This webinar is being recorded -...

Preview:

Citation preview

1

This webinar is being recorded

PREDICTIVE ANALYTICS 101:

Private and Confidential. Property of Whereoware, LLC.

WHAT, WHEN, AND HOW?

#WOWWEBINAR

22

Business Analyst

Whereoware

BRYAN SAUKA

MEET THE SPEAKERS

VP, Product

Big Squid

NICK MAGNUSON

33

ABOUT WHEREOWARE

• 19 years of experience

• Personalized websites

• Email campaigns

• Cloud based solutions

• Mobile applications

• Data integration

• Analytics

• SEO/PPC

4

5

6

8

PREDICTIVEANALYTICS

99

PREDICT.

DON’T REACT

1010

Marketing Analyst

Whereoware

BRYAN SAUKA

MEET THE SPEAKERS

VP, Product

Big Squid

NICK MAGNUSON

“Nearly 50% of CMOs who used marketing intelligence experienced improved customer

satisfaction”

- Forrester Consulting, 2017

1111

WHAT IS PREDICTIVE ANALYTICS

COMMUNICATION

STATISTICALMODEL

CONSUMERBEHAVOIR

MACHINELEARNING

PATTERNS

SCORING

VISUALIZATION

PREDICTIVEBEHAVOIR

DECISIONMAKING

PREDICTIVEANALYTICS

Source: NextUser

1212

35% of what consumers purchase on Amazon

and 75% of what they watch on Netflix come from product recommendations

- McKinsey

1313

WHY IS PREDICTIVE ANALYTICS IMPORTANT?

Organizations are turning to predictive analytics to help solve difficult problems and uncover new

opportunities. Common uses include:

DETECING FRAUD OPTIMIZING MARKETING CAMPAIGNS

IMPROVING OPERATIONS

REDUCING RISK

14

ANALYTICS:THE

EVOLUTION

1515

THE ANALYTICS VALUE JOURNEY

1616

DESCRIPTIVE

1717

GUESSING BASED ON THE DATA

LEAD SCORING A/B TESTING

1818

DATA SCIENTISTS ONLY

1919

2020

ENHANCE AND SCALE

2121

DATA SCIENTISTS NO MORE

22

GETTING STARTED

2323

1. DEFINE YOUR OBJECTIVE

02

04

06

What are your initial ideas about the objective?

INITIAL IDEAS

What do you want to understand and predict?UNDERSTAND AND PREDICT

DRIVEN BY INSIGHTS

01

03

05

What do you want to know about the future based

on the past?

FUTURE BASED ON PAST

What will be done with the predictions?

USE OF PREDICTIONS

What actions will be taken?NOW WHAT

What decisions will be driven by the insights?

2424

2. GATHER, DEFINE, AND CLEANSE YOUR DATA

Gather + Store Data Visualize DataDefine + Cleanse Data

2525

GATHER YOUR DATA

• Transactional Systems

• Sensor Data

• Third-party Information

• Call Center Notes

• Web Logs

• Data integration

• Analytics

2626

DEFINE YOUR DATA

What are the data sources?

What are the unique ID’s from each source?

How can these ID’s link the multiple data sources?

2727

CLEANSE YOUR DATA

2828

CLEANSE YOUR DATA

VLOOKUPManual

Prone to ErrorsInvested Time: Days

DOMOAutomated

AccurateInvested Time: Minutes

2929

3. BUILD, TEST, & DEPLOY THE MODEL

DATA ANALYST IT SUPPORT

BUSINESS ANALYST

3030

BUILDING PREDICTIVE MODELS

3131

OUT OF THE BOX PREDICTIVE PLATFORMS

Actionable insights for optimized customer

journeys and behavior-triggered touches

3232

MAXIMIZE YOUR DATA AND ANALYTICS INVESTMENTS

3333

VERTICAL AND ROLE SPECIFIC DATA SOURCES

3434

4. PUT THE MODEL TO WORK

CASE STUDY

3535

DETERMINE CHALLENGE

Identify + re-engage “at-risk” customers (likely to churn).

3636

DATA DEEP DIVE

3737

WHAT PREDICTIONS CAN BE MADE?

PREDICTIVE CHURN MODEL

3838

VISUALIZE + ACT ON THE DATA

3939

VISUALIZE + ACT ON THE DATA

• VISITATION

• DATA

• PURCHASE

• BEHAVIOR +

• PRODUCT DATA

• SPOTLIGHT

• DATA• GOOGLE

• ANALYTICS

• API – Update Recipient Call

• SPOP

• CONNECTOR

4040

MEET END GOAL

It’s been a while…Save 20% with coupon code 123

Personalized website banner

4141

LESSONS LEARNED

Define your objective Gather, define, & clean your data Build, test, & deploy your model Put it to use – start predicting instead of

reacting!

4242

SPECIAL OFFERS

WHEREOWARE

Free 30 minute consult with the customer insights team

BIG SQUID

Free Machine Learning Lab - Build a personalized automated machine learning roadmap with our data science experts

43

THANKS FOR WATCHING!

14399 Penrose Pl #450Chantilly, VA 20151

Contact us:

facebook.com/whereoware

@whereoware

Follow us on:

info@Whereoware.com

(877) 521-7448

Stay tuned for our next webinar: May 23 11 AM EST on Modular Email!

Recommended