Why Machines May Soon Predict What You Want To Buy Before You Do!
Most marketers understand the capacity for data to provide insights into customer behaviour and to help gently nudge the buyer toward the right (or at least preferred) outcome.
For many omnichannel retailers though the lag between purchase and delivery remains a blot on the customer experience. How much easier would it be if the analytics allowed us to identify a shopper before they knew they were going to buy a product so we could start shipping it to them early?
Welcome to the era of pre-emptive shopping. The principle sounds simple enough.
“The idea is that we start moving items towards the potential customers so that when they actually make purchase the item is closer to them and they receive it faster,” said Igor Elbert, data scientist for Gilt Groupe (pictured below).
Before you get too excited though, it’s probably best to recognise that it’s more difficult than it sounds, and it doesn’t sound easy.
According to Elbert, “pre-emptive shipping is hard, especially in our scenario when we often do not have historical sales data for the fashion items we sell. We don’t claim to be able to algorithmically predict what is going to be popular in fashion, our human experts are much better at it”.
Instead the company uses historical data to anticipate demand for a particular product in certain geo-areas based on product attributes, overall demand estimation, and, for instance, by the way the product will be presented on the website.
The biggest challenges, he said, are data quality/availability and volatility of the fashion trends.
“I cannot impose a ‘little black dress’ on someone but I can strive to bring it as close to them as possible so if they really want it they will get it faster.”
Elbert said that in the future companies like his will send trucks with merchandise into areas with high anticipated demand, creating ‘distributed warehousing’.
It’s a back-to-the-future scenario – travelling salesmen armed with predictive analytics and logistical support.
“As usual in these cases, the more data the better, but it’s the quality of the data that matters the most. For example, product attributes (such as colour, material, category and size) are very important so we need to make sure they are encoded in a way our models can use them. I’m talking about our predictive models here, of course.”
To help it make decisions the company uses the Teradata Aster distributed database, which simplifies data preparation and analysis. “It has data-mining tools built-in which comes in handy when I need to train the model on very large datasets.”
Gilt also uses crowd sourcing to get inside the mind of potential buyers.
“Mechanical Turk is an Amazon-built platform that allows using the crowd (aka ‘turkers’) for tasks that are difficult for artificial intelligence (AI). We don’t use turkers to ‘review’ clothes, we just ask their subjective opinion: is this dress pretty? Do you think it is going to be popular? For which occasion would you recommend this dress?”
Turkers are also effective in enriching product data (classify a dress neckline) and quality assurance (make sure that image matches the product description), he says. “We do get a bad submission once in a while but with several turkers per task the results are usually pretty good.
We spot the turkers that have a knack for our tasks and encourage them to work with us more,” he said.
This story originally appeared at www.which-50.com
Latest News
Choose A Path Less Trodden This Cannes In Cairns
Don’t be basic. Think creatively and you shall reap the benefits of Cannes in Cairns. “We want brands!” “We want the CMOs!” We heard you and we acted. The content slate at this year’s Cannes in Cairns, presented by Pinterest, is packed to the rafters with some epic brands and top marketing talent. But that’s […]
Cannes In Cairns MC Keeva Stratton Shares Her Top Session Picks
Self-professed nerd and one of four top Cannes in Cairns, presented by Pinterest MCs, Keeva Stratton has a front-row seat to some fascinating minds and fierce debates. But who should you put on your must-see, must-hear list? Here, B&T grabs five with the Quip agency founder, who will be helming the lecture in the Rainforest […]
Here Are The Agencies That Made AFR’s Best Places To Work List And What The Industry Can Learn From Them
Did your office not make the list? Make sure your boss shouts at least two schooners at office drinks come Friday.
Get Ready, B&T’s Best Of The Best Is Back With The Top Holding Company Executive Leaders – Creative!
Want to know who the Grandest of the Grand Poobahs in the industry are? Look no further than this exhaustive list.
How A Glittering Campaign Helped The Australian Museum Sell 400,000 Tickets
B&T thoroughly enjoyed the Ramses exhibition at The Australian Museum, despite thinking we were going to the Archibald.
TV Ratings (30/04/2024): A “Shoey” Straight From A Fish’s Mouth Launches The Cheap Seats Into 2024
Last night's TV saw horny farmers beat Lego nerds, who beat fame-obsessed home cooks, who beat a chap with a large fish.
Spotlight Extends Partnership With Starlight Children’s Foundation
B&T always happy to promote the excellent work of the Starlight Foundation. Less so the Starfish Fanciers Foundation.
Amazon’s Advertising Quarterly Revenue Soars To $11.8bn
There are so many Amazon couriers visiting B&T headquarters at the moment our office dog doesn't know who to maul first.
VML Wellington Welcomes Jacob McGregor As Pou Ārahi Māori
McGregor set to lead cultural competency and safety at VML Wellington in important new gig.
“They Grow Up So Fast”: Simon Fowler On Five Years Of ABEL
Abel's CEO talks lessons learned from the agency's first five years. Including staff nicking all the Nespresso capsules.
Kyle & Jackie O Urge Melbourne To Pick A Side
Who can stop Kyle & Jackie O's indelible march into Melbourne radio? Is Peter 'Moony' Moon waiting by the phone?
Future & Taika Waititi Feature In Striking New Global Belvedere Campaign
Not only does drinking vodka make you cool like these dudes, it also has great weight loss properties for the bone idle.
The Fall Of Bonza: A Case Study In How To, And Not To, React In A Crisis
Does the collapse of yet another budget airline hark back to a gentler time of 17 hours spent on a Greyhound bus?
Opinion: Agencies, Be Unique – Stop Using The Word “Unique!”
Trinity P3's Ellie Angell says agencies are overusing the word unique. You could add omnichannel & holisitic to that.
Ex Marketing & Advertising Exec Releases Melanoma Memoir
Ex-adlander Anne Gately has penned a tome to skin cancer. Which is a handy reminder to check your moles, people.
Mamamia Appoint Danni Wright As New Head Of Strategy
Danni Wright takes up Mamamia's strategy reins with a feng shui expert called over positioning of office chaise lounge.
From The Bureau: Championing Competency & Cross-Industry Collaboration
The IAB's Jonas Jaanimagi calls for more specialisation in adtech. Meaning you'll understand it less than you already do.
Rumble Nabs Renee Park From Cutting Edge
Rumble has recruited Renee Park as one of its new sound designers. And it's only right to make some noise about it.
iD Collective Teams Up With City Of Parramatta To Amp Up NRL Fan Experience
Adland's often lampooned for never going further west than Surry Hills. So this Parramatta news is welcome indeed.
Slew Of New Hires At The Company We Keep
The Company We Keep announces new hires. Here's hoping it doesn't impact the RBA's interest rate decision.
UnDigital Announces Brand Refresh Helping Clients Achieve More Than 600% Sales Increase
Warning - this headline comes with some obscene bragging. Much like the B&T editor's 5/8 in the weekend footy tipping.
Microsoft Advertising: “We Make The Complicated Simple”
Microsoft ads wants to make the complicated simple. The total opposite to Korean restaurant menus & the recent Yes vote.
TV Ratings 29/4/24: Farmer Wants A Wife And Lego Masters Lock Horns In Overnight’s Battle
Who won the battle of the big guns - Lego or Farmer Wants A Wife? One thing's for sure, it wasn't Great Train Journeys.
Nielsen Data Reveals Brands Spending Big To Attract Aussie Tourists
Nielsen Ad Intel data has revealed that the travel and tourism industry spent more than $153 million on advertising in Australia in Q1, 2024 – an increase of 8 per cent from the previous quarter, with TripADeal the biggest spender, followed by Virgin Australia, then the Flight Centre-owned Ignite Travel. As many Australians return from […]
IAS Awarded New Responsible AI Certification From Trustarc
Integral Ad Science tossing up over the mahogany or teak frame after being awarded TRUSTe Responsible AI Certification.
AWARD Calls For Hall Of Fame Nominations
B&T's noms for AWARD Hall of Famer includes Louis The Fly, Chums' talking Scottie dog & Mumbrella's coke dealer.
Havas Red Wins PagerDuty PR Account
Havas Red wins PagerDuty's PR. And judging by B&T having to Google PagerDuty, it could probably do with some help.
ACA Poised To Release Results Of 2023 Create Space Census
The Advertising Council unveils date for its census results. Hey, why not coincide it with an office lamington drive?
Why Fear Is Essential To Fernando Machado’s Creativity
If there's anyone B&T loves to chat to, it's fabled marketer Fernando Machado. Although the 5am time difference sucks.
Superdry Drafts AFL’s Patrick Lipinski For New Campaign
B&T fast regretting that poncho we just bought, as it appears the puffer jacket returns as winter's hottest trend.
Elon Musk vs eSafety: Legal Experts Warn That ‘Rogue Operators’ Like X Are Unlikely To Win Federal Court Battle
If this legal stoush boils down to who can afford the better lawyers, B&T's backing Mr Musk every single time.
Amy Poehler Presents First Look At Inside Out 2 At Vivid Sydney 2024
Vivid isn't about freezing your arse off while looking at lights on a wall, as you'll learn with this Amy Poehler news.
Mutinex Launches DataOS Improving Data Warehousing & Quality For MMM Marketers
Work in marketing? Does your data warehousing resemble a teenager's bedroom? Here's a Marie Kondo-approved read.
IMAA Celebrates Three Years Of Group Trade Credit Insurance Deal
Are you a struggling indie? Thinking of firebombing the building for the insurance money? IMAA has you covered here.
Adam Sandler Seemingly ‘Slams’ Ukraine In Pro-Kremlin Campaign
Host of A-list celebs caught slamming Ukraine's president. Thankfully it does have the Milli Vanillis about it.
New Marketing & Comms Agency For Defence & Aerospace Industry Takes Flight
As painful as this is to say, judging by current world events, the bomb & tank industries must be in rude health.