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Big data –
illusion or opportunity
Miha Vogelnik, Valicon
Key components of big data

Data

SMARTER
DECISIONS

Analytics

Action

TECHNOLOGY
Source: Nakupna pot 2012/2013, Valicon/IPROM
WEB

WOM
26%

EVENT
TV
OUT

STIMULATION

PRINT
CATALOG

ONLINE
21%

RADIO

OFFLINE
53%

WOM
WOM

WOM
21%

WEB SEARCH

OFFLINE
16%

WEBSITE

RESEARCH

SOCNET
CONTACT

ONLINE
63%

WEB PRICE
MOBILE
WEB RESEARCH

WEBSITE

ONLINE
15%

CONTACT

PURCHASE

MOBILE
STORE
STORE PROMO & PUSH

OFFLINE
85%

STORE MOB
WEB RESEARCH
SURVEY

WOM
WEBSITE

POST
PURCHASE

SOCNET

0%

20%

40%

60%

80%

100%
Potential sources of customer data

POS
Transactions

Facebook

VOLUME

VELOCITY

VARIETY

Twitter

Company
web portals

OTHER
SOURCES

SOCIAL
MEDIA

Blogs

Call-centre
logs

INTERNAL
DATA

VERACITY

Surveys

Winning
games
Marketing optimization – less investment in
„traditional“ marketing with higher utilization
TRADITIONAL MARKETING

TRADITIONAL MARKETING

General image
advertising
Segmented
communication
IDENTIFICATION

IDENTIFICATION

profiling
direct

8

1to1 MARKETING

1to1 MARKETING
Advanced analytics helps find meaning
in vast quantity of data
Classification

Grouping customer based
on their common
characteristics
demographic, behavioral

Associations

Understanding relationship
between customers in
social network or product
in shopping basket

Predictions

Finding what differentiate
buyer from not
buyer, churner from not
churner and make a
prediction
Cust_1

Cust_2

Cust_3

WEB
EVENT
TV

STIMULATION

OUT

AQUISITION

PRINT
CATALOG
RADIO
WOM
WOM
WEB SEARCH
WEBSITE

RESEARCH

SOCNET
CONTACT

AQUISITION

WEB PRICE
MOBILE
WEB RESEARCH
WEBSITE
CONTACT
MOBILE

PURCHASE

STORE
STORE PROMO &…
STORE MOB
WEB RESEARCH

PERSONALISED SELLING
CROSS-SELLING
UP-SELLING

SURVEY
WOM

POST
PURCHASE

WEBSITE

SOCNET

RETENTION
Cust_1

Cust_2

Cust_3

WEB
EVENT
TV

STIMULATION

OUT
PRINT

• Testing which ad/video /tweet will
have better impact

CATALOG
RADIO
WOM
WOM
WEB SEARCH
WEBSITE

RESEARCH

SOCNET
CONTACT

WEB PRICE
MOBILE
WEB RESEARCH

• Click-stream analysis to present most
suitable ad-content to display
• Lead scoring and managing in order
to achieve best conversion

WEBSITE
CONTACT
MOBILE

PURCHASE

STORE
STORE PROMO &…
STORE MOB
WEB RESEARCH
SURVEY
WOM

POST
PURCHASE

WEBSITE

SOCNET

• Most probable next product
recommendation
• Combination of most suitable
products for cross-sell
• Retaining customers by predicting
most probable churners
• Campaign evaluation
Sales

Traditional campaigns

Days/Weeks
13
Sales

Traditional campaigns

Days/Weeks
14
„Smart“ optimized campaigns

Sales

Smaller more targeted
campaigns

Days/weeks
15
„Smart“ optimized campaigns

Sales

Smaller more targeted
campaigns

SMART follow-up campaigns

Days/weeks
16
„Smart“ optimized campaigns
Smaller more targeted
campaigns

Sales

Increase of Sales

SMART follow-up campaigns

Days/weeks
17
How to start with BigData?
1.
2.
3.
4.
5.
6.
7.
8.

Clearly identify simple problem
Identify suitable data
Use existing data
Analyze data
Decide on action
Action!
Measure the outcome
Improve and do it again!
Start with baby steps - NOW!
Big data - illusion or opportunity (Miha Vogelnik, Valicon)

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SEMPL20 - ANDRAŽ ZORKO, Partner and Director, Valicon ALEKSANDER BRATINA, D...
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SEMPL20 - Barbara Krajnc: Experienced Public Affairs Consultant/Certified Fac...
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SEMPL20 - Robert Čoban: owner and CEO, Color Press Group
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Big data - illusion or opportunity (Miha Vogelnik, Valicon)

  • 1. Big data – illusion or opportunity Miha Vogelnik, Valicon
  • 2.
  • 3.
  • 4.
  • 5. Key components of big data Data SMARTER DECISIONS Analytics Action TECHNOLOGY
  • 6. Source: Nakupna pot 2012/2013, Valicon/IPROM WEB WOM 26% EVENT TV OUT STIMULATION PRINT CATALOG ONLINE 21% RADIO OFFLINE 53% WOM WOM WOM 21% WEB SEARCH OFFLINE 16% WEBSITE RESEARCH SOCNET CONTACT ONLINE 63% WEB PRICE MOBILE WEB RESEARCH WEBSITE ONLINE 15% CONTACT PURCHASE MOBILE STORE STORE PROMO & PUSH OFFLINE 85% STORE MOB WEB RESEARCH SURVEY WOM WEBSITE POST PURCHASE SOCNET 0% 20% 40% 60% 80% 100%
  • 7. Potential sources of customer data POS Transactions Facebook VOLUME VELOCITY VARIETY Twitter Company web portals OTHER SOURCES SOCIAL MEDIA Blogs Call-centre logs INTERNAL DATA VERACITY Surveys Winning games
  • 8. Marketing optimization – less investment in „traditional“ marketing with higher utilization TRADITIONAL MARKETING TRADITIONAL MARKETING General image advertising Segmented communication IDENTIFICATION IDENTIFICATION profiling direct 8 1to1 MARKETING 1to1 MARKETING
  • 9. Advanced analytics helps find meaning in vast quantity of data Classification Grouping customer based on their common characteristics demographic, behavioral Associations Understanding relationship between customers in social network or product in shopping basket Predictions Finding what differentiate buyer from not buyer, churner from not churner and make a prediction
  • 10.
  • 11. Cust_1 Cust_2 Cust_3 WEB EVENT TV STIMULATION OUT AQUISITION PRINT CATALOG RADIO WOM WOM WEB SEARCH WEBSITE RESEARCH SOCNET CONTACT AQUISITION WEB PRICE MOBILE WEB RESEARCH WEBSITE CONTACT MOBILE PURCHASE STORE STORE PROMO &… STORE MOB WEB RESEARCH PERSONALISED SELLING CROSS-SELLING UP-SELLING SURVEY WOM POST PURCHASE WEBSITE SOCNET RETENTION
  • 12. Cust_1 Cust_2 Cust_3 WEB EVENT TV STIMULATION OUT PRINT • Testing which ad/video /tweet will have better impact CATALOG RADIO WOM WOM WEB SEARCH WEBSITE RESEARCH SOCNET CONTACT WEB PRICE MOBILE WEB RESEARCH • Click-stream analysis to present most suitable ad-content to display • Lead scoring and managing in order to achieve best conversion WEBSITE CONTACT MOBILE PURCHASE STORE STORE PROMO &… STORE MOB WEB RESEARCH SURVEY WOM POST PURCHASE WEBSITE SOCNET • Most probable next product recommendation • Combination of most suitable products for cross-sell • Retaining customers by predicting most probable churners • Campaign evaluation
  • 15. „Smart“ optimized campaigns Sales Smaller more targeted campaigns Days/weeks 15
  • 16. „Smart“ optimized campaigns Sales Smaller more targeted campaigns SMART follow-up campaigns Days/weeks 16
  • 17. „Smart“ optimized campaigns Smaller more targeted campaigns Sales Increase of Sales SMART follow-up campaigns Days/weeks 17
  • 18. How to start with BigData? 1. 2. 3. 4. 5. 6. 7. 8. Clearly identify simple problem Identify suitable data Use existing data Analyze data Decide on action Action! Measure the outcome Improve and do it again!
  • 19. Start with baby steps - NOW!

Editor's Notes

  1. Let‘s start with a littlestory…
  2. Let‘s start with a littlestory…
  3. So, to summarizethreemainelementsDataAnalyticsActionAreasofapplications are wide, forourcurrentpurposewewillfocus on marketing.
  4. Firstofall – no social media is not the same of Big Data. It canbeonly one sourceofdata. Andthenastier. Whybecause it includesunstructureddatawhich is muchharder to analyze. So ifyoudontmasterstructureddataneatlywritter in yourdatabases – do go directly to social media.
  5. Objective is faster and more efficient identification of customers needs and behaviour. Consequently more resources for 1to1 and more value for every € spent.