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Longitudinality Het begrijpen van online consumentengedrag 
Content marketing Experience, 2 oktober 2014 
marnix bugel phd
2
3 
Drs. Wiskunde & Informatica 
en Phd Economie (RUG) 
Voorheen Customer Analyst 
ABN AMRO en partner VODW 
Marketing 
Managing en founding partner 
MIcompany (since 2006) 
Serving the board of leading 
companies such as Achmea, 
KPN, Bol.com and Postcode lottery 
(Co) author of scientific articles 
including article currently at 12th 
position most cited list 
Included on list best professionals 
(Quote) and best marketers (Dutch 
Marketing Magazine, 2nd place) 
Short personal- an dcompnay introduction 
*A skill that differentiates a company from its competitors 
Marnix Bü g el 
 Leading European agency on BIG DATA and 
Commercial Analytics 
 YoY growth since start in 2006: 
CAGR of 25% 
 Unique proposition focused on: 
- sustainable growth through analytical 
capability* building 
- partner relationships with our clients 
 50 people on pay-roll: 
- 85% of them studied Econometrics or 
Mathematics 
- Exceptional results in high school and 
university (average high school score on 
mathematics 9.4 (scale of 1 to 10); more 
than half of employees graduated cum laude 
once or twice)
4 
(R)etail 
Telecom 
Insurance 
Travel & Energy 
Non-profit 
Banking 
1 
2 
Lotteries 
3 
Micompany serves leading companies across industries 
1 
2 
3 
100% online players 
(corporate) startups 
international assignments
5 
Global media consumption per week 
Average hours per week 
0 
5 
10 
15 
20 
25 
30 
35 
40 
45 
50 
55 
60 
65 
70 
75 
80 
85 
90 
Cinema 
1900 1920 1940 
Print 
Analogue radio 
Analogue TV 
Outdoor 
Digital TV 
Digital radio 
Internet 
Wireless 
Games 
1960 1980 2000 2020 
Source: Carat, World association of newspapers 2007-2008. 
Two-way media 
One-way media 
Digital media take over the role of push media
6 
0 
5 
10 
15 
20 
25 
30 
35 
Storage 
capacity 
Creation 
2006 2008 2010 2012 2014 2016 2018 2020 
Source: IDC publication – digital universe, are you ready 2010. 
• Every two years the amount of 
data doubles in the world. 
• The Berkeley School of 
Management forecasts that more 
data will be created in the next 
three years than in the previous 
40,000 years. 
Global data creation and storage capacity 
Zeta bytes 
Data creation explodes in the world
7 
type 
# bytes 
1 bit = 
.125 
1 byte = 
1 
1 kilobyte = 
1,024 
1 megabyte = 
1,048,576 
1 gigabyte = 
1,073,741,824 
1 terabyte = 
1,099,511,627,776 
1 petabyte = 
1,125,899,906,842,624 
1 exabyte = 
1,152,921,504,606,846,976 
1 zettabyte = 
1,180,591,620,717,411,303,424 
1 yottabyte = 
1,208,925,819,614,629,174,706,176 
1 xonabyte = 
1,237,940,039,285,380,274,899,124,224 
1 wekabyte = 
1,267,650,600,228,229,401,496,703,205,376 
1 vundabyte = 
1,298,074,214,633,706,907,132,624,082,305,024 
Wallmart collects more than 2,5 petabytes of data every hour from its customer transactions. 
From bit to vundabyte
8 
Large companies start to wonder what to do about this 
8
9
10 
Fact based marketing 
10
1111 
+21% 
Nieuwe premie 
103,19 
Oude premie 
85,51 
Bron: Bügel, 2010 
Premieontwikkeling na prijsverhoging
12 
Fact based marketing 
12
13 
Tevredenheid 
Kwaliteit van 
alternatieven 
Hoogte van 
investeringen 
Relatiebinding 
Voortzet-/ beëindigingsgedrag 
.845 
-.500 
.840 
.528 
Bron: Rusbult, 1983 
Het investeringsmodel van rusbult
1144 
35 
32 
30 
Totaal 97 
Niet binnen 12 maanden 
Niet binnen 3 maar wel 
binnen 12 maanden 
Binnen 3 maanden 33% 33% 
31% 64% 
36% 100% 
100% 100% 
Snelheid van terugkeer Aantal vrouwen 
Grootte 
% 
Grootte 
cum % 
Bron: Rusbult & Martz, 1995. 
Het terugkeergedrag van mishandelde vrouwen
1155 
Determinant 
investeringsmodel 
Grootte 
Ind % 
Grootte 
Totaal % 
Bron: Rusbult & Martz, 1995. 
0,19 
0,28 
0,34 
Investeringen 
Alternatieven 0,11 0,45 
Tevredenheid 
Indirect 
Direct 
Het belang van factor 
30% 
12% 
21% 
30% 
49% 
21% 
Het belang van factoren uit investeringsmodel op 
voortzet- beëindigingsgedrag
1166 
Totaal 1.386 
Automotive 276 
Mobiele Telcom 272 
Supermarkten 277 
Zorgverzekeraars 275 
Bancair 286 
Branche 
Steekproef 
grootte (N) 
Bron: Bügel, 2010. 
0,62 
0,60 
0,62 
0,59 
0,64 
0,74 
Verklarings-kracht 
(R2) 
Investeringen 0,27** 
Alternatieven 0,31** 
Tevredenheid 0,42** 
Determinant 
investerings-model 
Gewicht (beta) 
** p < .01 
investeringsmodel is in verschillende branches toepasbaar
1177 
Het verhogen van de tevredenheid
1188 
Het reduceren van de kwaliteit van alternatieven
19 
Het verhogen van de investeringen in de relatie
2200 
Het effect van de hisociety
21
22 
Er is meer dan ratio
23 
Passion 
Commitment 
Intimacy 
Source: Sternberg, 1986. 
Kamaraad- schappelijke liefde 
Romantische 
liefde 
Dwaze 
liefde 
Liefde bestaat uit drie componenten
24 
Level of intimacy 
Duration of relationship 
Successful relationship 
Failed relationship 
Level 
of Intimacy 
Level of passion 
Experienced Level 
Positive drive 
Negative drive 
Opponent processes 
Duration of relationship 
Source: Sternberg, 1986. 
Liefde ontwikkelt zich gedurende de relatielevenscyclus
25 
Tevredenheid 
Kwaliteit van 
alternatieven 
Hoogte van 
investeringen 
Klantbinding 
(+) 
(-) 
(+) 
Voortzet-/ beëindigingsgedrag 
(+) 
Klant- 
Intimiteit 
(+) 
Klantfase 
Bron: Bügel, 2010. 
Het klantenbindingsmodel volgens bügel
2266 
0,37 
0,21 
0,19 
0,28 
0,00 
0,05 
0,10 
0,15 
0,20 
0,25 
0,30 
0,35 
0,40 
Several 
years 
marriage 
Living 
together 
Courtship 
0,09 
In love 
0,13 
Get 
acquinted 
Ø 0,21 
Marital Divorce 
Grid 
0,17 
β reg De β voor intimiteit in het regressie model afs functie van de levensfase 
2 
Nummer van 
variabele affectie 
in regressiemodel 
4 4 4 3 4 1 
Intimiteit cruciaal aan begin en einde klantrelatie
de cohort analyse laat zien dat nieuwe gebruikers 
kwetsbaar zijn 
27 
148 
July 159 
June 186 
May 247 
December 129 
November 134 
October 136 
September 142 
August 
Starters in May(424k) 
Users with sessions 
(*1000) 
6,3 47 
Month Sessions 
Per day 
Session 
Index 
10,6 
9,3 
10,1 
10,0 
8,1 
9,3 
9,3 
77 
90 
92 
93 
96 
99 
105 58 
61 
62 
66 
71 
85 
119 
Starters in June(233k) 
Users with sessions 
(*1000) 
Sessions 
Per day 
Session 
Index* 
4,0 
7,7 
9,1 
9,5 
7,8 
9,3 
8,7 
30 
75 
83 
88 
92 
98 
98 59 
62 
64 
70 
81 
117 
Starters in July(228k) 
Users with sessions 
(*1000) 
Sessions 
Per day 
Session 
Index* 
3,8 
8,9 
9,5 
8,2 
9,1 
9,0 
37 
81 
88 
97 
97 
103
28
29
30
31 
The needs of customers differ between lifecycle phases 
31 
Customer phase 
Organisational action 
Orientation 
Selection 
Confirmation 
Standardi- sation 
Extension 
Dispersion 
Seperation 
Payment 
Seduce 
Offer 
Introduce 
Serve 
Extend 
Keep 
Save 
Collect 
Customer life time 
Dating 
Redeem 
Becoming customer 
Becoming ex customer
32 
Value is being built during the customer lifecycle 
Customer phase 
Organisational action 
Orientation 
Selection 
Confirmation 
Standardi- sation 
Extension 
Dispersion 
Seperation 
Payment 
Seduce 
Offer 
Introduce 
Serve 
Extend 
Keep 
Save 
Collect 
1 
2 
3 
4 
5 
6 
8 
9 
Customer life time 
Customer life time value 
Considertion 
Acquisition 
Welcome 
Recurring costs & revenues 
Cross- and upsell 
Volume 
mutation 
Win 
back 
Debt 
collection 
Dating 
Redeem 
Churn 
7 
Becoming customer 
Becoming ex customer
Longitudinality is key to capture value from data & analytics 
33
Longitudinality is key to capture value from data & analytics 
34
35 
???
36 
cadeautje

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Longitudinality - Het begrijpen van online consumentengedrag

  • 1. Longitudinality Het begrijpen van online consumentengedrag Content marketing Experience, 2 oktober 2014 marnix bugel phd
  • 2. 2
  • 3. 3 Drs. Wiskunde & Informatica en Phd Economie (RUG) Voorheen Customer Analyst ABN AMRO en partner VODW Marketing Managing en founding partner MIcompany (since 2006) Serving the board of leading companies such as Achmea, KPN, Bol.com and Postcode lottery (Co) author of scientific articles including article currently at 12th position most cited list Included on list best professionals (Quote) and best marketers (Dutch Marketing Magazine, 2nd place) Short personal- an dcompnay introduction *A skill that differentiates a company from its competitors Marnix Bü g el  Leading European agency on BIG DATA and Commercial Analytics  YoY growth since start in 2006: CAGR of 25%  Unique proposition focused on: - sustainable growth through analytical capability* building - partner relationships with our clients  50 people on pay-roll: - 85% of them studied Econometrics or Mathematics - Exceptional results in high school and university (average high school score on mathematics 9.4 (scale of 1 to 10); more than half of employees graduated cum laude once or twice)
  • 4. 4 (R)etail Telecom Insurance Travel & Energy Non-profit Banking 1 2 Lotteries 3 Micompany serves leading companies across industries 1 2 3 100% online players (corporate) startups international assignments
  • 5. 5 Global media consumption per week Average hours per week 0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75 80 85 90 Cinema 1900 1920 1940 Print Analogue radio Analogue TV Outdoor Digital TV Digital radio Internet Wireless Games 1960 1980 2000 2020 Source: Carat, World association of newspapers 2007-2008. Two-way media One-way media Digital media take over the role of push media
  • 6. 6 0 5 10 15 20 25 30 35 Storage capacity Creation 2006 2008 2010 2012 2014 2016 2018 2020 Source: IDC publication – digital universe, are you ready 2010. • Every two years the amount of data doubles in the world. • The Berkeley School of Management forecasts that more data will be created in the next three years than in the previous 40,000 years. Global data creation and storage capacity Zeta bytes Data creation explodes in the world
  • 7. 7 type # bytes 1 bit = .125 1 byte = 1 1 kilobyte = 1,024 1 megabyte = 1,048,576 1 gigabyte = 1,073,741,824 1 terabyte = 1,099,511,627,776 1 petabyte = 1,125,899,906,842,624 1 exabyte = 1,152,921,504,606,846,976 1 zettabyte = 1,180,591,620,717,411,303,424 1 yottabyte = 1,208,925,819,614,629,174,706,176 1 xonabyte = 1,237,940,039,285,380,274,899,124,224 1 wekabyte = 1,267,650,600,228,229,401,496,703,205,376 1 vundabyte = 1,298,074,214,633,706,907,132,624,082,305,024 Wallmart collects more than 2,5 petabytes of data every hour from its customer transactions. From bit to vundabyte
  • 8. 8 Large companies start to wonder what to do about this 8
  • 9. 9
  • 10. 10 Fact based marketing 10
  • 11. 1111 +21% Nieuwe premie 103,19 Oude premie 85,51 Bron: Bügel, 2010 Premieontwikkeling na prijsverhoging
  • 12. 12 Fact based marketing 12
  • 13. 13 Tevredenheid Kwaliteit van alternatieven Hoogte van investeringen Relatiebinding Voortzet-/ beëindigingsgedrag .845 -.500 .840 .528 Bron: Rusbult, 1983 Het investeringsmodel van rusbult
  • 14. 1144 35 32 30 Totaal 97 Niet binnen 12 maanden Niet binnen 3 maar wel binnen 12 maanden Binnen 3 maanden 33% 33% 31% 64% 36% 100% 100% 100% Snelheid van terugkeer Aantal vrouwen Grootte % Grootte cum % Bron: Rusbult & Martz, 1995. Het terugkeergedrag van mishandelde vrouwen
  • 15. 1155 Determinant investeringsmodel Grootte Ind % Grootte Totaal % Bron: Rusbult & Martz, 1995. 0,19 0,28 0,34 Investeringen Alternatieven 0,11 0,45 Tevredenheid Indirect Direct Het belang van factor 30% 12% 21% 30% 49% 21% Het belang van factoren uit investeringsmodel op voortzet- beëindigingsgedrag
  • 16. 1166 Totaal 1.386 Automotive 276 Mobiele Telcom 272 Supermarkten 277 Zorgverzekeraars 275 Bancair 286 Branche Steekproef grootte (N) Bron: Bügel, 2010. 0,62 0,60 0,62 0,59 0,64 0,74 Verklarings-kracht (R2) Investeringen 0,27** Alternatieven 0,31** Tevredenheid 0,42** Determinant investerings-model Gewicht (beta) ** p < .01 investeringsmodel is in verschillende branches toepasbaar
  • 17. 1177 Het verhogen van de tevredenheid
  • 18. 1188 Het reduceren van de kwaliteit van alternatieven
  • 19. 19 Het verhogen van de investeringen in de relatie
  • 20. 2200 Het effect van de hisociety
  • 21. 21
  • 22. 22 Er is meer dan ratio
  • 23. 23 Passion Commitment Intimacy Source: Sternberg, 1986. Kamaraad- schappelijke liefde Romantische liefde Dwaze liefde Liefde bestaat uit drie componenten
  • 24. 24 Level of intimacy Duration of relationship Successful relationship Failed relationship Level of Intimacy Level of passion Experienced Level Positive drive Negative drive Opponent processes Duration of relationship Source: Sternberg, 1986. Liefde ontwikkelt zich gedurende de relatielevenscyclus
  • 25. 25 Tevredenheid Kwaliteit van alternatieven Hoogte van investeringen Klantbinding (+) (-) (+) Voortzet-/ beëindigingsgedrag (+) Klant- Intimiteit (+) Klantfase Bron: Bügel, 2010. Het klantenbindingsmodel volgens bügel
  • 26. 2266 0,37 0,21 0,19 0,28 0,00 0,05 0,10 0,15 0,20 0,25 0,30 0,35 0,40 Several years marriage Living together Courtship 0,09 In love 0,13 Get acquinted Ø 0,21 Marital Divorce Grid 0,17 β reg De β voor intimiteit in het regressie model afs functie van de levensfase 2 Nummer van variabele affectie in regressiemodel 4 4 4 3 4 1 Intimiteit cruciaal aan begin en einde klantrelatie
  • 27. de cohort analyse laat zien dat nieuwe gebruikers kwetsbaar zijn 27 148 July 159 June 186 May 247 December 129 November 134 October 136 September 142 August Starters in May(424k) Users with sessions (*1000) 6,3 47 Month Sessions Per day Session Index 10,6 9,3 10,1 10,0 8,1 9,3 9,3 77 90 92 93 96 99 105 58 61 62 66 71 85 119 Starters in June(233k) Users with sessions (*1000) Sessions Per day Session Index* 4,0 7,7 9,1 9,5 7,8 9,3 8,7 30 75 83 88 92 98 98 59 62 64 70 81 117 Starters in July(228k) Users with sessions (*1000) Sessions Per day Session Index* 3,8 8,9 9,5 8,2 9,1 9,0 37 81 88 97 97 103
  • 28. 28
  • 29. 29
  • 30. 30
  • 31. 31 The needs of customers differ between lifecycle phases 31 Customer phase Organisational action Orientation Selection Confirmation Standardi- sation Extension Dispersion Seperation Payment Seduce Offer Introduce Serve Extend Keep Save Collect Customer life time Dating Redeem Becoming customer Becoming ex customer
  • 32. 32 Value is being built during the customer lifecycle Customer phase Organisational action Orientation Selection Confirmation Standardi- sation Extension Dispersion Seperation Payment Seduce Offer Introduce Serve Extend Keep Save Collect 1 2 3 4 5 6 8 9 Customer life time Customer life time value Considertion Acquisition Welcome Recurring costs & revenues Cross- and upsell Volume mutation Win back Debt collection Dating Redeem Churn 7 Becoming customer Becoming ex customer
  • 33. Longitudinality is key to capture value from data & analytics 33
  • 34. Longitudinality is key to capture value from data & analytics 34