Customer Transaction Data: From Essentials to [email protected] To work with...
Transcript of Customer Transaction Data: From Essentials to [email protected] To work with...
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Customer Transaction Data: From Essentials to Leisure Sponsored by Majid Al Futtaim
November 9th, 2018
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Introductions
2 Transforming Business Through Customer Data
Brandon Krakowsky Research & Education Director, WCAI Kayleigh Smoot Associate Research & Education Director, WCAI
Guillaume Thfoin Head of Business Analytics, Majid Al Futtaim Marius Raileanu Senior Manager - Data & Platforms, Majid Al Futtaim
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Questions?
3 Transforming Business Through Customer Data
To ask a question, click the chat button in the upper-right and type your question
• All questions will be answered live or via e-mail
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Agenda
• About Majid Al Futtaim
• Research Opportunities
• About the Data
• Research Proposal & Application Process
• Q&A
4 Transforming Business Through Customer Data
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A Few Operational Notes
This webinar is intended for researchers & scholars. It should not be published or presented without permission from WCAI.
Questions about our research programs or for press inquiries:
To work with WCAI and Majid Al Futtaim, research teams must submit a proposal for approval. More details throughout this presentation.
5 Transforming Business Through Customer Data
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About Majid Al Futtaim
6 Transforming Business Through Customer Data
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CorporateProfile
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“Mydreamistocreategreatmomentsforeveryone,everyday.”
MajidAlFuttaim
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WearealeadinglifestyleconglomerateintheMiddleEast,AfricaandAsia,servingover560millionvisitorsayear.
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Wecontinuetotransformthewaypeopleshop,liveandplaythroughadiverseportfolio
Advancingthequalityoflifeintheregion
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Creatingcountlessgreatmomentsacrosstheregion
15countries• Armenia• Bahrain• Egypt• Georgia• Iraq• Jordan• Kuwait
• Kazakhstan• Kenya• Lebanon• Oman• Pakistan• Qatar• SaudiArabia• UAE
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Amongstthelargestprivatelyownedemployersintheregion
40,000*employees(andgrowing)
104nationalities
Wearecommittedbothtodiversityandlocalisation,enablingustoattractthebestandbrightesttalent.
*2017
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Lettingnumberstellourstory
BBBcreditrating,thehighestamongprivatelyownedcompaniesintheGCC
8.1bnUSDRevenues
1.1bnUSDEBITDA
14.4bnUSDAssetValue
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Anambitionbuiltontwokeypillars
&Signaturecustomerexperience
Topnotchtalentandcapabilities
Developingseamlessandintegratedomnichanneloffering
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Investinginvaluegeneratingcapabilities
CAPABILITIESMeaningfullyDifferent
ExperiencesSocietalImpact
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CustomersareattheheartofourecosystemDeployingadvancedanalyticsatscaletobenefitourbusinessesandpartners,andultimatelydesignanddeliverthebest-in-classcustomerexperience.
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AndCustomeranalyticsisthekey
ContinuouslyReinforceEcosystem
ReconceiveBusinesswithaTechnologyDimension
Scale-UpandEnrichData
Analytics
LeverageAnalyticsfor
R&DIncubation
ActivelyInstillMindsetofInnovation
BecomeaMagnetforTechNativeTalent
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PathtochangeWehaveembarkedonanambitioustransformationjourneytocontinuetranslatingourboldvisionintogreatmomentsforeveryone,everyday.
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19
ANALYTICSTRANSFORMATIONAIMSTOENHANCEDATA-DRIVENDECISIONMAKINGTOSUPPORTCUSTOMERANDEMPLOYEEEXPERIENCE
InstilladatadrivencultureacrossMajidAlFuttaimtoimprovedecisionmakingandtomaximizevaluecreationfrominsights
VisionforAAtransformation KeygoalsfortheAAtransformation
Createdistinctivecapabilities
Improvebusinessefficiency
Enhancevalueforcustomersandboostprofitability
§ EstablishMAFastheregionalleadingplayerindataanalyticsandbecomeatalentmagnet
§ Empoweremployeestoleveragedatafordecisionmaking
§ Proactivelygenerateandmanagedataasanasset§ Improveefficiencyandemployeeexperienceviadatasimplification
§ Increaseinternalagilityandresponsivenessviadata&tech§ Createtransparency&consistencyofinformationacrossOpCos
§ Optimizecustomerexperienceviapersonalizedoffers§ Maximizecustomerlifetimevalue§ Driveinsightstonewsourcesofvaluethroughimprovedperformanceandbehaviouralmetrics
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20
THECURRENTPHASEOFTHETRANSFORMATIONISFOCUSEDONDEVELOPINGANANALYTICALMINDSETANDSCALINGUPTHETRANSFORMATION
BUILDINGTHEFOUNDATION
Year1Year2
Year3
Settingthefoundationofouranalyticstransformation,buildingourdatalake,acquiringtherequiredtalentandlaunchingpilotusecases
Upskillingsquadmembersandthebroaderorganizationtoscaleupthetransformation,andgeneratingthefirstwaveofimpactfromongoingusecases
CHANGINGMINDSETSandSCALINGUP Ensuringseamlessintegration
betweenOpCosandCentreofExcellence,realizingfinancialimpactfromusecasesonanongoingbasis,andregularlylaunchingnewusecases
AUTONOMYandREALIZINGIMPACT
Weareheretoday
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21
WECOLLECTEDCUSTOMERANDTRANSACTIONDATAFROMCARREFOUR,NAJM,VOX,L&E,ANDWI-FITOBUILDTHEMAJIDALFUTTAIMGOLDENCUSTOMERRECORD
1010101010101010101010101010101010101010101010101010101010101010101010101010101010101010
01001010010101010110101
010010100
10101
NAJM
MajidAlFuttaimGoldenCustomerRecord
~10mn
Carrefour
2mn+
Fashion
200k+
Mallse-Coupon L&E
1.5mn+ 300k+
300k+10101010110101
10101
10101
10101
10101
1.5mn+
VOXCinemas
MallsWi-Fi
5mn+
10101
010010100
NPS
100k+
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Research Opportunities
22 Transforming Business Through Customer Data
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Research Opportunities
Consumer science
• Creating a group wide segmentation of MAF customers (e.g. customers that shop at one or multiple of our businesses)
- Defining the lifetime value of each of these segments - Defining offers/optimal path to grow each of the segments
• Identifying areas with new customers and defining optimal way to acquire them
• Assessing the value/ROI of NPS scores (e.g. is there a correlation between the increase/decrease of customers’ NPS scores and their spend)
23 Transforming Business Through Customer Data
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Research Opportunities
Estimating and increasing share of wallet
• Calculating disposable income for Credit Card users and developing an index for total spend
• Identifying customers who are shopping at other stores and developing ways of bringing them back into the ecosystem
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Research Opportunities
Targeting promotions
• Direct marketing - Targeted promotions to Carrefour customers - Targeted promotions to mall shoppers - Targeted promotions to VOX customers
• Targeting direct marketing and designing cross promotions - Identifying (and targeting) mall shoppers who might want to go to the
movies - Identifying (and targeting) moviegoers who might want (or need) to go to
Carrefour.
• Promotion effectiveness measurement - Defining methods to assess the effectiveness and ROI of campaigns
25 Transforming Business Through Customer Data
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Research Opportunities
Loyalty reward mechanisms
• Designing the reward mechanisms of a group-wide loyalty program, including experiments (if necessary). Defining the optimal reward mechanisms, e.g. what are the tiers, what are the rewards per tiers, how does a customer move up or down from tiers etc.
Operations/optimization
• Defining methods to measure the financial impact of current analytics initiatives within MAF
- Method to quantify the impact of experiments/pilots for assortment optimization
- How to measure the direct impact of changes to movie scheduling
26 Transforming Business Through Customer Data
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Research Opportunities
Re-identification of transactions in the mall(s)
• Connecting WiFi/Search data to POS data
• Identifying customers who were in stores at the time of transactions
• Re-identification of customers in infrastructure-poor countries (e.g. no loyalty cards)
Definition of data product to generate insights for third parties
• Defining data product/sets of analysis based on customer panel that would be valuable for external partners such as CPG manufacturers or movie producers
27 Transforming Business Through Customer Data
Something else not on this list!
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About the Data
28 Transforming Business Through Customer Data
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Data Background
• The dataset contains information for customers of Majid Al Futtaim
• Data can be linked at the customer-level across business types to create a comprehensive view of each customer:
- It includes purchase activity from MAF Retail Businesses and Cinema Locations
- Credit card activity through MAF and Non-MAF stores and businesses - Location based data collected from WiFi in the Mall - And customer feedback from surveys
Transforming Business Through Customer Data
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Data Background – Cont.
• The dataset also contains assets not directly linked to customers: - Anonymous point of sale transactions from Mall stores - And parking visits at the Mall
• Data has been collected over a 2 year period - A sample of ~380,000 customers and 3 months of data is represented in
this presentation (except where noted) - Awarded teams will have access to the full dataset - All data has been de-identified
Transforming Business Through Customer Data
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A Single Customer in the Data
The dataset contains retail purchases
• We observe Customer A making purchases at Carrefour and other retail stores and businesses operated by MAF
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Customer A
Carrefour Purchase
MAF Store B Purchase
MAF Store A Purchase
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A Single Customer in the Data
The dataset contains retail purchases
• We observe Customer A making purchases at Carrefour and other retail stores and businesses operated by MAF
• And through other businesses and channels NOT operated by MAF - These could be competing businesses, online services, or even include
financial charges
32 Transforming Business Through Customer Data
Customer A
Carrefour Purchase
MAF Store B Purchase
MAF Store A Purchase
Non MAF Store Purchase
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A Single Customer in the Data
The dataset contains cinema transactions
• We also observe Customer A purchasing movie tickets and snacks at a VOX Cinema
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Customer A
Carrefour Purchase
MAF Store B Purchase
MAF Store A Purchase
Movie Tickets & Snacks
Purchases
Non MAF Store Purchase
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A Single Customer in the Data
The dataset contains WiFi location/engagement data
• Customer A may have connected to WiFi in the mall
34 Transforming Business Through Customer Data
Customer A
Carrefour Purchase
MAF Store B Purchase
MAF Store A Purchase
Movie Tickets & Snacks
Purchases
Device Connected
to WiFi
Non MAF Store Purchase
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A Single Customer in the Data
The dataset contains WiFi location/engagement data
• Customer A may have connected to WiFi in the mall
• We observe them moving around the mall
35 Transforming Business Through Customer Data
Customer A
Carrefour Purchase
MAF Store B Purchase
MAF Store A Purchase
Movie Tickets & Snacks
Purchases
Device Connected
to WiFi
Non MAF Store Purchase
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A Single Customer in the Data
The dataset contains WiFi location/engagement data
• Customer A may have connected to WiFi in the mall
• We observe them moving around the mall
• And receiving promotional messages on their connected device
36 Transforming Business Through Customer Data
Customer A
Carrefour Purchase
MAF Store B Purchase
MAF Store A Purchase
Movie Tickets & Snacks
Purchases
Device Connected
to WiFi
Non MAF Store Purchase
WiFi Engagement
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A Single Customer in the Data
Finally … the data includes customer feedback
• So Customer A may receive a survey after shopping or connecting to WiFi
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Customer A
Carrefour Purchase
MAF Store B Purchase
Non MAF Store Purchase
MAF Store A Purchase
Movie Tickets & Snacks
Purchases
Device Connected
to WiFi
WiFi Engagement
Survey Sent
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Retail: Carrefour Data
Retail: Mall Store Data
Consumer Finance:
Credit Card Data
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Data Structure
Customers
Malls: Parking Visits Data
Cinema: VOX Data
Malls: WiFi Data
Feedback: Survey Data
Transforming Business Through Customer Data
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Retail: Carrefour Data
Retail: Mall Store Data
Consumer Finance:
Credit Card Data
39
Data Structure
Customers
Cinema: VOX Data
Malls: WiFi Data
Feedback: Survey Data
Transforming Business Through Customer Data
Malls: Parking Visits Data
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This includes individual customer credit card transactions through Najm, one of UAE’s leading provider of credit card solutions
• Data captures all customer credit card activity, including online and offline purchases at stores/businesses operated by MAF, and customer activity at competing businesses
• Customer Information: - Credit card information, with application details - Demographics: Age, Nationality, Gender - Total Monthly Salary (AED)
• Transaction Information: - Amount - Purchase Date - Merchant Type/Category
Consumer Finance: Credit Card Data
40 Transforming Business Through Customer Data
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Retail: Carrefour Data
Retail: Mall Store Data
Consumer Finance:
Credit Card Data
41
Data Structure
Customers
Cinema: VOX Data
Malls: WiFi Data
Feedback: Survey Data
Transforming Business Through Customer Data
Malls: Parking Visits Data
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Retail: Carrefour Data
42 Transforming Business Through Customer Data
These include customer purchases and loyalty card information from Carrefour, one of the largest hypermarket chains in the world
• Customer Information: - Demographics: Age, Nationality, Gender - Segmentation information (e.g. wealthy family) - Loyalty card information - Communication opt-in/opt-out flags
• Product/item Information: - Product category - Purchase Date
• Store Information - Location
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Questions?
43 Transforming Business Through Customer Data
To ask a question, click the chat button in the upper-right and type your question
• All questions will be answered live or via e-mail
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Retail: Carrefour Data
Retail: Mall Store Data
Consumer Finance:
Credit Card Data
44
Data Structure
Customers
Cinema: VOX Data
Malls: WiFi Data
Feedback: Survey Data
Transforming Business Through Customer Data
Malls: Parking Visits Data
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Cinema: VOX Data
This data includes online and offline customer transactions and movie information from a VOX Cinema
• Transactions Information - Tickets/food items purchased - Purchase timestamp - Type of transaction: Online/Offline
• Cinema/Movie Information - Screen identifier - Movie session attributes (e.g. 2D vs. 3D) - Show start/end time - Seats available/sold
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Cinema: VOX Data
Here we observe online and offline customer transactions from a VOX cinema
• Each row is a single transaction (e.g. movie ticket(s), food item(s))
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* Only a sample of 3 months of data is represented. Awarded teams will have access to the full dataset.
Movie Name (if applicable)
Hashed Customer ID Transaction date Item type Item purchased
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Cinema: VOX Data
We also have the movie sessions associated with ticket purchases
• Each row shows additional information about the specific movie showing associated with a ticket sale
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* Only a sample of 3 months of data is represented. Awarded teams will have access to the full dataset.
Movie Session ID Movie Session Attributes
Show Times
Seats Sold
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Retail: Carrefour Data
Retail: Mall Store Data
Consumer Finance:
Credit Card Data
48
Data Structure
Customers
Cinema: VOX Data
Malls: WiFi Data
Feedback: Survey Data
Transforming Business Through Customer Data
Malls: Parking Visits Data
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Malls: WiFi Data
Data includes customer WiFi location and engagement data from a MAF mall
• Customer Acquisition Information: - Acquisition location & timestamp - Device(s) registered - Communication opt-in/opt-out flag
• Customer Visit Information: - Shows customer movement
throughout the mall - Location/zone information - Visit start/end times
• Customer Engagement Information: - Communication type: SMS/Push Notification - Timestamp - Customer location - Campaign id
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Malls: WiFi Data
First, we see a snapshot of WiFi acquisitions, showing customers registering their devices in a MAF mall
• Every row is a record of a customer registering their device
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Hashed Customer ID Customer Opt-In Device Information
Acquisition Timestamp
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Malls: WiFi Data
Second, we see WiFi visits tracking individual customers as they enter and exit different locations throughout the mall
• Every row is a record of a customer entering and exiting a zone in the mall
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* Only a sample of 3 months of data is represented. Awarded teams will have access to the full dataset.
Hashed Customer ID
Date/Time of Visit
Location/Zone Information
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Malls: WiFi Data
Third, we see a sample of WiFi engagements, each record providing information about promotional messages sent to the customer’s device
• Each row shows a customer receiving a promotional message
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* Only a sample of 3 months of data is represented. Awarded teams will have access to the full dataset.
Hashed Customer ID Engagement Timestamp Engagement Type
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Questions?
53 Transforming Business Through Customer Data
To ask a question, click the chat button in the upper-right and type your question
• All questions will be answered live or via e-mail
![Page 54: Customer Transaction Data: From Essentials to Leisurewcai-research@wharton.upenn.edu To work with WCAI and Majid Al Futtaim, research teams must submit a proposal for approval. More](https://reader033.fdocuments.us/reader033/viewer/2022060311/5f0ab3177e708231d42ce800/html5/thumbnails/54.jpg)
Retail: Carrefour Data
Retail: Mall Store Data
Consumer Finance:
Credit Card Data
54
Data Structure
Customers
Cinema: VOX Data
Malls: WiFi Data
Feedback: Survey Data
Transforming Business Through Customer Data
Malls: Parking Visits Data
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More About the Customers
Shows the number of customers who transact across multiple business units
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Customers who transacted across 4 business units
* Only a sample of ~380,000 customers and 3 months of data is represented. Awarded teams will have access to the full dataset.
Customers who transacted across 2 business units
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More About the Customers
Shows the number of customers and the business unit intersect
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Customers who only transacted in
VOX
* Only a sample of ~380,000 customers and 3 months of data is represented. Awarded teams will have access to the full dataset.
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More About the Customers
Shows the number of customers and the business unit intersect
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Customers who transacted in
Carrefour & VOX
* Only a sample of ~380,000 customers and 3 months of data is represented. Awarded teams will have access to the full dataset.
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More About the Customers
In our collection of customers, we observe many have transacted across multiple business units
• Each row represents a single customer in the dataset
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Hashed Customer ID “1” Indicates Activity in Particular Business Unit
* Only a sample of ~380,000 customers and 3 months of data is represented. Awarded teams will have access to the full dataset.
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More About the Customers: NPS
Shows Net Promoter Score for customers by survey/transaction type
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Promoters who received a survey because they
visited VOX
* Only a sample of ~380,000 customers and 3 months of data is represented. Awarded teams will have access to the full dataset.
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More About the Customers: NPS
This shows actual NPS feedback for customers
• Surveys are sent randomly to customers who have made purchases or connected to WiFi
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Hashed Customer ID Transaction Type
NPS Follow-Up NPS
* Only a sample of ~380,000 customers and 3 months of data is represented. Awarded teams will have access to the full dataset.
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Retail: Carrefour Data
Retail: Mall Store Data
Consumer Finance:
Credit Card Data
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Data Structure
Customers
Cinema: VOX Data
Malls: WiFi Data
Feedback: Survey Data
Transforming Business Through Customer Data
Malls: Parking Visits Data
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Retail: Mall Store Data
These include anonymous point of sale transactions from a MAF mall
• Data captures all sales activity at individual stores, aggregated by day
• Transaction Information: - Timestamp - Number of Items - Total Spent (AED)
• Store Information: - Shop id - Company/Brand id - Store Category
• Customer Information: - Note: These cannot be tied to individual mall customers but do show
activity in the stores
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Retail: Mall Store Data
Here we see a sample of anonymous point of sale transactions from stores in a MAF mall
• Each record shows the aggregated sales for a particular store, for that day
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* Only a sample of 3 months of data is represented. Awarded teams will have access to the full dataset.
Shop ID Shop Category Date of Sales
Number Sales for Day Total Sales for Day
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Retail: Carrefour Data
Retail: Mall Store Data
Consumer Finance:
Credit Card Data
64
Data Structure
Customers
Malls: Parking Visits Data
Cinema: VOX Data
Malls: WiFi Data
Feedback: Survey Data
Transforming Business Through Customer Data
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Malls: Parking Visits Data
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Data includes parking visits at a MAF mall
• Parking Information: - Parking bay location - Entry/exit timestamps - License plate information
• Customer Information: - Note: These cannot be tied to
individual mall customers but do show traffic coming in and out of the mall
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Malls: Parking Visits Data
In this snapshot of the parking visits data, we observe cars entering and exiting the mall
• Every row is a record of a vehicle entering and exiting the parking lot
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* Only a sample of 1 month of data is represented. Awarded teams will have access to the full dataset.
Dwell Time Parking Bay Location
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Questions?
67 Transforming Business Through Customer Data
To ask a question, click the chat button in the upper-right and type your question
• All questions will be answered live or via e-mail
![Page 68: Customer Transaction Data: From Essentials to Leisurewcai-research@wharton.upenn.edu To work with WCAI and Majid Al Futtaim, research teams must submit a proposal for approval. More](https://reader033.fdocuments.us/reader033/viewer/2022060311/5f0ab3177e708231d42ce800/html5/thumbnails/68.jpg)
Researcher Proposal & Application Process
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Research Proposal Format
Researchers will apply and submit a proposal online. Proposals should be in PDF format, no more than 2000 words, and include the following information:
• Title
• Author(s) name, title, affiliation and e-mail address: Please designate a corresponding author (Note: Teams are strongly encouraged, e.g. doctoral student(s) + faculty)
• Author bios: Include up to a paragraph-long biography highlighting what each team member will contribute to the project
• Abstract
• Summary information: Include a single “slide” that visually summarizes the team & project
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Research Proposal Format (cont.)
• Introduction: Describe expected contribution(s), covering both the academic and practical aspects. Describe how you will approach the project and the key methods and ideas that you would like to bring to the table. Please keep it concise, and cite relevant work as necessary to explain your academic contribution. There is no need to include a lengthy literature review.
• Detailed project proposal: Please include supporting detail that will help us assess the feasibility of your approach and its compatibility with existing data
• Data Needs: Bulleted list of data required or requested for analysis. While we can’t guarantee the inclusion of these items, we are happy to investigate the availability
• Languages/tools: What you propose to use and how it fits the project. (Note: There are no restrictions on software)
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How to Apply
Submit your proposal here: https://wcai.wharton.upenn.edu/research/research-opportunity-with-majid-al-futtaim/
• No later than Monday, November 26th, 2018, @ 9AM US Eastern
Please contact us at [email protected], if you have any questions prior to submitting your proposal
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Research Proposal Selection Process
Multiple research teams will be selected for the Research Opportunities
• Within 9 weeks, research teams will be selected & notified
• Within 12 weeks, projects will kick off
• Within 9 months, teams will present findings directly to WCAI and Majid Al Futtaim
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Research Proposal Selection Process (cont.)
Proposals will be evaluated based on:
• Academic contribution and the researcher’s ability to address issues of strategic importance to the research sponsor
• The researcher’s willingness to share all code and findings with Majid Al Futtaim
• The researcher’s history of academic achievement
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Proposal Review Committee
Research teams will be selected jointly by a committee of academics and representatives of Majid Al Futtaim’s analytics team:
• Eric Bradlow: Faculty Co-Director, WCAI
• Raghu Iyengar: Faculty Co-Director, WCAI
• Elea Feit: Fellow, WCAI
• Guillaume Thfoin: Head of Business Analytics, Majid Al Futtaim
• Marius Raileanu: Senior Manager - Data & Platforms, Majid Al Futtaim
• Other external reviewers
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Questions?
75 Transforming Business Through Customer Data
To ask a question, click the chat button in the upper-right and type your question
• All questions will be answered live or via e-mail
![Page 76: Customer Transaction Data: From Essentials to Leisurewcai-research@wharton.upenn.edu To work with WCAI and Majid Al Futtaim, research teams must submit a proposal for approval. More](https://reader033.fdocuments.us/reader033/viewer/2022060311/5f0ab3177e708231d42ce800/html5/thumbnails/76.jpg)
Other WCAI Opportunities for Researchers
If you registered for this webinar, you will receive regular announcements regarding upcoming Research Opportunities:
• Research Projects: http://wcai.wharton.upenn.edu/for-researchers/research-opportunities/
• Research Papers: http://wcai.wharton.upenn.edu/for-researchers/research-paper-series/
• Sign up for updates: http://wcai.wharton.upenn.edu/newsletter/
• E-mail us: [email protected]
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