optimisation is the new black
TRANSCRIPT
Optimisation
is the new black.
DIGITAL EXPRESSO | NOVEMBER 2016
“Optimisation… is the new black” | Forbes Magazine 2015
DIGITAL EXPRESSO | NOVEMBER 2016
“Math… is the new black” | Econsultancy 2013
DIGITAL EXPRESSO | NOVEMBER 2016
“Content… is the new black” | Content Marketing Institute
2011
DIGITAL EXPRESSO | NOVEMBER 2016
“Big Data… is the new black” | Said everyone 2013
DIGITAL EXPRESSO | NOVEMBER 2016
“Mobile… is the new black” | Everyone still saying
DIGITAL EXPRESSO | NOVEMBER 2016
“[Insert Buzzword]… is the new black” | In this industry there’s
always a new black.
DIGITAL EXPRESSO | NOVEMBER 2016
An act, process, or methodology of making something (as a design, system, or decision) as fully perfect, functional, or effective as possible; specifically : the mathematical procedures (as finding the maximum of a function) involved in this.SOURCE: www.merriam-webster.com/dictionary/optimization
Optimisation: [op-tuh-muh-zey-shuh n]
DIGITAL EXPRESSO | NOVEMBER 2016
We see there being two distinct kinds of digital optimisation:
Optimisation through Testing
vs.
1.
AX Y X
show
they did
Optimisation through
Personalisation
2.
DIGITAL EXPRESSO | NOVEMBER 2016
What we’re talking about
today:
AX Y X
show
they did
Optimisation through
Personalisation
2.
DIGITAL EXPRESSO | NOVEMBER 2016
Personalisation is all about
relevance.
what you want to say
what they’re interested in
Relevance
DIGITAL EXPRESSO | NOVEMBER 2016
And it’s easy right?
DIGITAL EXPRESSO | NOVEMBER 2016
We’ve got the…
DIGITAL EXPRESSO | NOVEMBER 2016
So why are we struggling?We think there are two key reasons why.
DIGITAL EXPRESSO | NOVEMBER 2016
Which makes governing the digital experience difficult and limits the depth that we can personalise.
1#The majority of tools are rule-based.
DIGITAL EXPRESSO | NOVEMBER 2016
It’s a mapping exercise.Where does this need to happen?
Where
Homepage, Category page, Product pages
What is the single most distinguishing factor about the audience?
Audience
Prospect
What other things can digital tell us about this audience to paint a clearer picture of their needs?
Attribute 1 Attribute 2
Life Stage (single)
Age range (20-30)
What digital information can the website gather to understand what the audience is trying to achieve?
Scenario
Looked at a credit card 3 times in the last 5 days
If a person demonstrating this intent walked into a branch, what would the customer service rep do/say?
Business Rule
Re-assure with brand and product value proposition
What is the digital version of this? What needs to change on the site to deliver on the business rule?
What
Change tag lines in relation to Life Stage and Age Range
Audience Attribute 1 Attribute 2 Scenario Business Rule What Where
DIGITAL EXPRESSO | NOVEMBER 2016
Audience segmentation can make rule based get big
fast…
16 Geotribes9 life stages2 genders8 age ranges5 defection scores
11,520 combinations
=
DIGITAL EXPRESSO | NOVEMBER 2016
DIGITAL EXPRESSO | NOVEMBER 2016
So it gets put in the too hard basket…
DIGITAL EXPRESSO | NOVEMBER 2016
What needs to happen to help deliver personalisation with more complex audience
segments?
DIGITAL EXPRESSO | NOVEMBER 2016
Automation.
Advanced machine learning algorithms.
Automated personalisation uses visitor data to match the most relevant experience with a given visitor (basically “letting the machine do it for you”).
It’s really useful when you are not sure which rules are most effective – so its solves that ROI problem. Over time, the algorithm learns to predict the most effective ‘thing’, for example content to achieve your goal.
This is what the tech giants use to personalise the digital experience. Think Facebook, Netflix and Amazon – in fact Amazon originates 35% of sales through it’s automated personalisation strategy.
DIGITAL EXPRESSO | NOVEMBER 2016
Are there any Australian brands playing in this space?
DIGITAL EXPRESSO | NOVEMBER 2016
Australia Post saw a 35% uplift in conversions using automated personalisation.
It’s a big risk to dedicate resources and budget to automated personalisation experiments.
We helped Australia Post engineer a test to determine if automated personalisation would work better than rule-based.
The automation experiment used a random forest algorithm to determine the best content to show a visitor based on their behavior.
The test proved that automated personalisation did in fact drive better and faster results than rule-based automation – resulting in a 35% uplift against the control.
We are now helping Australia Post scale-up automated personalisation across the wider business.
DIGITAL EXPRESSO | NOVEMBER 2016
Should all Australian brands roll out automated personalisation?
DIGITAL EXPRESSO | NOVEMBER 2016
Automation can be costly and resource heavy – and probably not a viable option for every day
Australian brands just yet.
=
DIGITAL EXPRESSO | NOVEMBER 2016
So our advice, if you are tackling personalisation is to start simple.
DIGITAL EXPRESSO | NOVEMBER 2016
Start here.
SOURCE: HUGE INC.
Business rules-based logic. Manage the process between rule-based logic and algorithmic includes operations, analytics, content and testing.
Machine-based, algorithmic learning to make personalised recommendations.
DIGITAL EXPRESSO | NOVEMBER 2016
Just pick 1 audience. Pick one scenario, for example Repeat Customers.
Lets not make this too big – we don’t want to build 11500 variations to start with.
DIGITAL EXPRESSO | NOVEMBER 2016
Do we know:• what they just looked at?• if they abandoned something?• what they bought last?
Don’t over complicate it. A lot of the time, people jump to the end goal – the vision, and that’s when it’ll get complex.
Start with the most
differentiating thing you know about a visitor.
DIGITAL EXPRESSO | NOVEMBER 2016
Companies are not ready to invest in the people power needed to run personalisation.
2#
DIGITAL EXPRESSO | NOVEMBER 2016
A typical adoption
curve.
DIGITAL EXPRESSO | NOVEMBER 2016
What makes a difference?
People.
DIGITAL EXPRESSO | NOVEMBER 2016
“Technology, data, strategy. These are necessary elements to make personalisation function…
DIGITAL EXPRESSO | NOVEMBER 2016
But people — the importance placed on developing and enabling talent in your marketing organisation — they are what make personalisation thrive and succeed.”
-SOURCE: SCOTT BRINKER
DIGITAL EXPRESSO | NOVEMBER 2016
To succeed there must be a willingness from stakeholders and management, giving
permission for teams to try and fail (and oodles of platform training).
‘Doh!’ ‘’Whoops!’ ‘Darn it!’
DIGITAL EXPRESSO | NOVEMBER 2016
“Optimisation… is the new black” | Digital Balance 2016
DIGITAL EXPRESSO | NOVEMBER 2016
Start here.
SOURCE: HUGE INC.
Business rules-based logic.
DIGITAL EXPRESSO | NOVEMBER 2016
Thank you.www.digitalbalance.com.au
Digital Balance Melbourne +61 3 9020 7340 Perth +61 8 9227 8073 [email protected]