leveraging the data science tool-kit to drive customer acquisition, engagement & retention

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[email protected] @thisisbeaker Leveraging the Data Science Tool-kit to Drive Customer Acquisition, Engagement & Retention Mark Beckwith Head of Campaign Management

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Page 1: Leveraging the data science tool-kit to drive customer acquisition, engagement & retention

[email protected]@thisisbeaker

Leveraging the Data Science Tool-kit to Drive Customer Acquisition, Engagement & Retention

Mark BeckwithHead of Campaign Management

Page 2: Leveraging the data science tool-kit to drive customer acquisition, engagement & retention

Some context….

About the FT

– One of the world’s leading business news organisations, is recognised internationally for its authority, integrity and accuracy

– Combined digital and print circulation of 665k

– Mobile drives almost 50% of traffic, 20% of digital subscriptions

– FT education products now serve 37 of the world’s top 50 business schools

About my team

– Sit within a Customer Analytics & Research team of 25

– Six Campaign Analysts, spread across the globe

– Stakeholders include, Marketing (B2C, B2B), Product, Customer Services, Data Technology, Communications, Financial Publishing

– Responsible for the full campaign cycle from a data perspective – from ideas gathering and briefing right through to evaluation and optimisation

About me

– 2.5 years at FT

– 14 years experience in Database Marketing and Analytical roles

Page 3: Leveraging the data science tool-kit to drive customer acquisition, engagement & retention

A bit more context…..FT data

Our data

– Metered access subscription model

– Every user interaction captured = incredibly rich data

– Allows precision targeting of communications with users and subscribers

• Email

• On-site

• Social

• Outbound

• Direct Mail

Page 4: Leveraging the data science tool-kit to drive customer acquisition, engagement & retention

How the team is successful….

Page 5: Leveraging the data science tool-kit to drive customer acquisition, engagement & retention

The benefits of being ‘Data Bilingual’

Page 6: Leveraging the data science tool-kit to drive customer acquisition, engagement & retention

The benefits of being ‘Data Bilingual’

Page 7: Leveraging the data science tool-kit to drive customer acquisition, engagement & retention

Building capability/gaining buy-in…..it’s a journey

From here……

…..to here

The end result

“Having worked alongside with many database teams in the past, working with the team at the Financial Times was an absolute dream. Here was a team who understood exactly what I was trying to achieve and was very motivated to make it happen”

Page 8: Leveraging the data science tool-kit to drive customer acquisition, engagement & retention

Finding the right tools for the job

Page 9: Leveraging the data science tool-kit to drive customer acquisition, engagement & retention

RFV + + ….driving acquisition with propensity modelling

Page 10: Leveraging the data science tool-kit to drive customer acquisition, engagement & retention

…..the outcome (plus the benefits of collaboration)

Page 11: Leveraging the data science tool-kit to drive customer acquisition, engagement & retention

Methods of driving engagement….segmentation

Page 12: Leveraging the data science tool-kit to drive customer acquisition, engagement & retention

Using segmentation in a traditional way…..

Page 13: Leveraging the data science tool-kit to drive customer acquisition, engagement & retention

….and a new approach

Behaviour comes in all shapes and sizes…

Page 14: Leveraging the data science tool-kit to drive customer acquisition, engagement & retention

The components

There are two key components

– Seasonal component

– Trend component

Page 15: Leveraging the data science tool-kit to drive customer acquisition, engagement & retention

Identifying changing behaviour….

Constant trend

Change in trend

‘Break point’ identified

Page 16: Leveraging the data science tool-kit to drive customer acquisition, engagement & retention

…and what is their subsequent behaviour

Page 17: Leveraging the data science tool-kit to drive customer acquisition, engagement & retention

Let the data drive the comms strategy

Page 18: Leveraging the data science tool-kit to drive customer acquisition, engagement & retention

Engagement activities…..onboarding

Page 19: Leveraging the data science tool-kit to drive customer acquisition, engagement & retention

…and some results….

Page 20: Leveraging the data science tool-kit to drive customer acquisition, engagement & retention

Who will stay and who will go?

Model scores drive help determine

– Frequency

– Content

– Send time

Page 21: Leveraging the data science tool-kit to drive customer acquisition, engagement & retention

Looking to the future

Page 22: Leveraging the data science tool-kit to drive customer acquisition, engagement & retention

Do more stuff like this, but quicker…

Page 23: Leveraging the data science tool-kit to drive customer acquisition, engagement & retention

Thank you

Mark BeckwithHead of Campaign Management

[email protected]@thisisbeaker