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    Webology, Volume 8, Number 1, June,

    2011

    The impact of electronic word-of-mouth in the distributionof digital goods

    Ravi S. Sharma Special Interest Group in Interactive Digital Enterprise and Wee

    Kim Wee School of Communication & Information, Nanyang echnological

    !niversity, "epu#lic of Singapore$ E%mail asrsharma 'at( ntu$edu$sg

    Tushar Pandey Special Interest Group in Interactive Digital Enterprise and Wee

    Kim Wee School of Communication & Information, Nanyang echnological!niversity, "epu#lic of Singapore$ E%mail rd$tushar 'at( gmail$com Received April

    28, 2011; Accepted June 25, 2011

    Abstract

    The rapid proliferation of social media networs has presented a platform of opportunities for the

    distribution of digital products and related applications! This is commonly nown as word"of"

    mouth or #iral mareting and intuiti#ely fits the re$uirements of digital goods in that consumption,

    authentication and opinions are communal! %n this short paper, we point out the efficacy of the

    phenomenon of electronic word"of"mouth &eWo'( in digital marets! 'ore specifically, we use a

    model that encapsulates our understanding of how eWo' impacts economic and social acti#ities

    that influence co"consumption! )n empirical study of a typical e*ample of digital products + music

    albums + was conducted to test the fundamental premises of our framewor and deri#e $ualitati#e

    findings! rawing on the results, we attempt to refine a prescripti#e framewor for eWo' in

    general! This is part of an on"going study of the distribution channels for digital media and how

    they may be effecti#ely designed! -i#en the proliferation of the %nternet and the complementary

    nature of social networs, we belie#e that conte*t sensiti#e eWo' is a ey aspect of digital

    distribution!

    Keywords

    .ocial media/ Web 2!0/ logs/ nline communities

    http://research.ntu.edu.sg/expertise/academicprofile/pages/StaffProfile.aspx?ST_EMAILID=ASRSHARMAhttp://research.ntu.edu.sg/expertise/academicprofile/pages/StaffProfile.aspx?ST_EMAILID=ASRSHARMAhttp://www.wkwsci.ntu.edu.sg/http://www.wkwsci.ntu.edu.sg/http://research.ntu.edu.sg/expertise/academicprofile/pages/StaffProfile.aspx?ST_EMAILID=ASRSHARMA
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    Introduction and Background

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    he )*isdom of the cro*d), often captured #y *ord%of%mouth 'W+( sharing of

    opinions and comments, is apparently more e-ploita#le than the traditional print and

    conversational opinion sharing paradigm '.rmelini & /illanueva, 01123 4err et al$,

    5665($ In this paper, *e report the provisional results of a study on the efficacy of

    electronic W+ 'eW+( in the distri#ution of digital goods 'e$g$, content that may #e

    consumed via net*or7ed, electronic devices$ 8y eW+, *e generally refer to relevant

    opinion sharing #y mem#ers of a social media community among themselves and

    prospective others 'Dellarocas, 01193 Dellarocas et al$, 011:($ It is of particular interest

    to the study of digital mar7ets *hen this *isdom is a#out hedonistic and utilitarian

    products, #rands and services$ It has also #een sho*n that eW+ in virtual

    communities does replace to some e-tent the traditional commercial sources such as the

    sales force or product #rochures ';epsen, 0112($ hough not synonymous, social media

    uses eW+ as a tool for disseminating such e-periential 7no*ledge$ 4ence thee-ploita#le and moneti

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    Figure 1. The Rise and Rise of Social Media

    .s seen from ?igure 5, the rise of social media as a preferred platform for W+ is as

    much due to the phenomenon of the Internet and We# 0$1 as it is due to the

    accompanying launch of ne* #logging and *i7i services$

    he Word of outh ar7eting .ssociation 'W+.( has categorised W+ into 0

    types +rganic B *hen customers *ho are satisfied *ith a product or service

    voluntarily #ecome its advocates3 and .mplified B *hen mar7eters launch campaigns

    to increase W+ activity in ne* or e-isting communities 'W+., 011=($.lternatively, 8ughin et al$'0151( specify 9 types experiential'from a consumer)s

    direct e-perience *ith a product or service, largely *hen that e-perience deviates from

    e-pectation(, consequential'*hen consumers directly e-posed to traditional mar7eting

    campaigns pass on messages a#out them or #rands they pu#lici

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    of%mouth recommendation or dissuasion to change #ehavior and reflects *hat is said,

    *ho says it, and *here it is said$ In other *ords, conte-t is 7ey$

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    It has #een previously reported that in the face%to%face W+, 5 person is capa#le of

    affecting the attitude and #ehavior of appro-imately 0 other people '8urson%arsteller,

    011($ 4o*ever, in eW+ 5 person can affect the #ehavior of other people$

    !nderstanda#ly so, given the pervasiveness of e%communities, these online influencers

    have #een termed )e%fluentials)$

    eW+ has hence not only empowered consumers, #ut also added value to economic

    activity'?iona, 011($ It has #een reported that consumer%created information has had a

    clear impact on sales of #everages, electronic goods and other items '4ennig%hurau et

    al$, 011=3 Dellarocas et al$, 011:3 Godes & ay

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    interactive online tools over the Internet, user led innovation has inevita#ly touched

    ne* heights '

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    rahalad & Krishnan

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    , 011($ ?rom *e#sites, to forums, and t*eets, many%to%many communication is the

    dominant mode of sociali

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    ost importantly, some of these social media platforms are #eing used to provide end

    user feed#ac7 on e-perience goods and promote user%centric design and innovation$

    articularly *hen the #enefit of collective *isdom is capa#le of over%riding e-pert

    critiAues or a lac7 of e-posure '.rmelini & /illanueva, 0112($ . recent study #y

    8ughin et al$'0151( reported that the 0 7inds of products *here eW+ is most

    effective are i( uniAue products *hich have a uniAue loo7 and feel, user e-perience, or

    functionality3 and ii( the products *hich are readily visi#le$ eW+ commands a

    greater importance *hen the products are hedonic and e-pensive B *hose consumption

    is governed #y an affective e-perience 'Dhar & Werten#roch, 0111($ In such

    e-periential products, consumer feed#ac7 and e-perience is all the more importantsince the product attri#utes are a#stract$ his feed#ac7 serves as an uncertainty

    reducing element in the consumer decision ma7ing process$ he positive effect of

    virtual communities on consumer decision ma7ing has also #een studied earlier '/alc7

    et al$, 0116($

    Figure 2. Types of eWOM channels

    http://c/Users/novin/Desktop/Webology.html%231http://c/Users/novin/Desktop/Webology.html%234http://c/Users/novin/Desktop/Webology.html%239http://c/Users/novin/Desktop/Webology.html%2321http://c/Users/novin/Desktop/Webology.html%2321http://c/Users/novin/Desktop/Webology.html%231http://c/Users/novin/Desktop/Webology.html%234http://c/Users/novin/Desktop/Webology.html%239http://c/Users/novin/Desktop/Webology.html%2321http://c/Users/novin/Desktop/Webology.html%2321
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    With such a diversity of ideas and concepts, W+. has ta7en a step to*ards

    standardising the W+ terminology$ he W+ episode, as defined #y W+.

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    9

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    '

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    W+.

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    , 011(, does not really happen #y itself, most times '

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    Dye

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    , 0115($ he #u

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    8urson%arsteller

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    , 011($ Deciding on *hat to measure, in a sea of dispersed eW+ channels, as sho*n

    in ?igure 0, is a challenging tas7$ oreover, due to the nature of the e-isting systems

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    B

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    dynamic and repository '

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    .rmelini & /illanueva

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    , 0112(, it is difficult to arrive at a causal relationship #et*een eW+ and sales$ he

    eW+ phenomenon is a

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    product focused penomenon rater tan a !rand focused one

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    $ 4ence, the consideration of Customer ong erm /alue 'C/

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    B

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    the lifetime revenues that accrue from a given customer( '

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    4ogan et al$

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    , 011=( li7e in traditional W+ is minimal$

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    eW+ is loo7ed at #y firms primarily for three o#>ectives, the reali

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    considered as an uncertainty reducing element in the consumer)s decision ma7ing

    process$ Since eW+ is an antecedent as *ell as a conseAuence of the consumers)

    actions it is sho*n as #eing affected #y the +utcome o#>ects and impacting the .ctions

    o#>ects$ In the .ctions Class, the Creation o#>ect refers to creating a #log, or uploading

    the video$ Creation is most effective *hen done #y mavens '

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    Glad*ell

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    , 0111($ Distri#ution refers to ma7ing a #log or comment pu#lic or sharing it in the

    net*or7 or rating it$ Distri#ution is most effective *hen done #y connectors or

    salesmen '

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    Glad*ell

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    , 0111( "eceipt *as ta7en as the act of vie*ing a videoH #logH commentH post or listen

    to a song$

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    Figure 3. Interaction of different eWOM Obects to generate an Outco!e

    Given the *ell understood phenomenon of social net*or7s and its role in the

    moneti

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    hese al#ums had constantly featured on

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    8ill#oard

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    '0116( top 011 ran7s$ he motivation #ehind this study *as to esta#lish a clear lin7

    #et*een eW+ activities and positive economic outcomes$ 4aving esta#lished that,

    *e *ould underta7e further empirical *or7 that *ould loo7 deeper in to the nature of

    this lin7$

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    +ne ma>or advantage of using the !S mar7et *as that sales ran7ings and figures *ere

    availa#le and hence conveniently e-tracted from #ill#oard magaect +riented heoretical ?rame*or7, adapted from W+.

    definitions for W+ episode components sho*n in ?igure 9$ Since there are multiple

    eW+ units, venues, actions, and outcome, *e have modeled them as eW+ classes

    and loo7ed at a fe* o#>ects for each class and one outcome o#>ect% sales ran7ings$

    Distinct from the sales data collected as reported a#ove, eW+ data *as collected for

    a 2%month period in the 0ndhalf of 0116$ he 00 music al#ums *ere selected #ased on

    their outreach among music lovers *ho stay socially connected$ he reason *e

    collected eW+ data for a longer period of time than the sales data *as to supplement

    our analysis of a time lag effect of the eW+$ In other *ords, *e hypothesi

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    Table 1. Multi"#ariate $inear Regression Results %considering ti!e lag&

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    Week 4 Week Week ! Week " Week # Week $ Week %& Week %%

    'odel

    Paramete

    rs

    "0J1$:

    SigJ1$1

    "0J1$6

    SigJ1$1

    "0J1$26

    SigJ1$1

    "0J1$2

    SigJ1$1

    "0J1$2

    SigJ1$1

    "0J1$9

    SigJ1$1

    "0J1$2

    SigJ1$1

    "0J1$20

    SigJ1$1

    comments%

    '1$1( '1$15(

    videovie*s %

    '1$10( '1$15('1$11(

    '1$11('1$11(

    video

    uploads %

    '1$1( '1$1( '1$15(

    #logs '1$10( '1$1=(

    '1$1(

    '1$10(

    '1$19(

    '1$10( '1$15(

    Weeks in

    (hart

    )irst

    Rank

    '1$19(

    *um )ans '1$11( '1$15( '1$10( '1$10(

    ' ( null hypothesis accepted %i.e.) research hypothesis not supported&.

    here *as a time lag effect of 0$ *ee7s$ In other *ords, after this period, the

    various eW+ types did not have any correlation *ith the sales$ Co%linearity

    #et*een independent varia#les *as a#sent in all *ee7s$8log postings and eW+ generated in ouu#e #ecame more relevant *hen *e

    considered the lag or latency$ . dynamic system *as more strongly correlated to

    the sales figures among the other dispersed sources discussed$

    he three control varia#les considered B num#er of fans, release date of the

    al#um, and its chart age, had a greater correlation to the outcome o#>ect in the

    model *ithout a time lag effect$ 4ence it can #e inferred that the time scaled

    eW+ model *as less affected #y these e-ogenous varia#les and hence e-plainsmore of the variance in sales ran7ings$

    Discussion and Conclusion

    he ma>or findings of this study are that i( eWom have a shelf%life of a#out 0$ *ee7s

    after *hich they do not have any significant impact on sales nor do they correlate *ith

    the sales3 ii( #log postings and eW+ generated in ouu#e #ecame more relevant

    after a certain lag or latency3 iii( the three control varia#les considered B num#er of

    fans, release date of the al#um, and chart age % had a greater correlation to the outcome

    in the model *ithout a lag *hich *as hence less affected #y these e-ogenous varia#lesand e-plain more of the variance in sales ran7ings$

    We may therefore attri#ute a direct and causal relationship #et*een eW+ activities

    'such as #logs, video vie*s or do*nloads and referrals( and economic outcomes 'such

    as demand for digital products and their #rand eAuity($ .s anecdotally suggested, this

    causal relationship is far more significant than other metric such as the num#er of fans

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    or eye#alls '

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    8ughin et al$

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    , 0151($ 4o*ever, this study comes *ith several limitations$ ?or one, *e concede that

    our study focused on the !S music al#um mar7et #ecause of the availa#ility of sales

    and ran7 data as *ell as the maturity of social net*or7s and forums focused on such

    genre of music$ his is a limitation #ut it opens avenues for further research$ In the

    ongoing study *e shall loo7 at the Chinese and Indian mar7ets for digital music

    al#ums$ .s *ell, other e-perience and hedonic goods in such emerging mar7ets$

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    .nother limitation is that our research may have created a sample selection #ias as *e

    studied successful cases 'i$e$, #est%selling music al#ums( only$ hough *e #elieve the

    results to #e relatively general across other digital media goods, it *ould #e interesting

    to replicate the study in other categories offering different utility value to the

    consumers$ he decision to #uy a music al#um is a lo*%cost, lo*%ris7 one, and it

    *ould #e necessary to investigate the role of eW+ in the adoption of a ne*

    technology, or the purchase of more utilitarian goods or services$ Identifying the mosteffective eW+ channel for a digital good is significant not only for consumers #ut

    also for the content providers and syndicators$ .nother aspect *e are currently

    investigating is *hether or not eW+ more e-ploita#le and monetiecture that

    the sentiment of the eW+ message could have opposite effects on economic

    outcome$ It *ould not #e trivial to include more e-ternal varia#les in the study and

    perform panel data regression$ .s *ell, a Granger test of causality, *hich incorporates

    a time lag #et*een dependent and independent varia#les, could #e performed as *e

    *or7 *ith a larger data set, from other regions or for other products$

    uch remains to #e investigated in the area of eW+ and social media efficacy$ ?or

    no*, our provisional findings indicate a strong and valid lin7 #et*een eW+

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    epidemics and the commercial success of the genre of digital goods such as music

    al#ums$ 4o*ever, there is reason to con>ecture that in the era of the mo#ile Internet

    and the accompanying social media proliferation, conte-t%a*are 'e$g$, time and

    location( eW+ is a potent tool in the digital mar7etplace$ o put our findings in the

    conte-t of reasoned action and social identification, eW+ has emerged in the social

    media space as more effective that search engine hits in the *orld%*ide%*e# precisely

    #ecause its tipping point is a notion users related to personally and shape their

    su#seAuent cy#er #ehaviors$

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    Acknowledgements

    his *or7 *as supported #y the Singapore National "esearch ?oundation Interactive

    Digital edia "&D rogram, under research Grant N"?$011:ID%ID110:2$ We

    are also than7ful to iguel .rroyo 'our colleague at SIGIDE( and to Dr$ Narayan

    "amasu##u from the Singapore anagement !niversity for their valua#le input and

    thoughts during the course of the study$

    eferences

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    -J#55,1,*

    Chevalier, ;$.$, & ay

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    Dellarocas, C$, Phang, $, & .*ad, N$?$ '011:($ E-ploring the value of online

    product revie*s in forecasting sales he case of motion pictures$Journal of

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    utilitarian goods$Journal of (aretin# Researc, 9:'5(, 21%:5$

    Dye, "$ '0115($ he #u

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    !ootnotes

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    5$

    .e %ocial 4etwor, #ased on the #oo7 FAccidental &illionairesF #y 8en

    e