Executing and Innovating with an Agile Advanced Analytics ...

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©2021 Georgia-Pacific Consumer Products LP. Proprietary & Confidential. Not to be copied, shared or otherwise distributed to third parties. Distribution, shelving, promotion and pricing are at the sole discretion of the retailer. Executing and Innovating with an Agile Advanced Analytics Capability April 14, 2021 Ali Kefeli, PhD

Transcript of Executing and Innovating with an Agile Advanced Analytics ...

Page 1: Executing and Innovating with an Agile Advanced Analytics ...

©2021 Georgia-Pacific Consumer Products LP. Proprietary & Confidential. Not to be copied, shared or otherwise distributed to third parties.

Distribution, shelving, promotion and pricing are at the sole discretion of the retailer.

Executing and Innovating with an Agile Advanced Analytics Capability

April 14, 2021

Ali Kefeli, PhD

Page 2: Executing and Innovating with an Agile Advanced Analytics ...

©2021 Georgia-Pacific Consumer Products LP. Proprietary & Confidential. Not to be copied, shared or otherwise distributed to third parties.

Distribution, shelving, promotion and pricing are at the sole discretion of the retailer.

Who isGeorgia-PacificConsumer?

Page 3: Executing and Innovating with an Agile Advanced Analytics ...

©2021 Georgia-Pacific Consumer Products LP. Proprietary & Confidential. Not to be copied, shared or otherwise distributed to third parties.

Distribution, shelving, promotion and pricing are at the sole discretion of the retailer.

Fun fact

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©2021 Georgia-Pacific Consumer Products LP. Proprietary & Confidential. Not to be copied, shared or otherwise distributed to third parties.

Distribution, shelving, promotion and pricing are at the sole discretion of the retailer.

A personal journey

Source: https://vimeo.com/20718357

Page 5: Executing and Innovating with an Agile Advanced Analytics ...

©2021 Georgia-Pacific Consumer Products LP. Proprietary & Confidential. Not to be copied, shared or otherwise distributed to third parties.

Distribution, shelving, promotion and pricing are at the sole discretion of the retailer.

“Unfortunately, the road from modeling problems to

influencing organizational decisions is a long one. In many industries, analysts don’t even

have a seat at the table.”

A decade of progress

Source: Prof. Cade Massey of Yale School of Management

New York Times Oct. 2, 2011, Section BU, Page 6 of the New

York edition with the headline: When Data Guys Triumph

Page 6: Executing and Innovating with an Agile Advanced Analytics ...

©2021 Georgia-Pacific Consumer Products LP. Proprietary & Confidential. Not to be copied, shared or otherwise distributed to third parties.

Distribution, shelving, promotion and pricing are at the sole discretion of the retailer.

A gap exists “between the

analytics haves and analytics have-nots.”

The great analytics divide

Source: Retail and Consumer Goods Analytics Study 2017

Survival and growth in this world of the “What-I-want-when-I-want-it” consumer depends squarely on the ability to use insights to improve decision-making.

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©2021 Georgia-Pacific Consumer Products LP. Proprietary & Confidential. Not to be copied, shared or otherwise distributed to third parties.

Distribution, shelving, promotion and pricing are at the sole discretion of the retailer.

• Promo price elasticity

• Base price optimization

• Causal impacts

• Interactions & incrementality

• Promo optimization

• Assortment & portfolio planning

• Media effectiveness & efficiency

• Spend optimization

• Consumer research

• Awareness & equity impacts

Commercial data science COE

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©2021 Georgia-Pacific Consumer Products LP. Proprietary & Confidential. Not to be copied, shared or otherwise distributed to third parties.

Distribution, shelving, promotion and pricing are at the sole discretion of the retailer.

COVID accelerated the rate of change

Before COVID

During COVID

traffic driver

equity driver

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©2021 Georgia-Pacific Consumer Products LP. Proprietary & Confidential. Not to be copied, shared or otherwise distributed to third parties.

Distribution, shelving, promotion and pricing are at the sole discretion of the retailer.

We had to become more agile

Source: https://www.anaconda.com/state-of-data-science-2020

Page 10: Executing and Innovating with an Agile Advanced Analytics ...

©2021 Georgia-Pacific Consumer Products LP. Proprietary & Confidential. Not to be copied, shared or otherwise distributed to third parties.

Distribution, shelving, promotion and pricing are at the sole discretion of the retailer.

Vendors still have a place

Data Assets Tech & Tools

Flex Capacity Capability Building

Page 11: Executing and Innovating with an Agile Advanced Analytics ...

©2021 Georgia-Pacific Consumer Products LP. Proprietary & Confidential. Not to be copied, shared or otherwise distributed to third parties.

Distribution, shelving, promotion and pricing are at the sole discretion of the retailer.

Points on the board

• Transparency

• Benefit of business context

• Objectivity

• Clean data

• Continual reads

• Customizability

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©2021 Georgia-Pacific Consumer Products LP. Proprietary & Confidential. Not to be copied, shared or otherwise distributed to third parties.

Distribution, shelving, promotion and pricing are at the sole discretion of the retailer.

Working with our Retail Partners to Create Value

Source: https://growingupgabel.com/pick-up-groceries/

https://www.supplychainquarterly.com/articles/1419-

how-back-of-mind-backrooms-rob-retailers-of-profits

Page 13: Executing and Innovating with an Agile Advanced Analytics ...

©2021 Georgia-Pacific Consumer Products LP. Proprietary & Confidential. Not to be copied, shared or otherwise distributed to third parties.

Distribution, shelving, promotion and pricing are at the sole discretion of the retailer.

Modelcoordination

Year 1 Year 2 Year 3

Marketing MeasurementModels

A/B Tests - Research

Continual Read ML Models

Page 14: Executing and Innovating with an Agile Advanced Analytics ...

©2021 Georgia-Pacific Consumer Products LP. Proprietary & Confidential. Not to be copied, shared or otherwise distributed to third parties.

Distribution, shelving, promotion and pricing are at the sole discretion of the retailer.

• Marketing ROI = Short Term + Long Term

• Digital Ad space is getting crowded• 60 percent of ads on the internet are not even seen1

• Banner ads click-through rate went from 50 percent 2, to now 0.01 to 0.03 percent3

• “Marketplace” based on bidding

• “Targeting” is key, but comes at a cost

• Gradient Descend vs Global Optimum

An outsider’s view of marketing

1: http://think.storage.googleapis.com/docs/5-factors-of-viewability_infographics.pdf

2: https://www.theatlantic.com/technology/archive/2017/04/the-first-ever-banner-

ad-on-the-web/523728/

3: https://www.smartinsights.com/internet-advertising/internet-advertising-

analytics/display-advertising-clickthrough-rates/

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©2021 Georgia-Pacific Consumer Products LP. Proprietary & Confidential. Not to be copied, shared or otherwise distributed to third parties.

Distribution, shelving, promotion and pricing are at the sole discretion of the retailer.

Data Is Power

Source: https://memegenerator.net/

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©2021 Georgia-Pacific Consumer Products LP. Proprietary & Confidential. Not to be copied, shared or otherwise distributed to third parties.

Distribution, shelving, promotion and pricing are at the sole discretion of the retailer.

With Great Power Comes Great Responsibility

Source: https://memegenerator.net/

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©2021 Georgia-Pacific Consumer Products LP. Proprietary & Confidential. Not to be copied, shared or otherwise distributed to third parties.

Distribution, shelving, promotion and pricing are at the sole discretion of the retailer.

Technical Note on Market Response Curves

• ADBUDG model• Dynamic Model• Negative Binomial etc.

Marketing Effort

Sales

Marketing Effort

Sales

Marketing Effort

Sales

Marketing Effort

Sales

Marketing Effort

Sales

Marketing Effort

Sales

Marketing Effort

Sales

Marketing Effort

Sales

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©2021 Georgia-Pacific Consumer Products LP. Proprietary & Confidential. Not to be copied, shared or otherwise distributed to third parties.

Distribution, shelving, promotion and pricing are at the sole discretion of the retailer.

Data Driven Decision Mindset

Page 19: Executing and Innovating with an Agile Advanced Analytics ...

©2021 Georgia-Pacific Consumer Products LP. Proprietary & Confidential. Not to be copied, shared or otherwise distributed to third parties.

Distribution, shelving, promotion and pricing are at the sole discretion of the retailer.

Thank you!Ali Kefeli, PhD

Head of Data Science and Marketing Analytics

Georgia-Pacific Consumer Business