARIETY AND SEEDING RATE EFFECTS ON WINTER WEED SEED PRODUCTION

COVER CROP VARIETY AND SEEDING RATE EFFECTS ON WINTER WEED SEED PRODUCTION COVER CROP VARIETY AND SEEDING RATE EFFECTS ON WINTER WEED SEED PRODUCTION Nthn S. Boyd nd Eric B. Brennn, USDA-ARS, Orgnic Reserch Progrm, 1636 E. Alisl Street, Slins, CA 93905 Astrct Weed mngement is

More information

The Role of Economic Integration for European Cities and Border Regions. Abdella Mohammed Oumer

The Role of Economic Integration for European Cities and Border Regions. Abdella Mohammed Oumer The Role of Economic Integrtion for Europen Cities nd Border Regions Abdell Mohmmed Oumer Publisher: University of Groningen, Groningen, The Netherlnds Printed by: Ipskmp Drukkers P.O. Box 333 7500 AH

More information

PETER M. ROSS 22 Four Oaks Crescent London, Ontario N6J 4B7 Telephone: 51 9-661-4005/Facsimile: 5 19-471-0085 Email: pmross@,uwo.

PETER M. ROSS 22 Four Oaks Crescent London, Ontario N6J 4B7 Telephone: 51 9-661-4005/Facsimile: 5 19-471-0085 Email: pmross@,uwo. PETER M. ROSS 22 Four Oks Crescent London, Ontrio N6J 4B7 Telephone: 51 9-661-4005/Fcsimile: 5 19-471-0085 Emil: pmross@,uwo.c April 2lS', 2005 Corportion of the City of London City Clerk's Office Room

More information

Learner-oriented distance education supporting service system model and applied research

Learner-oriented distance education supporting service system model and applied research SHS Web of Conferences 24, 02001 (2016) DOI: 10.1051/ shsconf/20162402001 C Owned by the uthors, published by EDP Sciences, 2016 Lerner-oriented distnce eduction supporting service system model nd pplied

More information

Financing PFI projects in the credit crisis and the Treasury s response

Financing PFI projects in the credit crisis and the Treasury s response HM Tresury Finncing PFI projects in the credit crisis nd the Tresury s response Appendices Four nd Five JULY 2010 Contents Appendix Four Cse studies 3 Appendix Five Modelling the costs nd enefits of strting

More information

A National Look at the High School Counseling Office

A National Look at the High School Counseling Office A Ntionl Look t the High School Counseling Office Wht Is It Doing nd Wht Role Cn It Ply in Fcilitting Students Pths to College? by Alexndri Wlton Rdford, Nicole Ifill, nd Terry Lew Introduction Between

More information

Hillsborough Township Public Schools Mathematics Department Computer Programming 1

Hillsborough Township Public Schools Mathematics Department Computer Programming 1 Essentil Unit 1 Introduction to Progrmming Pcing: 15 dys Common Unit Test Wht re the ethicl implictions for ming in tody s world? There re ethicl responsibilities to consider when writing computer s. Citizenship,

More information