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The   Perfect   Mobile   News   Application;   A  

Study   of   Literature   and   Practice   on  

Mobile  News  Application  Service  Quality

 

ABSTRACT:  

 

The   current   research   provides   an   analysis   and   evaluation   on   the   relationships   between  technical  features  and  the  App-­‐store  rating  as  a  concept:  Mobile  News   Application   Service   Quality   (MNASQ).   Results   of   the   data   show   no   significant   relationship  between  the  (amount  of)  features  and  the  App-­‐store  ratings  or  the   number  of  ratings.  Through  findings  it  is  shown  that  there  are  factors  other  than   technical  features  of  Mobile  News  Applications  that  influence  the  Service  Quality   as  perceived  by  its  consumers.  

 

KEYWORDS:  

Service   Quality,   Mobile,   News   Applications,   App-­‐store   ratings,   Regression,   Features.                    

By  Timen  Baart  

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Executive  Summary  

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Table  of  Contents  

1.  INTRODUCTION   5  

1.1  GENERAL  INTRODUCTION   5  

1.2  ONLINE  PUBLISHING  AS  A  NEW  POSSIBILITY   5  

1.3  MOBILE   6  

1.4  DISTINGUISHING  SUCCESS  FACTORS   7  

1.4.1  FEATURES  AS  SUCCESS  FACTOR  FOR  MOBILE  NEWS  APPLICATIONS   7  

1.5  THE  FRAMEWORK   8  

1.6  RESEARCH  QUESTION   8  

1.7  AIMS  OF  THIS  RESEARCH   8  

1.8  RESEARCH  AREA   9  

1.9  SCOPE  AND  DOMAIN   9  

1.10  OUTLINE  OF  THIS  PAPER   12  

2  THEORETICAL  FRAMEWORK  AND  RESEARCH  MODEL   13  

2.1  SERVICE  QUALITY   13  

2.2  ELECTRONIC  SERVICE  QUALITY   14  

2.3  MOBILE  SERVICE  QUALITY   14  

2.3.1  EXPLORING  FEATURES  OF  MOBILE  SERVICE  QUALITY   15  

2.4  PREVIOUS  MODELS  AS  FOUNDATION  FOR  THE  CURRENT  RESEARCH.   17  

2.5  CONSTRUCTING  A  MODEL   18  

2.5.1  DIMENSIONS  FROM  EXISTING  MODELS   18  

2.5.2  PROPOSING  DIMENSIONS  FOR  MEASURING  MOBILE  NEWS  APPLICATION  SERVICE  QUALITY   18  

2.5.3  EXPLORING  THE  FEATURES   19  

2.5.4  EXPLAINING  THE  FEATURES   19  

2.5.4.1  DIMENSION:  NAVIGATION   20   2.5.4.2  DIMENSION:  LAYOUT   21   2.5.4.3  DIMENSION:  INTERACTION   22   2.5.4.4  DIMENSION:  INFORMATION   23   2.5.4.5  DIMENSION:  PERSONALIZATION   24   2.5.4.6  DIMENSION:  VARIETY   25   2.6  CONCLUSION   26   3  CONCEPTUAL  MODEL   27   3.1  HYPOTHESES   27   3.2  CONCEPTUAL  MODEL   29   4.  METHODOLOGY   30   4.1  RESEARCH  STRATEGY   30   4.2  SAMPLE  SELECTION   30  

4.2.1  SAMPLE  SELECTION  APP-­‐STORE   30  

4.2.2  SAMPLE  SELECTION  COUNTRIES   31  

4.2.3  SAMPLE  SELECTION  CONTENT   31  

4.2.4  SAMPLE  SELECTION  HARDWARE   32  

4.2.5  APP-­‐STORE  RATINGS   32  

4.3  DATA  COLLECTION   32  

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4.4.1  DEPENDENT  VARIABLE:  SERVICE  QUALITY  MEASUREMENT   33  

4.4.1.1  USAGE  STATISTICS   33  

4.4.1.1.1  NUMBER  OF  PAGE  VIEWS  PER  USER   33  

4.4.1.1.2  TIME  SPENT  ON  APPLICATION   34  

4.4.1.1.3  DOWNLOAD  STATISTICS   34  

4.4.1.2  APP-­‐STORE  RATINGS   35  

4.4.1.3  CONCLUSION  ON  DEPENDENT  VARIABLE   36  

4.4.2.1  NUMBER  OF  APPRECIATION  OUTINGS   37  

4.4.2.2  MARKETING  EFFORTS   37  

4.4.2.3.  ASKING  FOR  RATING   37  

4.4.2.4  CONCLUSION  ON  CONTROL  VARIABLE   37  

4.4.3  INDEPENDENT  VARIABLES:  FEATURES   38  

4.4.4  CONCLUSION   41  

4.5  DATA  ANALYSIS   42  

4.6  RELIABILITY,  VALIDITY  AND  GENERALIZABILITY   42  

5.  FINDINGS   43  

5.1  REGRESSION  ANALYSIS   43  

5.2  TESTING  THE  MEDIATION   46  

5.3  SOLUTIONS  FOR  DEALING  WITH  A  NON-­‐SIGNIFICANT  MODEL   47  

5.3.1  DIFFERENT  DEPENDENT  VARIABLES   47  

5.3.2  CHANGING  SAMPLE  SIZE   47  

6.  DISCUSSION   48  

7.  REFLECTION   50  

8.  CONCLUSION   51  

8.1  INTRODUCTION   51  

8.2  RESEARCH  QUESTION   51  

8.3  CONTRIBUTIONS  TO  THEORY   51  

8.4  IMPLICATIONS  FOR  PRACTICE   52  

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1.  Introduction  

1.1  General  introduction  

Newspapers   find   themselves   in   heavy   weather.   The   rapid   evolution   of   the   Internet   in   combination   with   the   current   financial   depression   has   forced   newspapers  to  become  innovative.  The  numbers  reveal  a  challenging  situation.   In   the   Netherlands,   edition   numbers   decreased   from   over   7,2   million   to   6,4   million  in  a  period  of  5  years  (2007-­‐2012)1,  a  loss  of  11  per  cent  on  average  per   newspaper.  

More  noticeable  for  the  editorial  offices  is  the  loss  of  advertisement  income  for   printed  media.  The  Telegraaf  Media  Groep  (TMG),  reported  that  the  overall  loss   of  advertisement  income  for  newspapers  was  7,7  per  cent  in  2011  compared  to   2010,  from  €544  million  in  2010  to  €502  million  in  2011.  The  first  6  months  of   2012  showed  a  12  per  cent  decrease  compared  to  the  first  months  of  2011  (TMG   Annual  Report,  2012).  

These   figures   are   not   particular   only   to   the   Netherlands.   The   Newspaper   Association   of   America   (NAA)   presents   similar   statistics.   In   2012,   the   advertisement  revenues  of  daily  and  Sunday  printed  newspaper  decreased  with   8.5  per  cent,  a  trend  that  has  been  continuing  over  the  past  years.  

1.2  Online  publishing  as  a  new  possibility  

In  order  to  compensate  the  diminishing  income,  news  publishers  were  forced  to   develop  radical  solutions.  

Nowadays,  consumers  have  widespread  access  to  the  Internet.  In  2011,  94  per   cent  of  the  Dutch  households  have  access  to  the  Internet,  against  78  per  cent  in   20052.  News  publishers  have  thus  decided  to  make  use  of  this  fact  and  increase   their  presence  by  publishing  their  content  online.  The   news-­‐websites  that  they   have  created  have  indeed  helped  to  increase  the  number  of  readers.  

                                                                                                               

1  http://www.siob.nl/bibliotheekmonitor/trends-­‐media-­‐informatie/kranten-­‐en-­‐ tijdschriften/oplage-­‐dagbladen/item99  

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Where  American  news-­‐websites  reached  27  per  cent  of  the  American  population   in  2004,  they  reached  63  per  cent  in  20123.  This  increase  in  reach  goes  hand  in   hand   with   the   advertising   expenses   for   online   news.   In   2004,   the   total   digital   newspaper  advertising  expenditures  was  $1,541  million.  In  2012,  this  has  risen   to   $3,370   million,   making   it   a   significant   source   of   income   for   the   news   publishers.  

The   rise   of   online   readers   has   brought   along   a   change   in   business   models.   At   first,  the  focus  was  put  on  keeping  the  advertisers  from  news  publishers  happy.   In   general,   news-­‐websites   did   not   charge   a   fee   to   customers   for   reading   the   online  content.  This  was  due  to  technical  implications  as  well  as  the  aim  to  grab   market  share;  a  news-­‐website  is  easily  abandoned  when  it  charges  money  for  a   product  that  other  (news)  websites  offer  for  free.  Revenue  was,  and  still  is  today   in  most  cases,  dependent  on  advertising  income.    

1.3  Mobile  

In   the   early   years   of   the   third   millennium,   Internet   was   not   solely   used   on   desktop   computers   anymore.   The   rise   of   mobile   Internet   gave   implications   for   news  publishing  companies  to  develop  strategies  that  would  capture  the  public   on   their   (smart)   phones.   Besides   communication   with   friends,   family   and   business   partners,   obtaining   information   became   one   of   the   most   common   activities  on  mobile  phones  (Ling,  2000).  According  to  Nielsen  (2008)  a  critical   mass  for  advertisers,  and  thus  for  mobile  news  applications,  on  mobile  Internet   was  reached  in  20084.  At  that  time,  40  million  people  were  active  users  of  mobile   Internet  in  the  United  States  only.  

Mobile   terminals   have,   however,   some   limitations   compared   to   desktop   computers.   Smaller   screens,   lower   resolutions   and   inconvenient   input   features   highlight   the   necessity   to   provide   users   with   good   mobile   interfaces   (Ji,   Park,   Lee,  &  Yun,  2006;  Y.  E.  Lee  &  Benbasat,  2004).  

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News  publishers  have  therefore  launched  dedicated  platforms  to  best  serve  the   mobile   news   consumer.   This   was   achieved   either   through   mobile   websites   or   mobile  applications  (also  known  more  commonly  as  “apps”).  Nu.nl,  for  instance,   launched  its  iPhone  application  in  July  2010.  Telegraaf.nl  published  their  iPhone   application  in  August  of  the  same  year.  CNN  released  its  first  iPhone  application   in  September  2009.  The  Wall  Street  Journal  launched  before  April  20105.  

1.4  Distinguishing  success  factors  

Having  a  dedicated  application  for  smart-­‐phone  owners,  however,  is  not  enough.   The   iTunes   store,   where   the   applications   for   any   type   of   iPhone   can   be   downloaded,   illustrates   this   point   well.   When   a   user   searches   for   Dutch   news   applications,  no  less  than  500  search  results  are  provided.  Broaden  this  search   for  news  applications  worldwide  and  20,000  news  applications  are  added  to  the   search  results6.  News  publishers  need  to  continuously  attract  consumers  back  to   their   application,   and   not   on   that   of   the   competitors’,   with   more   than   just   marketing.  News  is  generally  provided  by  news  agencies  and  distributed  by  the   publishers,  causing  news  articles  to  show  large  similarities.  

News   applications   need   distinguishing   success   factors   to   make   them   stand   out   against   other   competitors.   A   thorough   understanding   of   these   success   factors   will  make  a  successful  news  application  more  attainable.  Success  factors  can  be   marketing   efforts;   the   content   presented   on   the   device   and   the   way   content   is   presented  on  the  device.  

1.4.1  Features  as  success  factor  for  Mobile  News  Applications  

The   mobile   phone   is   an   innovative   device   with   special   characteristics   that   are   new  to  the  news  industry.  These  characteristics  make  it  possible  for  publishers   to   present   their   content   in   ways   that   have   never   been   possible   before.   The   challenge  for  the  publishers  is  to  design  the  Mobile  News  Applications  in  a  way   that   best   serve   the   consumer   of   the   news.   This   results   in   the   development   of   different  features,  using  the  options  that  come  with  the  functionalities  of  mobile   devices.  

                                                                                                               

5  http://www.appannie.com/apps/ios/app/the-­‐wall-­‐street-­‐journal/  

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1.5  The  framework  

Even  though  literature  has  written  about  singular  success  factors  for  the  quality   of   general   mobile   applications   and   news   applications   separately,   never   has   a   framework   emerged.   As   aforementioned,   online   news   publishing   is   a   billion   dollar  industry.  It  is  therefore  of  utmost  importance  to  understand  and  apply  the   factors  that  will  make  the  consumers  of  the  news  on  a  mobile  device  appreciate   the  service.  Understanding  and  applying  the  factors  in  news  application  design   will   give   publishers   a   competitive   advantage,   against   publishers   lacking   this   knowledge.  

1.6  Research  Question  

In   order   to   shape   the   research   in   a   systematic   way,   a   research   question   is   formulated.    

 

The  Research  Question  of  the  current  research:  

Are  technical  features  within  Mobile  News  Applications,  designed  for  the  iPhone  4,   influencing  the  Service  Quality  as  perceived  by  their  customers?  

 

Alongside  the  Research  Question,  two  Sub-­‐Questions  emerged:  

1:  Which  features  are  the  most  important  in  determining  Service  Quality?   2:  What  is  the  definition  of  Service  Quality  for  Mobile  News  Applications?    

1.7  Aims  of  this  research  

Resulting  from  the  aforementioned,  as  well  as  from  the  personal  interest  of  the   writer,  the  following  research  goals  are  formulated:  

-­‐ Providing   a   theoretical   framework   of   success   factors   for   mobile   news   applications  

-­‐ Providing   a   practical   framework,   direct   applicable   to   mobile   news   publishers  for  assessing  and  developing  mobile  news  applications  

-­‐ Add  to  the  literature  in  the  domain  

-­‐ Gather  insights  in  the  mobile  news  publishing  industry  and  the  individual   players  that  operate  in  it  

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1.8  Research  Area  

The  applied  research  area  for  the  testing  of  mobile  news  applications  will  be  the   Netherlands,   Belgium,   Germany,   the   United   Kingdom   and   the   United   States   of   America.  Choosing  a  specific  geographical  location  excludes  the  risk  of  distortion   by   context   variables,   such   as   cultural   differences   and   legal   issues.   Narrowing   down  the  research  area,  however,  also  implies  the  loss  of  target  population  and   the  increased  risk  of  external  factors  influencing  the  research.  As  the  number  of   large  mobile  news  publishers  is  limited,  a  broad  selection  of  countries  has  to  be   made.  

1.9  Scope  and  Domain  

Before  the  research  is  conducted,  the  scope  of  the  current  research  is  defined.  In   the   scope   the   span   of   the   research   is   determined.   This   increases   the   focus   and   accuracy  of  the  subject  investigated.  

 

First,  the  relevant  models  building  on  the  concept  of  Service  Quality  (Grönroos,   1984)   are   evaluated.   These   models   are   important   in   understanding   how   the   Service  Quality  models  are  defined  and  narrowed  down  to  the  specific  suitable   context.   The   models   investigated   are   important   for   founding   the   concept   of   Service  Quality  and  pave  the  pathway  to  a  model  for  Mobile  News  Applications.   As  the  models  that  are  dealing  with  Service  Quality  are  numerous,  however,  the   amount   of   models   covered   in   the   current   research   will   be   selected   on   their   applicability   to   the   topic   of   Mobile   News   Applications.   Service   Quality   models   that  are  providing  solutions  to  segmented  industries  other  than  the  one  used  in   the  current  research  are  therefore  left  out.  

 

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between   January   2008   and   May   2013,   containing   any   type   of   relevant   feature   possibly  influencing  Mobile  News  Applications  Service  Quality.  Articles  that  are   published  outside  of  the  timeframe  or  within  other  journals  are,  if  they  are  not   mentioned   within   the   articles   reviewed,   left   outside   the   current   research.   Additionally,   articles   dealing   with   aspects   of   Mobile   News   Application   Service   Quality  based  on  items  other  than  technical  features  that  can  be  included  in  the   software  of  an  application  are  ignored,  as  it  does  not  comply  with  the  aims  of  this   research.  

 

After   having   collected   the   necessary   data   from   the   articles,   a   model   is   constructed.  Mobile  news  applications  are  then  chosen  to  be  analyzed  with  the   model.  As  explained  in  the  introduction,  the  number  of  nation-­‐wide  newspapers   in   a   country   is   limited.   For   the   purpose   of   this   research,   the   newspapers   of   multiple  countries  will  be  studied  to  increase  the  accuracy  of  the  findings.  The   set   of   countries   is   selected   based   on   the   capacity   of   the   researcher   to   process   applications   in   the   applicable   languages   and   based   on   similar   cultural   dimensions  according  to  the  Country  Comparison  developed  by  Hofstede  (2010),   limiting  the  risk  of  distortion  of  the  research  by  cultural  differences  influencing   the  outcomes.  Even  though  the  number  of  observations  can  challenge  the  general   acceptable  threshold  for  conducting  statistical  research,  this  scope  is  deemed  to   be   acceptable   for   the   possible   number   of   observations   and   market   size.   The   applications   used   for   this   research   have   to   be   published   in   the   following   countries:   the   Netherlands,   Belgium,   Germany,   the   United   Kingdom   and   the   United  States  of  America.  Additionally,  the  applications  have  to  be  published  in   the   App-­‐store   from   Apple’s   iTunes   and   have   100   App-­‐store   ratings   or   more.   Furthermore,  the  applications  have  to  be  published  in  News  section  of  the  App-­‐ store   and   comply   with   the   content   demands   for   Mobile   News   Applications,   as   explained  in  the  chapter  on  sample  selection.  

 

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of  two  delays  in  the  observation.  If  the  Mobile  News  Application  fails  to  function   at  any  of  the  observation  times,  the  Mobile  News  Application  fails  to  comply  with   the  scope  of  the  current  research  and  will  not  be  observed.  

 

During   the   research,   no   publisher   of   Mobile   News   Applications   is   contacted   directly  to  provide  information  on  usage  statistics  or  technical  features  applied.   All   data   is   collected   from   sources   that   are   publicly   available.   Contacting   publishers  directly  provides  the  possibility  to  gain  extra  information  regarding   usage  statistics  and  insights  in  the  testing  results  of  the  features  applied  in  the   Mobile   News   Applications.   However,   this   information   is   highly   biased   and   depends   on   individual   measuring   methods,   which   are   hard   to   generalize.   Additionally,   the   process   of   contacting   the   news   publishers   is   time   consuming   and  does  not  guarantee  the  co-­‐operation  of  the  publishers  to  the  research.  

 

Marketing  efforts,  both  online  and  offline,  are  outside  of  the  scope  of  the  current   research.   Marketing   efforts   can   potentially   influence   the   perception   of   users   towards  Mobile  News  Applications,  influencing  the  perceived  Service  Quality  of   the  specific  application.  

 

The  type  of  content  that  is  used  within  an  application  is  beyond  the  scope  of  the   current   research.   The   content   of   the   applications   used   in   this   research   have   to   comply   with   characteristics   regarding   availability   and   sources   of   the   content   displayed   in   order   to   be   included,   which   is   explained   in   the   section   on   sample   selection.  However,  the  type  of  content,  such  as  content  of  a  one  sided  political   background,  industry  or  product,  might  influence  the  perceived  Service  Quality   of  an  application.  The  type  of  content  increases  the  segmentation  of  the  research   sample,   resulting   in   a   lower   applicability   of   the   research.   This   results,   additionally,  leads  to  a  more  complex  model  that  goes  beyond  the  scope  of  this   research   and   in   an   increased   difficulty   to   operationalize   the   features   of   the   model.  

 

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order   to   increase   the   validity   of   the   research.   As   the   Industry   Experts   are   interviewed   twice,   the   number   of   experts   consulted   is   limited   due   to   time   constrains  of  both  the  researcher  and  the  experts.    

1.10  Outline  of  this  paper  

After  this  introduction,  the  paper  will  proceed  with  introducing  the  theoretical   context.    Then,  the  literature  will  be  systematically  analyzed  in  order  to  provide   relevant   dimensions   for   this   research.   The   research   then   proceeds   with   the   methodology   section,   in   which   the   final   model   derived   from   literature   will   be   presented.   Furthermore,   in   the   methodology   section   the   research   outline   is   presented.   These   results   of   the   research   are   presented   in   the   findings   section   and   analyzed   within   the   discussion   section.   The   conclusion   presents   a   broad   summary  of  the  conducted  research.  

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2  Theoretical  Framework  and  Research  Model  

In   this   section,   the   relevant   theoretical   works   will   be   explored,   in   order   to   provide  an  insight  in  the  field.  Current  models  for  assessing  the  Service  Quality   of   mobile   applications   will   be   described   and   analyzed   for   their   applicability   in   the   current   research.   In   order   to   develop   a   model   for   assessing   the   service   quality  of  mobile  news  applications,  current  respectable  and  widely  recognized   Service   Quality   models   are   evaluated.   The   models   are   included   based   on   their   value  for  the  concept  of  Service  Quality  and  for  the  specific  goal  of  the  current   research,  excluding  Service  Quality  models  that  are  developed  for  segments  that   do  not  apply  to  Mobile  News  Applications.  

2.1  Service  Quality  

The   importance   of   Service   Quality   and   the   need   for   a   definition   was   first   recognized  by  Grönroos(1984).  In  his  works  a  model  was  developed,  measuring   the   expected   service   and   perceived   service,   distinguished   by   the   perceived   Service   Quality.   This   importance   was   confirmed   through   the   research   of   Imrie,   Durden  and  Cadogan  (2000).  SERVQUAL,  introduced  by  Parasuraman,  Zeithaml   and   Berry   (1985,   1988)   is   one   of   the   most   used   models   for   assessing   the   difference  between  expected  and  perceived  Service  Quality.  This  difference  can   be   named   a   gap,   therewith   calling   SERVQUAL   a   gap   analysis.   As   the   extended   model   to   assess   Service   Quality,   the   1985   version   of   SERVQUAL   used   ten   determinants   of   Service   Quality,   being   access,   communication,   competence,   courtesy,   credibility,   reliability,   responsiveness,   security,   tangibles   and   understanding.  After  evaluation  in  1988  the  new  model  for  SERVQUAL  brought   the  number  of  determinants  down  to  5:  reliability,  assurance,  tangibles,  empathy   and  responsiveness.  

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removed  the  expectation  concept  from  the  SERVQUAL  model,  as  they  argue  that   the  disconfirmation  theory  is  not  sufficiently  supported  by  empirical  evidence.     2.2  Electronic  Service  Quality  

In   order   to   have   a   model   assessing   the   Service   Quality   for   online   dimensions,   Parasuraman   et   al.   (2005)   developed   the   E-­‐S-­‐QUAL,   based   on   the   earlier   developed  e-­‐SERVQUAL  model  by  Zeithaml  et  al.  (2000,2002).  The  phenomenon   that  this  model  is  describing  is  the  extent  to  which  a  website  facilitates  efficient   and   effective   shopping,   purchasing   and   delivery.   The   reason   for   this   narrow   applicability  and  the  choice  for  it  might  lie  within  the  large  monetary  value  that   can   be   addressed   to   the   improvement   of   online   web-­‐shops.   Even   though   this   model   does   not   provide   means   to   evaluate   news-­‐websites   or   other   content   providing   websites,   it   still   is   important   to   evaluate   this   model.   The   overlap   between  Electronic  Service  Quality  and  other  Service  Quality  is  present.    

Parasuraman   et   al.   (2005)   constructed   the   E-­‐S-­‐QUAL   model   for   measuring   the   service  quality  of  websites  on  which  consumers  shop  online,  consisting  of  a  22-­‐ item   scale   divided   over   four   dimensions,   being   efficiency,   fulfillment,   system   availability   and   privacy.   Parasuraman   et   al.   (2005)   divided   concrete   cues,   the   technical   aspects   available   on   a   website,   such   as   ‘one   click   shopping’   and   the   ‘availability   of   a   search   function’,   into   perceptual   attributes,   such   as   ‘easy   to   navigate’.  This  way  concrete  cues  that  are  outdated  as  a  result  of  technological   development   can   easily   be   removed   and   replaced   by   new   concrete   cues   that   affect  the  same  perceptual  attribute,  leaving  the  model  in  tact.  

2.3  Mobile  Service  Quality  

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variety,  feedback,  experimentation  and  personalization.    

2.3.1  Exploring  features  of  Mobile  Service  Quality  

Elaborating   into   the   MSQ-­‐model   reveals   a   great   overlap   with   the   E-­‐S-­‐QUAL-­‐ model.  Two  important  dimensions,  however,  are  introduced  in  order  to  explain   MIES:  motivations  and  perceived  playfulness.  

Extrinsic  and  intrinsic  motivations  are  agreed  to  influence  behavior,  according  to   several   motivational   theories   (Deci   &   Ryan,   1985;   Vallerand,   1997).     Extrinsic   motivations   were   found   to   be   important   to   engendering   user   acceptance,   but   others  have  also  found  that  intrinsic  motivations  were  equally  important  (Davis   et   al.,   1992;   Moon   &   Kim,   2001).   Whereas   extrinsic   (usefulness)   motivations   might  apply  to  Mobile  News  Applications,  intrinsic  (playfulness)  seem  to  apply   better  to  gaming  and  shopping  services.  

In   the   study,   perceived   playfulness   is   defined   as   “the   extent   to   which   the   individual  perceives  that  his  or  her  attention  is  focused  on  the  interaction  with   the  World  Wide  Web;  is  curious  during  the  interaction;  and  finds  the  interaction   intrinsically  enjoyable  or  interesting”  (Moon  and  Kim,  2001).  According  to  Fang   et   al.   (2006),   perceived   playfulness   was   only   significant   when   users   perform   a   gaming   task.   Incorporating   this   dimension   in   a   broad   research   on   MIES,   including  information-­‐only  services,  is  therefore  doubtful  and  cannot  be  applied   to  Mobile  News  Applications.  

These  two  dimensions,  motivation  and  playfulness,  indicate  that  the  MSQ-­‐model   will  not  be  directly  applicable  to  a  model  defining  the  success  factors  of  Mobile   News   Applications.   Nevertheless,   the   dimensions   can   provide   useful   items   and   insights  that  can  serve  as  a  foundation  for  a  new  model,  as  the  dimensions  within   MSQ   can   suggest   dimensions   for   a   model   that   will   be   used   in   the   current   research.  

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Kozar   &   Larsen   (2003),   it   is   incorporated   in   this   research   as   explaining   why   consumers  would  use  MIES.  

Perceived  ease  of  use  is  defined  as  “the  degree  to  which  a  person  believes  that   using  a  particular  system  would  be  free  of  effort”  (Davis,  1989).  Functionalities   that  are  easy  to  use  will  increase  users’  intrinsic  motivation  of  Internet  usage,  are   important  to  gaming  tasks  and  show  a  high  correlation  to  perceived  enjoyment   (Bruner  &  Kumar,  2005;  Fang  et  al.,  2006;  Sun  &  Zhang,  2006).  Within  the  MSQ-­‐ model,   perceived   ease   of   use   is   considered   to   be   an   important   aspect   to   MSQ   content.  Content  quality  significantly  determines  users’  attitude  towards  mobile   information  quality  (Chae  et  al.,  2002;  Vlachos,  vrechopoulos  &  Doukidis,  2003;   Chan  and  Ahern,  1999).  

The   importance   of   audio   and   visual   elements   is   presented   in   the   Variety   dimension.  The  service  variety  is  found  to  be  an  important  attribute  of  perceived   value  of  mobile  services  (Methlie  and  Pedersen,  2005).  In  1997,  Webster  and  Ho   suggested  that  multimedia  could  be  manipulated  to  be  more  or  less  engaging  for   users.  

Feedback,  used  in  the  sense  that  media  operators  respond  to  actions  from  users,   is   considered   to   increase   interactivity   in   the   MIES   context   (Hoffman   &   Novak,   1996;  Webster  &  Ho,  1997).  According  to  the  MSQ  research,  this  is  particularly   related  to  flow  and  playfulness.  

Experimentation   is   encouraged   by   flow   (Csikszenmihalyi,   1990).   Websites   facilitating   experimentation   or   exploratory   behavior   were   found   to   encourage   playfulness  (Chung  &  Tan,  2004).  

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2.4  Previous  models  as  foundation  for  the  current  research.  

A  thorough  understanding  of  previous  models  built  on  a  foundation  of  literature   is   very   valuable   for   determining   dimensions   to   use   in   the   current   research.   As   stated  by  Parasuraman  et  al.  (2005),  and  taken  into  account  the  criticism  made   on   previous   models   (Buttle,   1996;   Cronin   and   Joseph,   1992;   Cronin,   Joseph,   Taylor,  1994),  models  for  specific  industries  might  need  adjustments  to  be  fully   able  to  gain  explanatory  value.  There  are,  however,  many  overlaps  in  the  history   of  Service  Quality  models.  It  can  therefore  be  assumed  that  the  same  holds  for  a   new  model  for  Mobile  News  Application  Service  Quality.  

The   Mobile   Service   Quality   model   for   Mobile   Information   and   Entertainment   Services   is   expected   to   hold   the   most   relevant   dimensions   for   the   current   research  for  a  number  of  reasons.  

-­‐ The   MSQ   model   deals   with   mobile   devices,   distinguishing   itself   clearly   from   the   broad   definition   used   for   other   Electronic   Service   Quality   research.   The   specific   nature   of   the   mobile   device   constitutes   different   possibilities,  needs  and  behavior.  

-­‐ The   MSQ   model   is   specifically   built   for   MIES   services,   whereas   other   research   is   mainly   focused   on   retail.   With   the   rise   of   the   Internet,   however,   a   new   type   of   service   emerged   alongside   the   retail,   namely   MIES.   The   functioning   of   this   service   type   is   fundamentally   different   to   the  retail  channel,  resulting  in  the  need  of  a  dedicated  model.  

Even   though   the   MSQ   model   holds   the   largest   compatibility   with   the   current   research  objective,  the  nature  of  MIES  and  Mobile  News  Applications  can  prove   to  be  too  different,  resulting  in  dimensions  being  left  out  or  introduced.  

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2.5  Constructing  a  model  

In   this   section,   the   previous   models   will   be   developed   into   a   model   fitting   MNASQ.   As   a   result   from   the   aforementioned   literature,   measuring   the   Service   Quality   for   Mobile   News   Applications   is   defined   as   measuring   the   perceived   quality  of  Mobile  News  Application  services  as  experienced  by  their  consumers.   Selecting   objective   measures   that   can   be   tested   will   operationalize   the   chosen   dimensions.  

2.5.1  Dimensions  from  existing  models  

The  dimensions  from  the  previous  models  are  hard  to  operationalize,  as  they  are   difficult  to  make  into  objective  features  and  will  not  provide  a  relevant  guideline   to   practitioners.   Nevertheless,   the   dimensions   applicable   to   Mobile   News   Applications  can  serve  as  a  foundation  for  a  new  model,  as  features  from  Mobile   News   Applications   are   likely   to   be   able   to   fit   into   each   of   the   dimensions.   Providing   a   clear   set   of   dimensions   makes   it   possible   to   structurally   explore   success  features  for  MNA  in  current  literature.  

From  the  previous  explored  models,  the  MSQ-­‐model  is  arguably  the  best  fitting   model   for   this   research.   In   the   MSQ   research,   the   following   dimensions   were   utilized:  perceived  usefulness,  perceived  ease  of  use,  content,  variety,  feedback,   experimentation  and  personalization.  

2.5.2  Proposing  dimensions  for  measuring  Mobile  News  Application  Service  Quality  

A   new   model   covering   MNASQ   is   suggested   based   on   current   accepted   models   and   completed   with   measurable   items   found   in   a   large   number   of   relevant   studies  and  their  accompanying  models.  As  the  field  of  Mobile  News  Applications   is  infantile,  experts  in  the  field  of  Mobile  News  Applications  are  consulted  to  fill   missing  gaps  within  the  model.  

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completed  with  observations  from  other  models  and  observations  from  features   in  news  applications  suggested  by  experts.  The  results  are  submitted  to  experts   in   the   field   of   mobile   applications   and   mobile   news,   validating   the   suggested   model.  

 

Features   found   in   literature   are   clustered   in   the   following   dimensions:   navigation,  layout,  interaction,  information,  personalization  and  variety.  

Compared   to   the   MSQ   model   by   Tan   and   Chou   (2008),   there   are   some   differences.     The   reasons   for   these   differences   lie   within   the   nature   of   the   product   and   the   goals   of   this   research.   For   instance,   content   is   changed   into   information,  and  feedback  is  changed  into  interaction.  As  one  of  the  aims  of  this   research   is   to   construct   a   practical   advise   to   practitioners,   all   dimensions   respond  directly  to  sets  of  features.  All  dimensions  will  be  explained  in  detail  in   the  following  section.    

2.5.3  Exploring  the  features  

Features   contributing   to   the   success   of   Mobile   News   Applications   are   derived   from  the  literature.  Although  many  studies  focused  on  website  quality,  mobile  is   a  relatively  new  phenomenon.  Studies,  therefore,  on  features  conducted  in  only   the   past   5   years   were   chosen   to   be   included   into   this   research,   securing   the   relevancy  of  the  introduced  feature.  All  relevant  articles  published  between  2008   and   2013   in   twenty-­‐one   leading   journals   in   the   fields   of   Information   Systems,   Marketing,   Human   Interaction   and   Journalism   were   analyzed.   It   appeared   that   there   are   a   number   of   features,   defined   before   2008,   that   is   still   relevant   in   models  currently  applied.  Those  features  are  included  into  the  MNASQ-­‐model.   As  applied  in  Parasuraman  et  al.  (2005)  and  Tan  and  Chou  (2008),  the  features   will  be  split  into  different  dimensions  covering  all  aspects  of  MNASQ.  The  items   in  the  new  MNASQ  model  must  all  be  objectively  measurable  with  either  being   available  (yes)  or  absent  (no)  in  order  to  fulfill  the  research  objective.    

2.5.4  Explaining  the  features  

The   features   are   divided   into   the   most   relevant   dimension,   derived   from   the   common  characteristics  of  each  feature.  This  way,  a  probable  result  might  show   the  most  important  dimensions  for  the  MNASQ.  

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2.5.4.1  Dimension:  Navigation  

Many   studies   have   focused   on   the   usability   of   the   Navigation   of   mobile   applications.  The  essential  limitations  and  opportunities  that  the  mobile  devices   contain   are   providing   the   basis   for   this   interest.   Compared   to   desktop   computers,   mobile   terminals   have   some   limitations   such   as   smaller   screens,   lower  resolution,  and  inconvenient  input  features.  These  limitations  highlight  the   necessity   to   provide   users   with   good   mobile   interfaces   (Ji,   Park,   Lee,   &   Yun,   2006;  Y.  E.  Lee  &  Benbasat,  2004).  In  this  research,  Navigation  is  defined  as  the  

process   or   activity   of   ascertaining   one’s   position   and   the   position   of   the   desired   displayed   content   within   the   mobile   news   application.   The   features   in   the  

Navigation  dimension  are  presented  in  Table  1.  

 

Table  1:  Features  of  Navigation  Dimension  

Feature   Description  and  background   Source  

Menu   Ziefle   &   Bay   (2006)   highlighted   the   importance  of  a  clear  structure  within  mobile   applications   and   tested   two   types   of   menues   in  order  to  overcome  disorientation.  Also,  the   importance   of   displaying   categories   was   underlined  (Darroch  et  al.,  2005).  

Ziefle  &  Bay   (2006),   Darroch  et  al.   (2005)  

 

Menu  parent   item  

Another   measure   to   overcome   disorientation   within  mobile  applications  is  the  menu  parent   item,   also   called   breadcrumb.   According   to   Ziefle  &  Bay  (2006)  this  feature  will  make  the   user   more   aware   of   their   position   within   the   application.  

Ziefle   &   Bay   (2006)  

Menu  

visibility   on   one  page  

A   clear   menu,   visible   on   one   screen   without   the  need  to  scroll,  is  a  feature  to  increase  the   overview   within   the   application   by   showing   what  the  app  contains  (Kim,  Jacko  &  Salvendy,   2011;   Zhang   &   Lai,   2011;   Darroch   et   al.,   2005).  

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Page  outline   Zhang   &   Lai   (2011)   argue   that   showing   the   user   the   outline   of   an   article   increases   successful   navigation.   By   presenting   information   cues   users   are   more   aware   of   what   to   expect,   before   having   to   peruse   for   details.  

Zhang  &  Lai   (2011)    

Position   in   page  

The   position   within   a   page,   showing   for   instance  that  a  user  is  almost  reaching  the  end   of   an   article,   is   found   to   be   helpful   in   mobile   application  usability  (Zhang  &  Lai,  2011).  

Zhang  &  Lai   (2011)    

Search   function  

A   search   function   is   important,   according   to   Jeong   &   Han   (2012),   as   a   navigation   aid   to   move   to   articles   or   pages   that   are   not   easily   found   through   the   regular   menu,   or   are   deeper  within  the  application.  

Jeong  &  Han   (2012)    

Link   to   full   website  

As   mobile   applications   are   sometimes   not   well   suited   to   display   content   properly,   the   mobile  application  should  contain  a  link  to  the   full  page,  or  a  function  with  which  a  link  can   be  send  via  email  (Jeong  &  Han,  2012).  

Jeong   &   Han   (2012)  

 

2.5.4.2  Dimension:  Layout  

The  layout  is  a  very  important  dimension  in  this  research.  Layout  is  defined  as  

the   way   in   which   content   and   design   of   Mobile   News   Applications   are   laid   out   within   the   application.   Similarity   between   pages   will   increase   the   appropriate  

memory   storage,   categories   it   and   improves   decision-­‐making   when   similar   situations   occur   (Hintzman,   1986;   Nosofsky,   1986;   Medin,   Goldstonde   &   Markman,   1995).   The   nature   of   the   mobile   device   requires   Mobile   News   Applications  to  apply  a  Layout  that  is  suited  for  the  device.  The  features  within   the  Layout  dimension  are  presented  in  Table  2.  

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Table  2:  Features  of  Layout  dimension  

Feature   Description  and  background   Source  

Consistent   page  layout  

A   consistent   page   layout   increases   the   user   experience   (Song,   2011;   Zhang   &   Lai,   2011).   The   consistency   of   the   layout   within   applications  is  expected  to  increase  MNASQ.    

Song  (2011),   Zhang  &  Lai   (2011)    

Consistent   page  color  

Along   the   lines   of   the   page   layout,   also   a   consistent   page   color   shows   to   be   a   determinant   for   a   higher   similarity   (Song,   2011).   Seeing   as   page   layout   and   color   can   differ   significantly,   it   is   split   into   a   different   feature.  

Park  &  Salvendy   (2011),  

Song  (2011),   Zhang  &  Lai   (2011)    

Consistent   font  

Song   (2011)   also   found   out   that   font   is   important  for  higher  rates  of  similarities.  

Park  &  Salvendy   (2011),  

Zhang  &  Lai   (2011)   Image  in  

thumbnail  

As   a   specific   design   feature,   the   image   in   thumbnail   is   considered   to   be   important   by   experts  working  with  mobile  applications.  

Various   news   applications   &   expert  review    

2.5.4.3  Dimension:  Interaction  

In   Table   3,   the   features   within   the   Interaction   dimension   are   described.   Interaction   is   defined   as   the   way   in   which   consumers   of   the   Mobile   News   Application   can   communicate   with   other   users,   potential   new   users,   or   the   application  itself.  Susarla,  Oh  &  Tan  (2012)  found  that  social  interactions,  either   through  social  media  or  forums,  influence  the  success  of  online  content.    

 

Table  3:  Features  of  Interaction  dimension  

Feature   Description  and  background   Source  

Social  media   options  

Consumers   want   multiple   ways   to   share   stories   (Rhee,   Lee   &   Chang,   2010).   This   way   they   can   discuss   topics   with   friends   or  

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colleagues,  with  referring  to  the  source.     Commenting  

option  

Commenting   on   news   is   an   option   to   make   news  more  interactive.  It  can  be  expected  that   this   influences   MNASQ   in   a   positive   way.   Experts   found   this   to   be   a   missing   feature   within  the  model.  

Various   news   applications   &   expert  review  

 

2.5.4.4  Dimension:  Information  

In   Table   4,   the   features   within   the   Information   dimension   are   described.   Information   is   defined   as   the  factual  general  content  provided  within  the  Mobile   News  Application.  

In   their   work,   Jeong   &   Han   (2012)   explored   a   set   of   features   that   newspapers   presented   on   mobile   websites   should   possess,   in   order   to   have   the   best   user   interface  and  comply  with  user  demands.  

 

Table  4:  Features  of  Information  dimension  

Feature   Description  and  background   Source  

Weather   prediction  

Weather  prediction  is  considered  to  be  one  of   the   most   popular   items,   particularly   in   local   news   sites   (Jeong   &   Han,   2012).   Having   an   accurate,   location   adjustable   weather   prediction  is  therefore  one  of  the  features.  

Jeong   &   Han   (2012)  

Current   date   and  time  

Jeong   &   Han   (2012)   consider   a   current   date   and   time   as   necessity   within   mobile   news   websites.   Most   mobile   phones,   however,   display   the   current   date   and   time.   Nevertheless,   current   date   and   time   is   a   feature,  as  it  might  show  results.  

Jeong  &  Han   (2012)    

Publication   timestamp  

With  a  publication  timestamp  consumers  can   see   how   old   the   article   is   and   judge   the   topicality  of  the  item.  

Jeong   &   Han   (2012)  

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date   of   last   update    

time  and  date  of  a  last  update,  either  from  the   app   or   from   a   particular   news   item,   is   important.   This   shows   consumers   that   they   have   the   most   recent   news.   According   to   the   experts,   this   feature   is   important   within   Mobile  News  Applications.  

applications   &   expert  review  

 

2.5.4.5  Dimension:  Personalization  

In   Table   5,   the   Personalization   Dimension   is   described.   Personalization   is   defined   as   the   possibility   for   adjusting   the   content   or   layout   of   the   Mobile   News   Application  in  order  to  accommodate  the  specific  desires  of  the  consumer.    

Much   research   has   been   done   to   the   topic   of   Personalization   (Mittal   &   Lassar,   1996;  Ji  et  al,  2010;  Vlachos  et  al.,  2011;  Lee,  2009,  Reinecke  &  Bernstein,  2011;   Teevan   et   al.,   2010;   Djamasbi,   2011;   Venkatesh   &   Ramesh,   2002;   Ho   &   Kwok,   2003).  In  a  research  by  Mittal  &  Lassar  in  1996,  it  is  shown  that  Personalization   significantly  influences  customer  experience  and  evaluation  of  service.  This  type   of  Personalization,  however,  concerns  individual  attention  from  sales  employees   to   specific   clients.   Venkatesh   &   Ramesh   (2002)   argue   that   Personalization   can   also   describe   data   reduction,   so   that   unnecessary   information   would   not   be   transmitted,  increasing  the  information-­‐fit  with  the  consumer.  

Table  5:  Features  of  Personalization  dimension   Feature   Description  and  background   Source   Personalization  

of  layout  

Personalizing   the   content   can   apply   to   different   adjustments.   Regularly,   the   font-­‐size   can   be   adjusted   to   reading   preferences.   Sometimes   menu   orders,   color   settings,   size   of   images   and   others   are   also   possible   to   change.  

Mittal  and  Lassar  (1996),   Ji  et  al.  (2010),  

Vlachos  et  al.  (2011),   Lee  (2009),  

Reinecke  &  Bernstein   (2011),  

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(2002)   Personalization  

of  content  

Uninteresting   topics   can   be   hid,   or   published   with   a   lower   priority,  in  order  to  increase  the   match   between   preferred   content   and   published   content   (Venkatesh  &  Ramesh,  2002)  

Ho  &  Kwok,  (2003),   Mittal  and  Lassar  (1996),   Ji  et  al.  (2010),  

Vlachos  et  al.  (2011),   Lee  (2009),  

Reinecke  &  Bernstein   (2011),  

Teevan  et  al.  (2010),   Djamasbi  (2011),   Venkatesh  and  Ramesh   (2002)  

 

2.5.4.6  Dimension:  Variety  

In  Table  6,  the  Variety  Dimension  is  described.  Variety  is  defined  as  the  extent  to   which  content  is  presented  in  a  diversified  way.  

The   service   variety   is   found   to   be   an   important   attribute   of   perceived   value   of   mobile  services  (Methlie  and  Pedersen,  2005).  Webster  and  Ho  (1997)  suggested   that  multimedia  could  be  manipulated  to  be  more  or  less  engaging  for  users.  

 

Table  6:  Features  of  Variety  dimension  

Feature   Description  and  background   Source  

Use  of  video   The  use  of  video  is  the  most  advanced  way  of   improving   the   variety   of   ways   of   publishing   news   content.   Regular   use   of   video   content   increase   the   perceived   value   of   mobile   services.   Lee  and   Benbasat  (2004),   Methlie  and   Pedersen  (2005)    

Use  of  audio   Audio   fragments   are   another   rich   way   to   publish   content,   and   are   perceived   as   a   feature  increasing  MNASQ.  

Lee  and  

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Use   of   images  

The   use   of   imagery   and   photographs   are   considered  to  positively  influence  MNASQ.  

Lee  and  

Benbasat  (2004),   Methlie  and   Pedersen  (2005)   2.6  Conclusion  

The  concept  of  Service  Quality  (Grönroos,  1984)  has  received  much  of  attention   from   researchers.   SERVQUAL   (Parasuraman,   Zeithaml   and   Berry,   1985,   1988)   has  been  the  most  influential  model.  It  has,  however,  received  criticism  (Buttle,   1996;   Cronin   and   Joseph,   1992;   Cronin,   Joseph,   Taylor,   1994).   With   the   aim   to   increase   the   fit   from   the   model   to   web-­‐shops,   E-­‐S-­‐QUAL   (Parasuraman   et   al.,   2005)  emerged.  Tan  and  Chou  (2008)  constructed  a  model  for  measuring  Mobile   Information  and  Entertainment  Services.  From  the  foregoing  is  concluded  that,   even   though   the   Mobile   Service   Quality   model   from   Tan   and   Chou   (2008)   approaches  the  intentions  of  the  current  research,  a  new  model  will  have  to  be   developed.  The  constructs  for  the  new  model  will  be  derived  from  extant  studies.    

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3  Conceptual  Model  

From   the   aforementioned   theory,   hypotheses   emerged.   These   are   explained   in   this  section.  The  hypotheses  are  presented  in  the  conceptual  model.  

3.1  Hypotheses  

Throughout   literature,   Service   Quality   (Grönroos,   1984)   is   measured   in   dimensions   consisting   of   features   that   form   the   Service   Quality   model   (Parasuraman  et  al.  1985,  1988,  2005;  Cronin  and  Taylor,  1992;  Zeithaml  et  al,   2000,  2002;  Tan  &  Chou,  2008).  Jeong  &  Han  (2012)  added  up  to  the  concept  of   the  inclusion  of  features  in  order  to  increase  Service  Quality,  by  providing  a  list   of   features   that   contribute   to   the   quality   of   Mobile   News   Applications.   This   strong   foundation   within   literature   implies   that   features   are   important   to   the   level   of   Service   Quality,   therefore   resulting   in   the   first   hypothesis   of   this   research:  

 

H1:   The   inclusion   of   features   increases   the   Service   Quality   of   Mobile   News   Applications.  

 

As  previous  research  has  shown,  there  is  a  difference  between  features  when  it   comes   to   the   contribution   to   Service   Quality   (Parasuraman   et   al.,   1985,   1988;   Cronin   and   Taylor,   1992).   The   SERVQUAL   model   received   criticism   that   the   general  applicability  of  the  model  is  low  (Buttle,  1996;  Cronin  and  Joseph,  1992;   Cronin,   Joseph,   Taylor,   1994).   However,   Service   Quality   models   measuring   the   online   and   mobile   industry   show   that   there   is   a   similar   difference   between   features,   from   which   an   order   of   importance   to   Service   Quality   can   be   derived   (Zeithaml  et  al.,  2000,  2002;  Parasuraman  et  al,  2005;  Tan  &  Chou,  2008).  This   leads  to  the  second  hypothesis  (H2):  

 

H2:  A  distinction  between  features  can  be  made,  based  on  the  influencing  rate  of   Service  Quality  for  Mobile  News  Applications.  

 

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the   iTunes   App-­‐store   and   its   appreciation   outings.   From   the   interviews   with   Industry  Experts  is  derived  that  publishers  of  Mobile  News  Applications  that  are   the   largest   in   terms   of   turnover   and   customer   base,   are   expected   to   be   able   to   include  the  most  features.  The  large  customers  base  results  in  more  appreciation   outings   given   for   the   Mobile   News   Application   of   this   publisher,   compared   to   publishers  with  a  lower  customer  base.  Appreciation  outings  can  be  any  type  of   quality  label  given  by  users  of  the  Mobile  News  Application.  This  results  in  the   third  hypothesis  (H3):  

 

H3:   Mobile   News   Applications   that   contain   the   most   features   have   the   highest   number  of  appreciation  outings.    

 

High  importance  is  given  by  publishers  to  positive  appreciation  outings  for  the   success   of   a   Mobile   News   Application.   Positive   appreciation   outings   are   more   likely   to   increase   the   monetization   of   a   Mobile   News   Application.   According   to   the  Industry  Experts,  it  is  therefore  common  practice  that  publishers,  as  well  as   others  who  are  involved  with  the  success  of  the  Mobile  News  Application,  give   positive   appreciation   outings   to   the   application.   This   results   in   a   relatively   positive   average   level   of   appreciation   outings   when   the   total   number   of   appreciation  outings  is  low.  According  to  the  Industry  Experts,  this  biased  level   of   appreciation   outings   is   reduced   when   the   number   of   appreciation   outings   becomes   larger.   This   results   in   a   logical   Control   Variable   (CV)   and   the   fourth   hypothesis  (H4):  

 

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3.2  Conceptual  Model  

The  aforementioned  results  in  the  conceptual  model:    

Image  1:  Conceptual  Model    

   

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