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© 2019 eMarketer Inc. Getting Smart About AI: Five Best Practices for Diving In Victoria Petrock Principal Analyst February 21, 2019

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Page 1: Getting Smart About AI - eMarketer...© 2019 eMarketer Inc. Key Questions: How are marketers currently using AI? What resources are available to help you get started? What should you

© 2019 eMarketer Inc.

Getting Smart About AI: Five Best Practices for Diving In

Victoria PetrockPrincipal Analyst

February 21, 2019

Page 2: Getting Smart About AI - eMarketer...© 2019 eMarketer Inc. Key Questions: How are marketers currently using AI? What resources are available to help you get started? What should you

© 2019 eMarketer Inc.

Key Questions:

How are marketers currently using AI?What resources are available to help

you get started?What should you be thinking about to

position your project for success?

Page 3: Getting Smart About AI - eMarketer...© 2019 eMarketer Inc. Key Questions: How are marketers currently using AI? What resources are available to help you get started? What should you

© 2019 eMarketer Inc.

What is Ar tificial Intelligence?

The ability of machines to emulate human thinking, reasoning and decision-making

Page 4: Getting Smart About AI - eMarketer...© 2019 eMarketer Inc. Key Questions: How are marketers currently using AI? What resources are available to help you get started? What should you

© 2019 eMarketer Inc.

AI is a catch-all for many different things

Natural language processing

Recommender systems

Computer visionNatural language generation

Neural networks

Deep learningMachine learning Virtual digital

assistants

Predictive analytics

Robotic process automation

Page 5: Getting Smart About AI - eMarketer...© 2019 eMarketer Inc. Key Questions: How are marketers currently using AI? What resources are available to help you get started? What should you

© 2019 eMarketer Inc.

$5.4

$105.8

2017 2025

Worldwide market for AI software ($ billions)

Business leaders worldwide are bullish about AI

Source: Tractica, 2018

Page 6: Getting Smart About AI - eMarketer...© 2019 eMarketer Inc. Key Questions: How are marketers currently using AI? What resources are available to help you get started? What should you

© 2019 eMarketer Inc.

69%

84%

86%

90%

0% 20% 40% 60% 80% 100%

Job creation

Innovation

Productivity

Growth

Series 1They believe AI will have a positive effect on business operations

Source: Economist Intelligence Unit, 2018

Page 7: Getting Smart About AI - eMarketer...© 2019 eMarketer Inc. Key Questions: How are marketers currently using AI? What resources are available to help you get started? What should you

© 2019 eMarketer Inc.

Marketers are using AI for four core activities

Segmentation

Messaging

Media activation

Analytics

Page 8: Getting Smart About AI - eMarketer...© 2019 eMarketer Inc. Key Questions: How are marketers currently using AI? What resources are available to help you get started? What should you

© 2019 eMarketer Inc.

No. 1: Define the problem first

Know what AI can and cannot do

Clearly define goals

Don’t try to do too much

Link AI to business outcomes

Create a clear strategy and road map

Image Credit: geralt/Pixabay.com

Page 9: Getting Smart About AI - eMarketer...© 2019 eMarketer Inc. Key Questions: How are marketers currently using AI? What resources are available to help you get started? What should you

© 2019 eMarketer Inc.

43%Professionals who said lack of clear strategy was a top barrier to AI adoption:

Source: McKinsey, 2018

Just 18% said they had clear strategies in place

Page 10: Getting Smart About AI - eMarketer...© 2019 eMarketer Inc. Key Questions: How are marketers currently using AI? What resources are available to help you get started? What should you

© 2019 eMarketer Inc.

“If you can’t clearly define the problem, you shouldn’t even be starting.”

Page 11: Getting Smart About AI - eMarketer...© 2019 eMarketer Inc. Key Questions: How are marketers currently using AI? What resources are available to help you get started? What should you

© 2019 eMarketer Inc.

No. 2: Pick the best tools for the job

Open-source, low-level machine-learning frameworks

Higher-level commercial applications

Point and turnkey solutions

Software development platforms and application programming interfaces (APIs)

Page 12: Getting Smart About AI - eMarketer...© 2019 eMarketer Inc. Key Questions: How are marketers currently using AI? What resources are available to help you get started? What should you

© 2019 eMarketer Inc.

There are many routes to AI

Build in-house capabilities

Buy or license from third parties

Partner with academia or businesses

Acquire companies

Crowdsource AI capabilities

Page 13: Getting Smart About AI - eMarketer...© 2019 eMarketer Inc. Key Questions: How are marketers currently using AI? What resources are available to help you get started? What should you

© 2019 eMarketer Inc.

Top 3 things tech professionals are doing to get started with AI

Learning from early adopters

30%

Seeking advice from third parties

Training existing staff

26% 23%

Source: UBM Technology Group, 2018

Page 14: Getting Smart About AI - eMarketer...© 2019 eMarketer Inc. Key Questions: How are marketers currently using AI? What resources are available to help you get started? What should you

© 2019 eMarketer Inc.

“Generally speaking, you’ll need a mix of three sets of skills: People who have AI product knowledge, businesspeople with marketing expertise and data engineers.”

No. 3: Assemble the right team

Page 15: Getting Smart About AI - eMarketer...© 2019 eMarketer Inc. Key Questions: How are marketers currently using AI? What resources are available to help you get started? What should you

© 2019 eMarketer Inc.

There’s currently a severe shortage of AI talent

Data scientists

Data engineers

AI researchers

Software developers

UE designers

Change management experts

Page 16: Getting Smart About AI - eMarketer...© 2019 eMarketer Inc. Key Questions: How are marketers currently using AI? What resources are available to help you get started? What should you

© 2019 eMarketer Inc.

No. 4: Bring the right data together

Image Credit: geralt/Pixabay.com

Break down data silosFind the right dataEnsure data is cleanPut proper consents in

place

Page 17: Getting Smart About AI - eMarketer...© 2019 eMarketer Inc. Key Questions: How are marketers currently using AI? What resources are available to help you get started? What should you

© 2019 eMarketer Inc.

15

12

10

0 5 10 15 20

2019

2018

2017

Series 1Average number of data sources used:Marketers are using more data than ever

Source: Salesforce, 2018

Page 18: Getting Smart About AI - eMarketer...© 2019 eMarketer Inc. Key Questions: How are marketers currently using AI? What resources are available to help you get started? What should you

© 2019 eMarketer Inc.

Data silos are a huge problemfor many companies

Breaking down these silos and improving the data flow are just as important as having the right data.

Page 19: Getting Smart About AI - eMarketer...© 2019 eMarketer Inc. Key Questions: How are marketers currently using AI? What resources are available to help you get started? What should you

© 2019 eMarketer Inc.

“There’s a phrase, ‘think big, start small, act fast,’ and there’s a good start in using the data you already have.”

But don’t wait for your data to be perfect

Page 20: Getting Smart About AI - eMarketer...© 2019 eMarketer Inc. Key Questions: How are marketers currently using AI? What resources are available to help you get started? What should you

© 2019 eMarketer Inc.

No. 5: Future-proof the system

Cultivate C-level support

Maintain ethics and transparency

Carefully manage change

Develop meaningful measurement

Budget for trial and error

Evolve with the times

Page 21: Getting Smart About AI - eMarketer...© 2019 eMarketer Inc. Key Questions: How are marketers currently using AI? What resources are available to help you get started? What should you

© 2019 eMarketer Inc.

Key TakeawaysThe AI ecosystem is dizzyingly complexWithout humans, there is no AISuccessful projects require top-level supportAI experts are in short supply

It’s getting easier to work with AI dataTransparency and ethics are critical

AI projects require continuous care and feeding