dara fitzgerald - #measurefest oct13 - attribution with ga

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Attribution with Google Analytics. How to do it… and why you shouldn’t!. Dara Fitzgerald Head of Insight www.freshegg.co.uk @darafitzgerald

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Presentation for MeasureFest about attribution tools available in GA, some general concerns about attribution and how it should be used to inform controlled tests, not as a retrospective tool only. Also focussing on lifetime value of customers (so included retention as well as acquisition)

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Page 1: Dara Fitzgerald - #MeasureFest Oct13 - Attribution with GA

Attribution with Google Analytics.How to do it… and why you shouldn’t!.

Dara FitzgeraldHead of Insightwww.freshegg.co.uk@darafitzgerald

Page 2: Dara Fitzgerald - #MeasureFest Oct13 - Attribution with GA

Multi-session conversion analysis. The tools available.

Page 3: Dara Fitzgerald - #MeasureFest Oct13 - Attribution with GA

The tools available.

• Multi-Channel Funnels

• Attribution Modelling Tool

• Data-Driven Attribution (Premium only)

Page 4: Dara Fitzgerald - #MeasureFest Oct13 - Attribution with GA

Multi-Channel Funnels.

MCF includes assisted conversions metric. 43% of conversions are assisted here.

Page 5: Dara Fitzgerald - #MeasureFest Oct13 - Attribution with GA

Multi-Channel Funnels.

• Conversion tracking required (Goals and/or Ecommerce)

• Ensure correct campaign tagging or the data is meaningless• AdWords auto-tagging

• Manual campaign parameters (URL builder)• utm_source• utm_medium• utm_campaign

• E.g. http://www.abc.com/?utm_source=mailer&utm_medium=email&utm_campaign=sep13

Page 6: Dara Fitzgerald - #MeasureFest Oct13 - Attribution with GA

Multi-Channel Funnels.

Tailored channel groupings

Page 7: Dara Fitzgerald - #MeasureFest Oct13 - Attribution with GA

Multi-Channel Funnels.

Assisted and last are not mutually exclusive!

i.e. channels can assist & close the same conversions

Page 8: Dara Fitzgerald - #MeasureFest Oct13 - Attribution with GA

Multi-Channel Funnels.

AND

Organic true assist

Change to ‘include’ for organic self assist segment

Page 9: Dara Fitzgerald - #MeasureFest Oct13 - Attribution with GA

Multi-Channel Funnels.

Page 10: Dara Fitzgerald - #MeasureFest Oct13 - Attribution with GA

Multi-Channel Funnels. PPC contribution

Page 11: Dara Fitzgerald - #MeasureFest Oct13 - Attribution with GA

Attribution Modelling Tool.

LinearCredit split evenly across the entire conversion path.

Time DecayCredit reduces back from the point of conversion.

Position BasedFirst & last click heavily weighted; remainder split in the middle.

Page 12: Dara Fitzgerald - #MeasureFest Oct13 - Attribution with GA

Attribution Modelling Tool.

Compare up to 3 different models

Page 13: Dara Fitzgerald - #MeasureFest Oct13 - Attribution with GA

Data-Driven Attribution (Premium only).

• Algorithmic models

• Includes non-converting paths

• Transparency for model behaviour

• Channel weights are based on the impact that channel has on conversion probability

• Data from AdWords, GDN, DFA and cost import are available for ROI analysis

Page 14: Dara Fitzgerald - #MeasureFest Oct13 - Attribution with GA

Data-Driven Attribution (Premium only).

Prove value of upper funnel activity

The dash indicates this channel did not appear in this path position

% reflects the overall weighting of a channel at a particular position in the path

Page 15: Dara Fitzgerald - #MeasureFest Oct13 - Attribution with GA

What’s wrong with all this?

Page 16: Dara Fitzgerald - #MeasureFest Oct13 - Attribution with GA

#1. Offline impact.

Online campaign drives awareness

But purchase is completed offline

Attribution =

Page 17: Dara Fitzgerald - #MeasureFest Oct13 - Attribution with GA

#2. Cross-device purchase paths.

A single user…

Browses on mobile en route to work

Compares prices on work PC

Purchases on home laptop

Attribution =

Page 18: Dara Fitzgerald - #MeasureFest Oct13 - Attribution with GA

#3. The big issue.

Display Organic PPC

Point of initial conversion

Acquisition

Email Social Email

It should focus on lifetime value impact.

CRM activity

Attribution focusses on acquisition only. Retention is ignored.

Page 19: Dara Fitzgerald - #MeasureFest Oct13 - Attribution with GA

So, what should we be doing?

Page 20: Dara Fitzgerald - #MeasureFest Oct13 - Attribution with GA

Optimisation through controlled testing.

• Audience profiling, segmentation and conversion path analysis inform tests

• Testing is needed to determine causation. Customers predisposed to purchase need to be separated from incremental effect of advertising

• Attribution tools don’t make decisions; they inform the tests that determine decisions

Page 21: Dara Fitzgerald - #MeasureFest Oct13 - Attribution with GA

Optimisation through controlled testing.

Control Group100,000 visits

Normal exposure100,000 visits

3.0% conversion= £13,000 net profit

2.0% conversion= £100,000 net profit

Net per visit: £1

Test Group100,000 visits

Net per visit: £1.05

Normal exposure90,000 visits (90%)

Test exposure10,000 visits (10%)

2.1% conversion= £94,500 net profit

Net per visit: £1.30

Page 22: Dara Fitzgerald - #MeasureFest Oct13 - Attribution with GA

Optimisation through controlled testing.

• There are considerable challenges to this approach

• Splitting out test and control groups can be difficult and significant samples are required

• The biggest issue is testing the impact of combinations of channels as it is not easily possible to share targeting data across all channels.

• Remember testing should not be confined to acquisition channels but should also apply to retention

Page 23: Dara Fitzgerald - #MeasureFest Oct13 - Attribution with GA

Summary.

Page 24: Dara Fitzgerald - #MeasureFest Oct13 - Attribution with GA

Summary.

• Use MCF to better understand each channel’s role in conversion. Form hypotheses for testing

• Don’t mix different activities together, e.g. email newsletters and sales emails. Customise channel groupings in MCF as much as possible

• Don’t treat all conversions as equal. Look at paths for different conversion types separately

• Split true and self-assists for each channel and look at total channel contribution

• Universal Analytics promises to greatly enhance possibilities for Customer Lifetime Value (CLV) measurement and optimisation

• Run controlled tests to determine incremental value

Page 25: Dara Fitzgerald - #MeasureFest Oct13 - Attribution with GA

Thank You!Dara FitzgeraldHead of Insightwww.freshegg.co.uk@darafitzgerald