big data: personalisation for enterprise nicta - dr rami mukhtar

18

Upload: optus-business

Post on 30-Jun-2015

336 views

Category:

Technology


2 download

DESCRIPTION

Over the last decade Internet Properties have become masters of product and service personalisation allowing data to be used to provide a customer experience tailored to the individual. The discovery of these technologies by businesses has fuelled enthusiasm for a Big Data approach and has also presented challenges of multi-channel deployment across traditional and digital channels. In this session, Dr Rami Mukhtar will elaborate on the challenges through a case study, describe techniques available to enterprise, and will address the business constraints to consider.

TRANSCRIPT

Page 1: Big Data: Personalisation for Enterprise NICTA - Dr Rami Mukhtar
Page 2: Big Data: Personalisation for Enterprise NICTA - Dr Rami Mukhtar

Dr Rami Mukhtar

Big Data:

Personalisation

for Enterprise Ambiata.com

Page 3: Big Data: Personalisation for Enterprise NICTA - Dr Rami Mukhtar

What is

personalisation?

Page 4: Big Data: Personalisation for Enterprise NICTA - Dr Rami Mukhtar

Personalisation: my search engine

Page 5: Big Data: Personalisation for Enterprise NICTA - Dr Rami Mukhtar

Personalisation: my e-tailer

5

Page 6: Big Data: Personalisation for Enterprise NICTA - Dr Rami Mukhtar

Why is

enterprise so far

behind?

Page 7: Big Data: Personalisation for Enterprise NICTA - Dr Rami Mukhtar

Selling butter

Page 8: Big Data: Personalisation for Enterprise NICTA - Dr Rami Mukhtar

Progress?

Page 9: Big Data: Personalisation for Enterprise NICTA - Dr Rami Mukhtar

Solution: contextual marketing?

Marketing Innovation + Segmentation = Targeting

Page 10: Big Data: Personalisation for Enterprise NICTA - Dr Rami Mukhtar

The reality

Contextual marketing: manual and coarse

A/B

Testing Live Campaign

Go

Live?

Innovation Launch Try Again

Page 11: Big Data: Personalisation for Enterprise NICTA - Dr Rami Mukhtar

What goes wrong?

Sat 11:00 am

Thu 10:00 pm

✓ ✗

2104

2026

Page 12: Big Data: Personalisation for Enterprise NICTA - Dr Rami Mukhtar

What goes wrong?

✗ Not Relevant! Nespresso Boutique Bondi Junction

Page 13: Big Data: Personalisation for Enterprise NICTA - Dr Rami Mukhtar

Reality: consumers today

Consumer

Real-time

influence

External

unpredictable

Real-time

Personalisation

Segmentation

Page 14: Big Data: Personalisation for Enterprise NICTA - Dr Rami Mukhtar

Big Data

Web Logs

Smartphone

Telemetry

POS

External Data

Machine to

Machine

Inventory

systems

Loyalty Data

Inventory

systems

Coarse

Static

Expensive

Page 15: Big Data: Personalisation for Enterprise NICTA - Dr Rami Mukhtar

Features

Free Text Transactional Mobile Web

•Topics

•Sentiment

•Measure

statistics

•Entity

relationships

•Behaviour

•Location entity

statistics

•Browsing

behavior

•Dwell times

•Conversion

statistics

Page 16: Big Data: Personalisation for Enterprise NICTA - Dr Rami Mukhtar

Machine learning

100,000’s +

variables

Source Assets

Signal

Extraction

Customer

Modeling

Customer Context/

Behaviour Segment of one

Page 17: Big Data: Personalisation for Enterprise NICTA - Dr Rami Mukhtar

Marketing with Machine Learning

Hosted

Personalization

Service

Marketing

Innovation

1:1 out

1:1 out

1:1 offers

Source Assets

Data in

Page 18: Big Data: Personalisation for Enterprise NICTA - Dr Rami Mukhtar

Is your enterprise ready?

Have source data assets plumbed?

Channels support automated decisioning?

Have change management in place to deploy?