your data is screaming at you. uncover the science of retail

19
Your Data is Screaming at You.

Upload: celect

Post on 16-Jan-2017

464 views

Category:

Retail


0 download

TRANSCRIPT

Your Data is Screaming at You.

Speakers

Todd HarrisDirector of Marketing

© 2015 Celect, Inc. All Rights Reserved.2

Vivek FariasCTO, Co-founder

Agenda

• An Intro to Celect• Current State of Retail• Why Comparisons and Choice Matters• Demo Scenario

© 2015 Celect, Inc. All Rights Reserved.3

An Intro to Celect

• Who we are‒ Predictive analytics platform focused on the

retail sector‒ Based in Boston, MA‒ Venture-backed, founded by two tenured

MIT Professors

• Awards & Recognitions‒ DEMO Fall 2014 – DEMO God Winner‒ MIT Computer Science and Artificial

Intelligence (CSAIL) Top 50 Greatest Innovations

© 2015 Celect, Inc. All Rights Reserved.4

Predictive Analytics Solutions for Retail

© 2015 Celect, Inc. All Rights Reserved.5

Right product in the right place at the right time across all channels.

Current State of Retail

• Retailers are awash in data‒ Inventory, PoS, browse history, transaction logs, etc

• Online / offline are blurring‒ Merchants often have responsibility for both online and in-store

• Merchants, buyers, planners under pressure to be smarter with allocations and forecasting

© 2015 Celect, Inc. All Rights Reserved.6

Do These Concepts Still Hold Up?

© 2015 Celect, Inc. All Rights Reserved.7

I like blue, so my customers will like blue also.

We sold 100 droids two years ago, 200 last year,so will forecast 300 for this year.NO

There’s a Better Way.

• Use the data you already have‒ Leverage predictive analytics to make better,

more informed decisions‒ Supplement your experiences, knowledge, and

intuition

• Realize one size doesn’t fit all• Understand choice – products interact

and influence each other

© 2015 Celect, Inc. All Rights Reserved.8

An Important Question

© 2015 Celect, Inc. All Rights Reserved.9

An Important Question

Comparisons are eas(ier) …

… but also, comparisons are everywhere.

© 2015 Celect, Inc. All Rights Reserved.10

Comparisons Are Everywhere

© 2015 Celect, Inc. All Rights Reserved.11

Traditional Reviews: Peter prefers Tamarind to Cafe Boulud

PeterG.

PeterG.’sProfile

AboutPeterG.

Peter G.

Comparisons Are Everywhere

12

Click Stream Data

© 2015 Celect, Inc. All Rights Reserved.

Comparisons Are Everywhere

13

Click Stream Data: Vinay is more in the mood for The Expendables 3 vs. Cosmos or The Bank Job or ... ?

© 2015 Celect, Inc. All Rights Reserved.

Comparisons Are Everywhere

© 2015 Celect, Inc. All Rights Reserved.14

(Brick and Mortar) Retail Data

Comparisons Are Everywhere

15

(Brick and Mortar) Retail Data: I prefer Neutrogenato Dove, and Aveeno, and …

© 2015 Celect, Inc. All Rights Reserved.

Demo Scenario

• Mid-Size Retailer • Task

‒ Optimize assortment using our approach to learn choice patterns at individual stores

• Data‒ In-store inventory and transactions over time‒ Online browse / transactions

• Controlled experiment at 10 representative stores

16 © 2015 Celect, Inc. All Rights Reserved.

Demo!

© 2015 Celect, Inc. All Rights Reserved.17

Demo Summary

• Celect modifiers were applied to a limited portion of each test store

• Adjusting against control stores and for trailing 6-wk trends:‒ Celect modified departments yielded an incremental 6.65% increase in

revenue‒ We predicted 6.43%, so our performance is predictable

• Test stores in total yielded an incremental 2.98% increase in revenue potentially due to positive spillover effects of a better assorted store

© 2015 Celect, Inc. All Rights Reserved.18

Thank you!

© 2015 Celect, Inc. All Rights Reserved.19

Visit blog.celect.com

Follow us on Twitter! @celect