multi touch attribution & attribution modeling - gauc sydney melbourne - 2013-06-19-21

64
#GAUC2013 Google Analytics User Conference 2013 Multi-touch Attribution & Attribution Modeling Vinoaj Vijeyakumaar Managing Partner & Co-Founder Sparkline Analytics @vinoaj / [email protected] @vinoaj #GAUC2013 Google Analytics User Conference 2013

Upload: vinoaj-vijeyakumaar

Post on 26-Jan-2015

106 views

Category:

Business


1 download

DESCRIPTION

This presentation was given at the Google Analytics User Conferences held in Sydney & Melbourne in June 2013. This presentation walks through moving beyond last-click attribution and harnessing Google Analytics' Attribution Modeling Tool to establish your ideal digital media mix. In it we cover the basics of multi-touch attribution, getting started with the Google Analytics Attribution Modeling Tool, and Custom Models. We also walk through a case study where Amari Hotels were able to increase sales by 45% simply by reallocating their digital marketing budgets based on insights gained from the Attribution Modeling Tool.

TRANSCRIPT

Page 1: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

#GAUC2013!Google Analytics User Conference 2013!

Multi-touch Attribution & Attribution Modeling !Vinoaj Vijeyakumaar Managing Partner & Co-Founder Sparkline Analytics @vinoaj / [email protected]

@vinoaj #GAUC2013!Google Analytics User Conference 2013!

Page 2: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Amari Hotels

45% increase in sales

0% increase in resources required

Page 3: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Paid Search

Paid Display

Page 4: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Paid Search

Paid Display

Page 5: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

AMARI TOTAL MARKETING BUDGET

Reallocating resources

Display channels Non-Display channels

7%

BEFORE

17%

AFTER

Page 6: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013! #GAUC2013!Google Analytics User Conference 2013!

Hello!

Page 7: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

AU, NZ

Page 8: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

SG, MY, TH, ID, PH, VN

Page 9: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

A/B & MVT Testing

Actionable Insights

User Experience

Google Analytics

Implementation

AdWords API Automation

What I did (and still do)

Conversion Rate

Optimisation

Page 10: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Sparkline Analytics

Managing Partners: A team of Xoogli

Timo 5 yrs Google Analytics / Partnerships / AdWords

Aleetza 9 yrs AdWords / YouTube / Digital Solutions

Vinny 5 yrs Google Analytics / Conversion Rate Optimisation

Page 11: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013! #GAUC2013!Google Analytics User Conference 2013!

Attributing the right way!

Page 12: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

How do you form the perfect soccer team?

The Striker: Player X

The Defender: Player Y

The Midfielder: Player Z

Page 13: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

What is the right combination?

Page 14: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

What does your most valuable team look like?

Page 15: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

What does your most valuable team look like?

Page 16: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

What does your most valuable team look like?

Page 17: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Yes, a not-so-subtle analogy

You

Customers

Your competitors

Paid Search

Display Ads

Social Media

Page 18: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Last-click attribution

Page 19: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Last-click attribution

Page 20: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Last-click attribution

Page 21: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Last-click attribution

Page 22: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Last-click attribution

Page 23: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Last-click attribution

Page 24: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Last-click attribution

Page 25: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Last-click attribution tells you to do this

Page 26: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Which is not this!

Page 27: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013! #GAUC2013!Google Analytics User Conference 2013!

Getting started with the Attribution Modeling Tool!

Page 28: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Attribution in Google Analytics

Nov 2005

Google Analytics Launch Last-click attribution through goals & e-commerce

Nov 2012

Attribution Modeling Tool open to all! True(r) multi-touch attribution

Oct 2008

Advanced Segments introduced Ability to separate out sessions with & without conversions

Aug 2011

Multi-Channel Funnels Visibility into behaviour pre-last-click. “Basic” attribution.

Page 29: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Attribution Modeling Tool

Pre-requisites: •  Goals (preferably with values) •  Ecommerce tracking •  Campaign tagging (i.e. utm

parameters) for non-AdWords campaigns

Page 30: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Attribution Modeling Tool

Page 31: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

What needs to get attributed

Select the conversion event(s) to attribute against

Page 32: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Parameters of attribution

Assess all traffic or only AdWords traffic

Set length of lookback window (ie no. days prior to a conversion)

Page 33: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Start modeling

Select model(s) to compare against

Page 34: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Page 35: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Amari revisited

Page 36: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Page 37: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Page 38: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Page 39: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Amari revisited: comparing models

Page 40: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

The value of each channel according to the attribution models applied

Amari revisited: comparing models

Page 41: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

The value of each channel according to the attribution models applied

The difference in value of each channel between the last-click attribution model and applied attribution model.

Amari revisited: comparing models

Page 42: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

AMARI TOTAL MARKETING BUDGET

Reallocating resources

Display channels Non-Display channels

7%

BEFORE

17%

AFTER

Page 43: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

The best type of impact

45% increase in sales

0% increase in resources required

Page 44: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013! #GAUC2013!Google Analytics User Conference 2013!

Custom Models!

Page 45: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Going Custom

Page 46: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Name your model

Page 47: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Choose a standard model to base your custom model on

Page 48: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Input your parameters. In this example, weights for different positions in the funnel

Page 49: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Toggle further customisations on & off

Page 50: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Set your lookback window (days prior to a conversion)

Page 51: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Breaking News!

Page 52: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Modeling on GDN Impressions

Page 53: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Add different weightings (e.g. 50%) for impressions (requires dc.js and only applicable to DFA & Google activity)

Add different weightings (e.g. 50%) for impressions (requires dc.js and only applicable to DFA & Google activity)

Page 54: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Vary weights based on engagement: how much time spent on site or on depth of visit

Page 55: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Add custom attribution rules – e.g. visits with bounces gets zero credit

Page 56: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Add custom attribution rules – e.g. visits from competitor brand terms get 5x credit

Page 57: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Your custom model is ready to be applied across your conversions

Page 58: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013! #GAUC2013!Google Analytics User Conference 2013!

What next?!

Page 59: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Attribution in Google Analytics

Nov 2005

Google Analytics Launch Last-click attribution through goals & e-commerce

Nov 2012

Attribution Modeling Tool open to all! True(r) multi-touch attribution

Oct 2008

Advanced Segments introduced Ability to separate out sessions with & without conversions

Aug 2011

Multi-Channel Funnels Visibility into behaviour pre-last-click. “Basic” attribution.

Page 60: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Attribution in Google Analytics

Jun 2013

What next?

All I want for Christmas (or sooner!): •  Integrate viewthrough data from any ad server •  Multi-device attribution (Universal Analytics!) •  Media mix modeling

Show your support: #iwantmyunicorn #gauc2013

Page 61: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013! #GAUC2013!Google Analytics User Conference 2013!

Now it’s your turn!

Page 62: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

5 things to do today (OK, tomorrow) Define goals & values. (Optional) Implement e-commerce tracking. 1 Select 2 standard models and compare to the last-click model. Which channels are undervalued? And overvalued?

2 Redistribute resources from overvalued to undervalued channels. Test, observe, and refine resource allocation. 3

Experiment with custom models. 4 Last, but definitely not least, integrate attribution model metrics into your reporting framework. 5

Page 63: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

@vinoaj @vinoaj #GAUC2013!Google Analytics User Conference 2013!

Compare: Customer Journey to Online Purchase

http://vnjv.co/amcjtop

Page 64: Multi touch attribution & attribution modeling - GAUC Sydney Melbourne - 2013-06-19-21

#GAUC2013!Google Analytics User Conference 2013!

Thank you! For follow-up questions, I can be reached on:!Vinoaj Vijeyakumaar @vinoaj #iwantmyunicorn #gauc2013 [email protected]

@vinoaj #GAUC2013!Google Analytics User Conference 2013!