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[ Analy(cs and Tracking] Data Driven Marke,ng

Analytics and Tracking

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The presentation discusses the concepts and principles of data driven marketing.

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Page 1: Analytics and Tracking

[  Analy(cs  and  Tracking]  Data  Driven  Marke,ng  

Page 2: Analytics and Tracking

Data  =  

©  Datalicious  Pty  Ltd   2  

[  Mo(va(on  ]    

Page 3: Analytics and Tracking

[  Data  driven  marke(ng  ]    

©  Datalicious  Pty  Ltd   3  

Data  Pla;orms    Data  collec(on  and  processing    Web  analy(cs  solu(ons    Omniture,  Google  Analy(cs,  etc    Tagless  online  data  capture    End-­‐to-­‐end  data  pla;orms    IVR  and  call  center  repor(ng    Single  customer  view  

Insights  Repor(ng    Data  mining  and  modelling    Customised  dashboards    Media  aLribu(on  models    Market  and  compe(tor  trends    Social  media  monitoring    Online  surveys  and  polls    Customer  profiling  

Ac(on  Applica(ons    Data  usage  and  applica(on    Marke(ng  automa(on    Aprimo,  Trac(on,  Inxmail,  etc    Targe(ng  and  merchandising    Internal  search  op(misa(on    CRM  strategy  and  execu(on    Tes(ng  programs    

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[  Corporate  data  journey  ]  

©  Datalicious  Pty  Ltd   4  

Time,  Control  

Soph

is,ca,o

n  

Stage  1  

Data  Stage  2  

Insights  Stage  3  Ac(on  

Third  par,es  control  most  data,  ad  hoc  repor,ng  only,  i.e.    what  happened?  

Data  is  being  brought    in-­‐house,  shiG  towards  insights  genera,on  and  data  mining,  i.e.  why  did  it  happen?  

Data  is  fully  owned    in-­‐house,  advanced  predic,ve  modelling  and  trigger  based  marke,ng,  i.e.  what    will  happen  and    making  it  happen!  

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Retail  sales  data  

[  Combining  data  sets  ]  

©  Datalicious  Pty  Ltd   5  

Customer  data  

+   The  whole  is  greater    than  the  sum  of  its  parts  

Web  analy,cs  data  

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Campaign  data  

Customer  data  

Compe(tor  data  

Consumer  data  

[  Across  all  data  categories  ]  

©  Datalicious  Pty  Ltd   6  

Campaign  data  TV,  print,  call  center,  search,  web  analy,cs,  ad  serving,  etc    Customer  data  Direct  mail,  call  center,  web  analy,cs,  emails,  surveys,  etc    Consumer  data  Search,  social  media,  trends,  research,  news,  etc    Compe(tor  data  Search,  social  media,  ad  spend,  news,  offers,  etc    

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14/11/12   ©  Datalicious  Pty  Ltd   7  

Campaign  data  

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[  Single  source  of  truth  ]  

©  Datalicious  Pty  Ltd   8  

True  ROAS   Dashboards  

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[  De-­‐duplica(on  across  channels  ]  

©  Datalicious  Pty  Ltd   9  

Banner    Ads  

Email    Blast  

Paid    Search  

Organic  Search  

$  Bid    Mgmt  

Ad    Server  

Email  Pla;orm  

Google  Analy(cs  

$  

$  

$  

Web  Analy(cs  Pla;orm  

$  

$  

$  

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[  Analyse  channel  overlap  ]  

©  Datalicious  Pty  Ltd   10  

Total  Ac(ons:  2,023  

Display  Media  1669   (61.2%)  

$125  -­‐  $200  CPA  

Paid  Search  301  /  11.1%  

$200  -­‐  $500  CPA  

189  (62%)  

112  (38%)  

Straight  to  Site    1208  (44.3%)  

621  (52%)  

587  (48%)  

DM  &  EDMs    

$200  -­‐  $400  CTA  

Radio  &  

Other  ATL  

Organic  Search  493  (18%)  

179  (37%)  

314  (63%)  

Partners  

Call  Centre  

Media  Channels  are  interac(ve.  Individual  channel  analysis  yields  liLle  insight  

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[  Success  aLribu(on  models  ]  

Banner    Ad  $100  

Email    Blast  

Paid    Search  $100  

Banner    Ad  $100  

Affiliate    Referral  $100  

Success  $100  

Success  $100  

Banner    Ad  

Paid    Search  

Organic  Search  $100  

Success  $100  

Last  channel  gets  all  credit  

First  channel  gets  all  credit  

All  channels  get  equal  credit  

Print    Ad  $33  

Social    Media  $33  

Paid    Search  $33  

Success  $100  

All  channels  get  par(al  credit  

Paid    Search  

11  ©  Datalicious  Pty  Ltd  

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[  Campaign  stacking  by  channel  ]  

14/11/12   ©  Datalicious  Pty  Ltd   12  

Chart  shows  percentage  of  channel  touch  points  that  lead  to  a  conversion.  

Neither  first    nor  last-­‐click  measurement  would  provide  true  picture    

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[  Stacking  2.0  –  Including  Post  Impressions  ]  

[  June  2009]   [  datalicious.com  ]  

The  Total  Touches  à  2,454    The  Unique  Touch  points  à  268  The  Total  Sales  for  the  period  à  690  Average  touches  per  sale  à  3.6  

 The  number  of  (mes  the  touches  occurred  

Display  -­‐  Post  Impression  -­‐  789  Straight  to  site  -­‐  507  Search  -­‐  SEO  Branded  -­‐  258  

-­‐  SEM  -­‐  148  -­‐  SEO  Generic  -­‐  16  

Internal  Referral  -­‐  155  Display  -­‐  Post  Click  -­‐  76  Email  Marke,ng  -­‐  22  Shopping  Engine  -­‐  5  

 

   The  number  of  orders  the  touch  point  was  involved  with  Display  -­‐  Post  Impression  -­‐  403  -­‐  (58.4%)  involvement  Straight  to  site  -­‐  261  -­‐  (37.8%)  involvement  Search  -­‐  SEO  Branded  -­‐  131  -­‐  (19.0%)  involvement  

-­‐  SEM  -­‐  75  -­‐  (10.9%)  involvement  -­‐  SEO  Generic  -­‐  8  -­‐  (1.2%)  involvement  

Internal  Referral  -­‐  80  -­‐  (11.6%)  involvement  Display  -­‐  Post  Click  -­‐  39  -­‐  (5.7%)  involvement  Email  Marke,ng  -­‐  11  -­‐  (1.6%)  involvement  Shopping  Engine  -­‐  3  -­‐  (0.4%)  involvement  

Straight  to    Site    

Success  $100  

Paid  Search  

 

Viewed  Banner  Ad    (no  click!)  

 Tradi,onally  First  Touch  

Tradi,onally  Last  Touch  

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[  Ad  server  exposure  test  ]  

May  2010   ©  Datalicious  Pty  Ltd   14  

User  qualifies  for  the  display  campaign  (if  the  user  has  already  been  tagged  go  to  step  3)  

Audience  Segmenta(on  10%  of  users  in  control  group,  90%  in  exposed  group  

2  

1  

User  tagged  with  segment  

3  

1st  impression  

N  impressions  

Control  (displayed  non-­‐branded  message)  

Exposed  (displayed  branded  message)  

Measurement:  Conversions  per  1000  unique  visitors  

Control  (displayed  non-­‐branded  message)  

Exposed  (displayed  branded  message)  

User  remains  in  segment  

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©  Datalicious  Pty  Ltd   15  

[  Sample  Results  ]  

©  Datalicious  Pty  Ltd   15  

Normal  Display  Adver(sing  (90%)  Control  Group  (10%)  

22%  uplij    

Impressions  =  1  M  Visitors  =  1,000  Sales  =  50  Cost  =  $1,000  $  per  sale  =  $20      Without  display  

adver,sing,  1  in  every  20,000  people  will  convert    

 

Impressions  =  9  M  Visitors  =  10,000  Sales  =  550  Cost  =  $9,000  $  per  sale  =  $16    With  display  

adver,sing  1  in  every  16,363  people  will  convert    

 -­‐  80%  of  sales  would  have  occurred  without  any  display  ac(vity  -­‐  Actual  cost  per  sale  is  closer  to  ~5x  reported  

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©  Datalicious  Pty  Ltd   16  

[  Paid  and  Organic  search  ]  

©  Datalicious  Pty  Ltd   16  

70%  SEO  

30%  SEM  

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[  SEO  or  SEM?]  

©  Datalicious  Pty  Ltd   17  

Find  another    business!  

Visitor  Value

 ($)  

Keyword  Compe,,on  i.e.  Cost  ($)  

High  

High  Low  

Low  

SEO  SEM/SEO  

You  need  to  know  the  value  of  your  visitors  from  each  keyword!  

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©  Datalicious  Pty  Ltd   18  

[  Case  Study  –  Poli(cal  Consul(ng  Firm  ]  Original  Proposal  $5k  SEO  project.  3  months  to  complete.  

Visitor  Value  High  $$$.  Average  revenue  per  project  is  tens  of  thousands.  

Keyword  Compe((on  Low.  Few  organic  compe,tors.  Only  one  single  paid  compe,tor.  

Poten(al  Solu(on  Ditch  SEO  Project.  Buy  keywords  cheaply  with  high  ROI      

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Keyword  Traffic  Tool  -­‐   Spend  Alloca,on  -­‐   Consumer  Interest  -­‐   Market  Size  es,ma,on  -­‐   Keyword  cost  

Keyword  Finder  Tool  -­‐   Find  useful  words  -­‐   Use  compe,tor  site  to  find  useful  keywords  -­‐   Market  Size  -­‐   Compe,,on  strength  -­‐   Keyword  cost  

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[  Google  Webmaster  Tools  ]  

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[  Search  call  to  ac(on  ]  

©  Datalicious  Pty  Ltd   22  

Print  adver(sing  can  be  analysed  

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[  Offline  sales  driven  by  online  ]  

May  2010   ©  Datalicious  Pty  Ltd   23  

Cookie  

Website.com  Research  

Credit  Check  Fulfilment  

Phone  Orders  

Retail  Orders  

Online  Orders  

Credit  Check  Fulfilment  

Credit  Check  Fulfilment  

Website.com  Research  

Website.com  Research  

Online  Order  Confirma(on  

Virtual  Order  Confirma(on  

Virtual  Order  Confirma(on  

Virtual  Order  Confirma(on  

@  

@  

@  

Cookie  Cookie  

Adver(sing    Campaign  

Tying  offline  conversions  back  to  online  campaign  and  research  behavior  using  standard  cookie  technology  by  triggering  virtual  online  order  confirma,on  pages  for  offline  sales  using  email  receipts.  

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14/11/12   ©  Datalicious  Pty  Ltd  

Customer  data  

24  

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©  Datalicious  Pty  Ltd   25  

[  You  can’t  hide!  ]  

Cookie  

Iden(fies  themself    (e.g.  sale  or  registra(on)  

User  visits  Site  

anonymously  

Web  Analy(cs  Database  

2  years  on    the  beach  

Cookie  

User  visits  Site  again  

‘anonymously’  

Looks  at  lots  of  ‘widgets’  

Name:  John  Example  Interest:  Widgets  History:    -­‐Last  visit  2  years  ago.  -­‐Purchased  10  blue  widgets  -­‐High  value  band  Loca(on:  2000,  Sydney    

 

Business  Intelligence  Database  

Hi  John,  long  (me  no  talk,  we  have  a  special  on  widgets!  

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©  Datalicious  Pty  Ltd   26  

[  Social  Media  Data  ]  Facebook  Connect  gives  you  the  following  and  more,  with  just  one  click…  Id,  first  name,  last  name,  middle  name,  pic,  affilia,ons,  last  profile  update,  ,mezone,  religion,  poli,cal  interests,  interests,  sex,  birthday,  arracted  to  which  sex,  why  they  want  to  meet  someone,  home  town,  rela,onship  status,  current  loca,on,  ac,vi,es,  music  interests,  tv  show  interests,educa,on  history,  work  history,  family  and  email.    

-­‐  Is  there  anything  else  you  need  to  know?    

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[  Prospect  targe(ng  parameters  ]  

©  Datalicious  Pty  Ltd   27  

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[  Affinity  targe(ng  in  ac(on  ]  Different  types  of    visitors  respond  to    different  ads.  By  using  category  affinity  targe,ng,    response  rates  are    liGed  significantly    across  products.  

Message  Click-­‐Through  Rate  By  Category  Affinity  

Postpay   Prepay   Broadb.   Business  

Blackberry  Bold   - - - + 5GB  Mobile  Broadband   - - + - Blackberry  Storm   + - + + 12  Month  Caps   - + - +

28  ©  Datalicious  Pty  Ltd  

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[  Combining  data  sets  ]  

©  Datalicious  Pty  Ltd   30  

one-­‐off  collec,on  of  demographical  data    age,  gender,  address,  etc  customer  lifecycle  metrics  and  key  dates  profitability,  expira(on,  etc  predic,ve  models  based  on  data  mining  

propensity  to  buy,  churn,  etc  historical  data  from  previous  transac,ons  

average  order  value,  points,  etc  

CRM  Profile  

UPDATED  OCCASIONALLY  

+  tracking  of  purchase  funnel  stage  

browsing,  checkout,  etc  tracking  of  content  preferences  

products,  brands,  features,  etc  tracking  of  external  campaign  responses  

search  terms,  referrers,  etc  tracking  of  internal  promo,on  responses  

emails,  internal  search,  etc  

Site  Behaviour  

UPDATED  CONTINUOUSLY  

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[  Store  locator  searches  ]  

©  Datalicious  Pty  Ltd   31  

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Compe(tor  data  

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[  Brand  search  volume  ]  

©  Datalicious  Pty  Ltd   33  

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[  Market  share  trends  ]  

©  Datalicious  Pty  Ltd   34  

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Consumer  data  

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[  Search  term  volumes  ]  

©  Datalicious  Pty  Ltd   39  

hrp://www.wordle.net  

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