SlideShare a Scribd company logo
1 of 26
Predictive Analytic
for Retail Business
By
Mr. Witsanukorn Phuimoontree
GM Business Intelligence Management
Agenda
 Store Cluster for Planogram Application
• RFM
• for Active Customer
• for Expired Customer
Retailer
Retailer
Retailer
Retailer
Retailer
Retailer
Retailer
Retail Analytics
Descriptive
analytic
Inquisitive
analytics
Predictive
analytics
Prescriptive
analytics
Pre-
emptive
analytics
What happened
When ?
What It happened
then ?
What will happen
When I change the
Process ?
What should I
have to change ?
What can I
Do/change
more?
Information
Insight
Decisions
Actions
Data Process
 Data Collection
 Data Cleansing
 Data Mapping
 Explore Data
 Analysis Data
 Algorithm
 Build Data Model
 Testing &
Evaluation
 Discussion with
Business Owner
 Action
Adjust model
Deployment
Make
Decision
Build Model
&
Evaluation
Data
Explore
Analysis
Data
Preparation
Store Cluster
for Planogram Application
Store Cluster
Store Cluster for Planogram Application
Planogram View
Cluster#4
#4
Cluster#3 #3
Cluster#2
#2Cluster#1
#1
Planogram Performance
Planogram View
#1
#2
#3
#4
Cluster#1
Cluster#3
Cluster#3
Cluster#2
Store Cluster
Planogram Performance Monitoring
Benefit
 Design Planogram for Store Cluster Characteristic
 Design Planogram View base on Store Cluster & Store Character
 Control Planogram View base on Store Cluster
 Set up Design and support Planogram
RFM
for Active Customer
& Expired Customer
RFM for Active Customer
#1
#2
#3
#4
#5
#6
#7
#8
#9
High Value
Normal Value
RFM for Active Customer
#4
#5
#6
#7
#8
#9 Normal Value
#1 High Value
#2
#3
Strategy Support
 Set up Call center Team
(High skill) for Support
Sales & Service
 Offer Discount &
Promotion change
segmentation
 Communication New
Product & Service
 Convert Sales by Calling
to Procurement Systems
(High Expect)
RFM for Active Customer
Strategy Support
 Set up Call center Team
(Medium skill) for
Support Sales & Service
 Offer Discount &
Promotion for change
Segmentation
 Communication New
Product & Service
 Convert Sales by Calling
to Procurement Systems
#8
#9 Normal Value
#1 High Value
#2
#3
#4
#5
#6
#7
RFM for Active Customer
Strategy Support
 Set up Call center Team
for Support Sales &
Service
 Offer Discount &
Promotion for change
Segmentation (No
Expect)
 Communication New
Product & Service
 Convert Sales by Calling
to Procurement Systems
(No Expect)
Normal Value
#1 High Value
#2
#3
#4
#5
#6
#7
#8
#9
RFM for Expired Customer
#9
#8
#7
#6
#5
#4
#3
#2
#1
Change Service ,
Change Brand
Re Active
RFM for Expired Customer
Strategy Support
 Set up Call center Team
for follow up , offer Sales
& Service
 Offer Discount &
Promotion repurchase
 Convert status Active
 Communication New
Product & Service
Change Service ,
Change Brand#9
#8
#7
#6
Re Active
#5
#4
#3
#2
#1
RFM for Expired Customer
Strategy Support
 Set up Call center Team
for follow up
 Offer Discount &
Promotion repurchase
or active
 Communication New
Product & Service
Change Service ,
Change Brand#9
#8
#7
#6
#5
#4
#3
#2
#1 Re Active
RFM for Expired Customer
Strategy Support
 Set up Call center Team
for follow up
 Offer Discount &
Promotion repurchase
or active
 Communication New
Product & Service
#7
#6
#5
#4
#3
#2
#1 Re Active
Change Service ,
Change Brand#9
#8
Q&A
Contract
E-Mail:Witsanukorn.ph@gmail.com
Line : Witsanukorn.ph

More Related Content

What's hot

Go-to-Market Strategy - Entrepreneurship 101 (2013/2014)
Go-to-Market Strategy - Entrepreneurship 101 (2013/2014)Go-to-Market Strategy - Entrepreneurship 101 (2013/2014)
Go-to-Market Strategy - Entrepreneurship 101 (2013/2014)MaRS Discovery District
 
Omni-channel retail : The new normal
Omni-channel retail : The new normalOmni-channel retail : The new normal
Omni-channel retail : The new normalSonata Software
 
Go to Market Strategy Template
Go to Market Strategy TemplateGo to Market Strategy Template
Go to Market Strategy TemplateSoren Kaplan
 
Retail Store Management PowerPoint Presentation Slides
Retail Store Management PowerPoint Presentation SlidesRetail Store Management PowerPoint Presentation Slides
Retail Store Management PowerPoint Presentation SlidesSlideTeam
 
Innovations in Market Mix Modelling
Innovations in Market Mix Modelling Innovations in Market Mix Modelling
Innovations in Market Mix Modelling Absolutdata Analytics
 
Go to Market 101
Go to Market 101Go to Market 101
Go to Market 101vinodharith
 
Market Sizing PowerPoint Presentation Slides
Market Sizing PowerPoint Presentation SlidesMarket Sizing PowerPoint Presentation Slides
Market Sizing PowerPoint Presentation SlidesSlideTeam
 
How to Build a Customer-Centric eCommerce Strategy
How to Build a Customer-Centric eCommerce StrategyHow to Build a Customer-Centric eCommerce Strategy
How to Build a Customer-Centric eCommerce StrategySiteworx LLC
 
Introduction to Marketing Research
Introduction to Marketing ResearchIntroduction to Marketing Research
Introduction to Marketing ResearchSoumitra Roy
 
Retail buying process Lecturer One
Retail buying process Lecturer OneRetail buying process Lecturer One
Retail buying process Lecturer OneHIGHER EDUCATION
 
Retail Pricing Perspective
Retail Pricing PerspectiveRetail Pricing Perspective
Retail Pricing PerspectiveAmit Kapoor
 
Making Key Decisions in New Product Planning When “Perfect” Information is No...
Making Key Decisions in New Product Planning When “Perfect” Information is No...Making Key Decisions in New Product Planning When “Perfect” Information is No...
Making Key Decisions in New Product Planning When “Perfect” Information is No...Anthony Russell
 
Sales force effectiveness in pharmaceutical
Sales force effectiveness in pharmaceuticalSales force effectiveness in pharmaceutical
Sales force effectiveness in pharmaceuticalMoch Kurniawan
 
Distribution channels and marketing intermediaries
Distribution channels and marketing intermediariesDistribution channels and marketing intermediaries
Distribution channels and marketing intermediariesDr. J. Jayapradha Varma
 

What's hot (20)

Go-to-Market Strategy - Entrepreneurship 101 (2013/2014)
Go-to-Market Strategy - Entrepreneurship 101 (2013/2014)Go-to-Market Strategy - Entrepreneurship 101 (2013/2014)
Go-to-Market Strategy - Entrepreneurship 101 (2013/2014)
 
Market mix modelling
Market mix modellingMarket mix modelling
Market mix modelling
 
Omni-channel retail : The new normal
Omni-channel retail : The new normalOmni-channel retail : The new normal
Omni-channel retail : The new normal
 
Go to Market Strategy Template
Go to Market Strategy TemplateGo to Market Strategy Template
Go to Market Strategy Template
 
Retailing
RetailingRetailing
Retailing
 
Retail Store Management PowerPoint Presentation Slides
Retail Store Management PowerPoint Presentation SlidesRetail Store Management PowerPoint Presentation Slides
Retail Store Management PowerPoint Presentation Slides
 
Innovations in Market Mix Modelling
Innovations in Market Mix Modelling Innovations in Market Mix Modelling
Innovations in Market Mix Modelling
 
Go to Market 101
Go to Market 101Go to Market 101
Go to Market 101
 
Market Sizing PowerPoint Presentation Slides
Market Sizing PowerPoint Presentation SlidesMarket Sizing PowerPoint Presentation Slides
Market Sizing PowerPoint Presentation Slides
 
How to Build a Customer-Centric eCommerce Strategy
How to Build a Customer-Centric eCommerce StrategyHow to Build a Customer-Centric eCommerce Strategy
How to Build a Customer-Centric eCommerce Strategy
 
Go To Market Workshop
Go To Market WorkshopGo To Market Workshop
Go To Market Workshop
 
Introduction to Marketing Research
Introduction to Marketing ResearchIntroduction to Marketing Research
Introduction to Marketing Research
 
Retail buying process Lecturer One
Retail buying process Lecturer OneRetail buying process Lecturer One
Retail buying process Lecturer One
 
Retail Pricing Perspective
Retail Pricing PerspectiveRetail Pricing Perspective
Retail Pricing Perspective
 
Business Analytics Thesis Topics
Business Analytics Thesis TopicsBusiness Analytics Thesis Topics
Business Analytics Thesis Topics
 
Strategic Marketing & Sales Plan Template
Strategic Marketing & Sales Plan TemplateStrategic Marketing & Sales Plan Template
Strategic Marketing & Sales Plan Template
 
Making Key Decisions in New Product Planning When “Perfect” Information is No...
Making Key Decisions in New Product Planning When “Perfect” Information is No...Making Key Decisions in New Product Planning When “Perfect” Information is No...
Making Key Decisions in New Product Planning When “Perfect” Information is No...
 
Sales force effectiveness in pharmaceutical
Sales force effectiveness in pharmaceuticalSales force effectiveness in pharmaceutical
Sales force effectiveness in pharmaceutical
 
Distribution channels and marketing intermediaries
Distribution channels and marketing intermediariesDistribution channels and marketing intermediaries
Distribution channels and marketing intermediaries
 
Data Driven Marketing
Data Driven MarketingData Driven Marketing
Data Driven Marketing
 

Viewers also liked

Viewers also liked (16)

Introduction to Predictive Analytics with case studies
Introduction to Predictive Analytics with case studiesIntroduction to Predictive Analytics with case studies
Introduction to Predictive Analytics with case studies
 
Data manipulation with RapidMiner Studio 7
Data manipulation with RapidMiner Studio 7Data manipulation with RapidMiner Studio 7
Data manipulation with RapidMiner Studio 7
 
Install weka extension_rapidminer
Install weka extension_rapidminerInstall weka extension_rapidminer
Install weka extension_rapidminer
 
Data mining and_big_data_web
Data mining and_big_data_webData mining and_big_data_web
Data mining and_big_data_web
 
การติดตั้ง RapidMiner Studio 6.1
การติดตั้ง RapidMiner Studio 6.1การติดตั้ง RapidMiner Studio 6.1
การติดตั้ง RapidMiner Studio 6.1
 
Apply (Big) Data Analytics & Predictive Analytics to Business Application
Apply (Big) Data Analytics & Predictive Analytics to Business ApplicationApply (Big) Data Analytics & Predictive Analytics to Business Application
Apply (Big) Data Analytics & Predictive Analytics to Business Application
 
Introduction to Feature (Attribute) Selection with RapidMiner Studio 6
Introduction to Feature (Attribute) Selection with RapidMiner Studio 6Introduction to Feature (Attribute) Selection with RapidMiner Studio 6
Introduction to Feature (Attribute) Selection with RapidMiner Studio 6
 
Advanced Predictive Modeling with R and RapidMiner Studio 7
Advanced Predictive Modeling with R and RapidMiner Studio 7Advanced Predictive Modeling with R and RapidMiner Studio 7
Advanced Predictive Modeling with R and RapidMiner Studio 7
 
Introduction to Text Classification with RapidMiner Studio 7
Introduction to Text Classification with RapidMiner Studio 7Introduction to Text Classification with RapidMiner Studio 7
Introduction to Text Classification with RapidMiner Studio 7
 
Search Twitter with RapidMiner Studio 6
Search Twitter with RapidMiner Studio 6Search Twitter with RapidMiner Studio 6
Search Twitter with RapidMiner Studio 6
 
Introduction to Weka: Application approach
Introduction to Weka: Application approachIntroduction to Weka: Application approach
Introduction to Weka: Application approach
 
Introduction to Data Mining and Big Data Analytics
Introduction to Data Mining and Big Data AnalyticsIntroduction to Data Mining and Big Data Analytics
Introduction to Data Mining and Big Data Analytics
 
Practical Data Mining: FP-Growth
Practical Data Mining: FP-GrowthPractical Data Mining: FP-Growth
Practical Data Mining: FP-Growth
 
Building Decision Tree model with numerical attributes
Building Decision Tree model with numerical attributesBuilding Decision Tree model with numerical attributes
Building Decision Tree model with numerical attributes
 
Practical Data Mining with RapidMiner Studio 7 : A Basic and Intermediate
Practical Data Mining with RapidMiner Studio 7 : A Basic and IntermediatePractical Data Mining with RapidMiner Studio 7 : A Basic and Intermediate
Practical Data Mining with RapidMiner Studio 7 : A Basic and Intermediate
 
Evaluation metrics: Precision, Recall, F-Measure, ROC
Evaluation metrics: Precision, Recall, F-Measure, ROCEvaluation metrics: Precision, Recall, F-Measure, ROC
Evaluation metrics: Precision, Recall, F-Measure, ROC
 

Similar to Predictive analytic-for-retail-business

Home Services Contractors: How-to Optimize Your Lead Conversion Process for 5...
Home Services Contractors: How-to Optimize Your Lead Conversion Process for 5...Home Services Contractors: How-to Optimize Your Lead Conversion Process for 5...
Home Services Contractors: How-to Optimize Your Lead Conversion Process for 5...Surefire Local
 
Database Marketing, part two: data enhancement, analytics, and attribution
Database Marketing, part two: data enhancement, analytics, and attribution Database Marketing, part two: data enhancement, analytics, and attribution
Database Marketing, part two: data enhancement, analytics, and attribution Relevate
 
How To Set Up A Powerful Sales Funnel PowerPoint Presentation Slides
How To Set Up A Powerful Sales Funnel PowerPoint Presentation SlidesHow To Set Up A Powerful Sales Funnel PowerPoint Presentation Slides
How To Set Up A Powerful Sales Funnel PowerPoint Presentation SlidesSlideTeam
 
Anaplan SPM Webinar series, part 3: Creating a comprehensive approach to sale...
Anaplan SPM Webinar series, part 3: Creating a comprehensive approach to sale...Anaplan SPM Webinar series, part 3: Creating a comprehensive approach to sale...
Anaplan SPM Webinar series, part 3: Creating a comprehensive approach to sale...Anaplan
 
How to Plan and Create Visibility Across Your Teams Using Gainsight
How to Plan and Create Visibility Across Your Teams Using GainsightHow to Plan and Create Visibility Across Your Teams Using Gainsight
How to Plan and Create Visibility Across Your Teams Using GainsightGainsight
 
Sales and Operations Planning (S&OP) Overview
Sales and Operations Planning (S&OP) OverviewSales and Operations Planning (S&OP) Overview
Sales and Operations Planning (S&OP) OverviewMichael Ryan
 
CRM Implementation
CRM ImplementationCRM Implementation
CRM Implementationmariusgenade
 
CRM Implementation - Group 3
CRM Implementation - Group 3CRM Implementation - Group 3
CRM Implementation - Group 3mariusgenade
 
Technical overview of TailCurrent's lead generation methodolgy
Technical overview of TailCurrent's lead generation methodolgyTechnical overview of TailCurrent's lead generation methodolgy
Technical overview of TailCurrent's lead generation methodolgyTailCurrent
 
TailCurrent Enagagement and Methodology Overview
TailCurrent Enagagement and Methodology OverviewTailCurrent Enagagement and Methodology Overview
TailCurrent Enagagement and Methodology OverviewZachary Taffany
 
Achieving Sales Performance Optimization Through Automated Incentive Compensa...
Achieving Sales Performance Optimization Through Automated Incentive Compensa...Achieving Sales Performance Optimization Through Automated Incentive Compensa...
Achieving Sales Performance Optimization Through Automated Incentive Compensa...Callidus Software
 
SALES_FORECASTING of sparkflows.pdf
SALES_FORECASTING of sparkflows.pdfSALES_FORECASTING of sparkflows.pdf
SALES_FORECASTING of sparkflows.pdfSparkflows
 
Major Sales Growth Drivers For Every Organization And Industry PowerPoint Pre...
Major Sales Growth Drivers For Every Organization And Industry PowerPoint Pre...Major Sales Growth Drivers For Every Organization And Industry PowerPoint Pre...
Major Sales Growth Drivers For Every Organization And Industry PowerPoint Pre...SlideTeam
 
Ramesh Sa Ppresentation2011
Ramesh Sa Ppresentation2011Ramesh Sa Ppresentation2011
Ramesh Sa Ppresentation2011ramesh rao
 
A CRO's view of the ultimate sales ops partner - InsightSquared
A CRO's view of the ultimate sales ops partner - InsightSquaredA CRO's view of the ultimate sales ops partner - InsightSquared
A CRO's view of the ultimate sales ops partner - InsightSquaredInsightSquaredTeam
 
Joachim_Sculte_Hungary_Appsday_Demantra_081007.ppt
Joachim_Sculte_Hungary_Appsday_Demantra_081007.pptJoachim_Sculte_Hungary_Appsday_Demantra_081007.ppt
Joachim_Sculte_Hungary_Appsday_Demantra_081007.pptbhagatsingh9
 
OpsStars Boston Workshop | Connecting Data to People Across Any Go-to-Market ...
OpsStars Boston Workshop | Connecting Data to People Across Any Go-to-Market ...OpsStars Boston Workshop | Connecting Data to People Across Any Go-to-Market ...
OpsStars Boston Workshop | Connecting Data to People Across Any Go-to-Market ...LeanData
 

Similar to Predictive analytic-for-retail-business (20)

Omnichannel Analytics for Consumer Goods
Omnichannel Analytics for Consumer GoodsOmnichannel Analytics for Consumer Goods
Omnichannel Analytics for Consumer Goods
 
Home Services Contractors: How-to Optimize Your Lead Conversion Process for 5...
Home Services Contractors: How-to Optimize Your Lead Conversion Process for 5...Home Services Contractors: How-to Optimize Your Lead Conversion Process for 5...
Home Services Contractors: How-to Optimize Your Lead Conversion Process for 5...
 
Database Marketing, part two: data enhancement, analytics, and attribution
Database Marketing, part two: data enhancement, analytics, and attribution Database Marketing, part two: data enhancement, analytics, and attribution
Database Marketing, part two: data enhancement, analytics, and attribution
 
Ril enliven CEM Retail presentation
Ril enliven CEM Retail presentationRil enliven CEM Retail presentation
Ril enliven CEM Retail presentation
 
How To Set Up A Powerful Sales Funnel PowerPoint Presentation Slides
How To Set Up A Powerful Sales Funnel PowerPoint Presentation SlidesHow To Set Up A Powerful Sales Funnel PowerPoint Presentation Slides
How To Set Up A Powerful Sales Funnel PowerPoint Presentation Slides
 
Anaplan SPM Webinar series, part 3: Creating a comprehensive approach to sale...
Anaplan SPM Webinar series, part 3: Creating a comprehensive approach to sale...Anaplan SPM Webinar series, part 3: Creating a comprehensive approach to sale...
Anaplan SPM Webinar series, part 3: Creating a comprehensive approach to sale...
 
How to Plan and Create Visibility Across Your Teams Using Gainsight
How to Plan and Create Visibility Across Your Teams Using GainsightHow to Plan and Create Visibility Across Your Teams Using Gainsight
How to Plan and Create Visibility Across Your Teams Using Gainsight
 
Sales and Operations Planning (S&OP) Overview
Sales and Operations Planning (S&OP) OverviewSales and Operations Planning (S&OP) Overview
Sales and Operations Planning (S&OP) Overview
 
CRM Implementation
CRM ImplementationCRM Implementation
CRM Implementation
 
CRM Implementation - Group 3
CRM Implementation - Group 3CRM Implementation - Group 3
CRM Implementation - Group 3
 
Technical overview of TailCurrent's lead generation methodolgy
Technical overview of TailCurrent's lead generation methodolgyTechnical overview of TailCurrent's lead generation methodolgy
Technical overview of TailCurrent's lead generation methodolgy
 
TailCurrent Enagagement and Methodology Overview
TailCurrent Enagagement and Methodology OverviewTailCurrent Enagagement and Methodology Overview
TailCurrent Enagagement and Methodology Overview
 
Achieving Sales Performance Optimization Through Automated Incentive Compensa...
Achieving Sales Performance Optimization Through Automated Incentive Compensa...Achieving Sales Performance Optimization Through Automated Incentive Compensa...
Achieving Sales Performance Optimization Through Automated Incentive Compensa...
 
SALES_FORECASTING of sparkflows.pdf
SALES_FORECASTING of sparkflows.pdfSALES_FORECASTING of sparkflows.pdf
SALES_FORECASTING of sparkflows.pdf
 
Major Sales Growth Drivers For Every Organization And Industry PowerPoint Pre...
Major Sales Growth Drivers For Every Organization And Industry PowerPoint Pre...Major Sales Growth Drivers For Every Organization And Industry PowerPoint Pre...
Major Sales Growth Drivers For Every Organization And Industry PowerPoint Pre...
 
Ramesh Sa Ppresentation2011
Ramesh Sa Ppresentation2011Ramesh Sa Ppresentation2011
Ramesh Sa Ppresentation2011
 
A CRO's view of the ultimate sales ops partner - InsightSquared
A CRO's view of the ultimate sales ops partner - InsightSquaredA CRO's view of the ultimate sales ops partner - InsightSquared
A CRO's view of the ultimate sales ops partner - InsightSquared
 
Joachim_Sculte_Hungary_Appsday_Demantra_081007.ppt
Joachim_Sculte_Hungary_Appsday_Demantra_081007.pptJoachim_Sculte_Hungary_Appsday_Demantra_081007.ppt
Joachim_Sculte_Hungary_Appsday_Demantra_081007.ppt
 
OpsStars Boston Workshop | Connecting Data to People Across Any Go-to-Market ...
OpsStars Boston Workshop | Connecting Data to People Across Any Go-to-Market ...OpsStars Boston Workshop | Connecting Data to People Across Any Go-to-Market ...
OpsStars Boston Workshop | Connecting Data to People Across Any Go-to-Market ...
 
Dixon lau pm-concept
Dixon lau pm-conceptDixon lau pm-concept
Dixon lau pm-concept
 

More from Big Data Engineering, Faculty of Engineering, Dhurakij Pundit University (6)

Practical Data Science 
Use-cases in Retail & eCommerce
Practical Data Science 
Use-cases in Retail & eCommercePractical Data Science 
Use-cases in Retail & eCommerce
Practical Data Science 
Use-cases in Retail & eCommerce
 
First Step to Big Data
First Step to Big DataFirst Step to Big Data
First Step to Big Data
 
Introduction to Big Data Technologies
Introduction to Big Data TechnologiesIntroduction to Big Data Technologies
Introduction to Big Data Technologies
 
Introduction to Data Mining and Big Data Analytics
Introduction to Data Mining and Big Data AnalyticsIntroduction to Data Mining and Big Data Analytics
Introduction to Data Mining and Big Data Analytics
 
Preprocessing with RapidMiner Studio 6
Preprocessing with RapidMiner Studio 6Preprocessing with RapidMiner Studio 6
Preprocessing with RapidMiner Studio 6
 
Introduction to Data Analytics with RapidMiner Studio 6 (ภาษาไทย)
Introduction to Data Analytics with RapidMiner Studio 6 (ภาษาไทย)Introduction to Data Analytics with RapidMiner Studio 6 (ภาษาไทย)
Introduction to Data Analytics with RapidMiner Studio 6 (ภาษาไทย)
 

Recently uploaded

Easter Eggs From Star Wars and in cars 1 and 2
Easter Eggs From Star Wars and in cars 1 and 2Easter Eggs From Star Wars and in cars 1 and 2
Easter Eggs From Star Wars and in cars 1 and 217djon017
 
DBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdfDBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdfJohn Sterrett
 
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort servicejennyeacort
 
9654467111 Call Girls In Munirka Hotel And Home Service
9654467111 Call Girls In Munirka Hotel And Home Service9654467111 Call Girls In Munirka Hotel And Home Service
9654467111 Call Girls In Munirka Hotel And Home ServiceSapana Sha
 
2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING
2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING
2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSINGmarianagonzalez07
 
办理学位证纽约大学毕业证(NYU毕业证书)原版一比一
办理学位证纽约大学毕业证(NYU毕业证书)原版一比一办理学位证纽约大学毕业证(NYU毕业证书)原版一比一
办理学位证纽约大学毕业证(NYU毕业证书)原版一比一fhwihughh
 
INTERNSHIP ON PURBASHA COMPOSITE TEX LTD
INTERNSHIP ON PURBASHA COMPOSITE TEX LTDINTERNSHIP ON PURBASHA COMPOSITE TEX LTD
INTERNSHIP ON PURBASHA COMPOSITE TEX LTDRafezzaman
 
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝DelhiRS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhijennyeacort
 
PKS-TGC-1084-630 - Stage 1 Proposal.pptx
PKS-TGC-1084-630 - Stage 1 Proposal.pptxPKS-TGC-1084-630 - Stage 1 Proposal.pptx
PKS-TGC-1084-630 - Stage 1 Proposal.pptxPramod Kumar Srivastava
 
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝soniya singh
 
1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样
1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样
1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样vhwb25kk
 
20240419 - Measurecamp Amsterdam - SAM.pdf
20240419 - Measurecamp Amsterdam - SAM.pdf20240419 - Measurecamp Amsterdam - SAM.pdf
20240419 - Measurecamp Amsterdam - SAM.pdfHuman37
 
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /WhatsappsBeautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsappssapnasaifi408
 
Customer Service Analytics - Make Sense of All Your Data.pptx
Customer Service Analytics - Make Sense of All Your Data.pptxCustomer Service Analytics - Make Sense of All Your Data.pptx
Customer Service Analytics - Make Sense of All Your Data.pptxEmmanuel Dauda
 
From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...Florian Roscheck
 
Generative AI for Social Good at Open Data Science East 2024
Generative AI for Social Good at Open Data Science East 2024Generative AI for Social Good at Open Data Science East 2024
Generative AI for Social Good at Open Data Science East 2024Colleen Farrelly
 
How we prevented account sharing with MFA
How we prevented account sharing with MFAHow we prevented account sharing with MFA
How we prevented account sharing with MFAAndrei Kaleshka
 
Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)
Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)
Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)jennyeacort
 
ASML's Taxonomy Adventure by Daniel Canter
ASML's Taxonomy Adventure by Daniel CanterASML's Taxonomy Adventure by Daniel Canter
ASML's Taxonomy Adventure by Daniel Cantervoginip
 
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...limedy534
 

Recently uploaded (20)

Easter Eggs From Star Wars and in cars 1 and 2
Easter Eggs From Star Wars and in cars 1 and 2Easter Eggs From Star Wars and in cars 1 and 2
Easter Eggs From Star Wars and in cars 1 and 2
 
DBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdfDBA Basics: Getting Started with Performance Tuning.pdf
DBA Basics: Getting Started with Performance Tuning.pdf
 
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
9711147426✨Call In girls Gurgaon Sector 31. SCO 25 escort service
 
9654467111 Call Girls In Munirka Hotel And Home Service
9654467111 Call Girls In Munirka Hotel And Home Service9654467111 Call Girls In Munirka Hotel And Home Service
9654467111 Call Girls In Munirka Hotel And Home Service
 
2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING
2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING
2006_GasProcessing_HB (1).pdf HYDROCARBON PROCESSING
 
办理学位证纽约大学毕业证(NYU毕业证书)原版一比一
办理学位证纽约大学毕业证(NYU毕业证书)原版一比一办理学位证纽约大学毕业证(NYU毕业证书)原版一比一
办理学位证纽约大学毕业证(NYU毕业证书)原版一比一
 
INTERNSHIP ON PURBASHA COMPOSITE TEX LTD
INTERNSHIP ON PURBASHA COMPOSITE TEX LTDINTERNSHIP ON PURBASHA COMPOSITE TEX LTD
INTERNSHIP ON PURBASHA COMPOSITE TEX LTD
 
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝DelhiRS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
RS 9000 Call In girls Dwarka Mor (DELHI)⇛9711147426🔝Delhi
 
PKS-TGC-1084-630 - Stage 1 Proposal.pptx
PKS-TGC-1084-630 - Stage 1 Proposal.pptxPKS-TGC-1084-630 - Stage 1 Proposal.pptx
PKS-TGC-1084-630 - Stage 1 Proposal.pptx
 
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝
Call Girls in Defence Colony Delhi 💯Call Us 🔝8264348440🔝
 
1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样
1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样
1:1定制(UQ毕业证)昆士兰大学毕业证成绩单修改留信学历认证原版一模一样
 
20240419 - Measurecamp Amsterdam - SAM.pdf
20240419 - Measurecamp Amsterdam - SAM.pdf20240419 - Measurecamp Amsterdam - SAM.pdf
20240419 - Measurecamp Amsterdam - SAM.pdf
 
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /WhatsappsBeautiful Sapna Vip  Call Girls Hauz Khas 9711199012 Call /Whatsapps
Beautiful Sapna Vip Call Girls Hauz Khas 9711199012 Call /Whatsapps
 
Customer Service Analytics - Make Sense of All Your Data.pptx
Customer Service Analytics - Make Sense of All Your Data.pptxCustomer Service Analytics - Make Sense of All Your Data.pptx
Customer Service Analytics - Make Sense of All Your Data.pptx
 
From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...From idea to production in a day – Leveraging Azure ML and Streamlit to build...
From idea to production in a day – Leveraging Azure ML and Streamlit to build...
 
Generative AI for Social Good at Open Data Science East 2024
Generative AI for Social Good at Open Data Science East 2024Generative AI for Social Good at Open Data Science East 2024
Generative AI for Social Good at Open Data Science East 2024
 
How we prevented account sharing with MFA
How we prevented account sharing with MFAHow we prevented account sharing with MFA
How we prevented account sharing with MFA
 
Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)
Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)
Call Us ➥97111√47426🤳Call Girls in Aerocity (Delhi NCR)
 
ASML's Taxonomy Adventure by Daniel Canter
ASML's Taxonomy Adventure by Daniel CanterASML's Taxonomy Adventure by Daniel Canter
ASML's Taxonomy Adventure by Daniel Canter
 
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...
Effects of Smartphone Addiction on the Academic Performances of Grades 9 to 1...
 

Predictive analytic-for-retail-business

  • 1. Predictive Analytic for Retail Business By Mr. Witsanukorn Phuimoontree GM Business Intelligence Management
  • 2. Agenda  Store Cluster for Planogram Application • RFM • for Active Customer • for Expired Customer
  • 10. Retail Analytics Descriptive analytic Inquisitive analytics Predictive analytics Prescriptive analytics Pre- emptive analytics What happened When ? What It happened then ? What will happen When I change the Process ? What should I have to change ? What can I Do/change more? Information Insight Decisions Actions
  • 11. Data Process  Data Collection  Data Cleansing  Data Mapping  Explore Data  Analysis Data  Algorithm  Build Data Model  Testing & Evaluation  Discussion with Business Owner  Action Adjust model Deployment Make Decision Build Model & Evaluation Data Explore Analysis Data Preparation
  • 13. Store Cluster Store Cluster for Planogram Application Planogram View Cluster#4 #4 Cluster#3 #3 Cluster#2 #2Cluster#1 #1
  • 15. Benefit  Design Planogram for Store Cluster Characteristic  Design Planogram View base on Store Cluster & Store Character  Control Planogram View base on Store Cluster  Set up Design and support Planogram
  • 16. RFM for Active Customer & Expired Customer
  • 17. RFM for Active Customer #1 #2 #3 #4 #5 #6 #7 #8 #9 High Value Normal Value
  • 18. RFM for Active Customer #4 #5 #6 #7 #8 #9 Normal Value #1 High Value #2 #3 Strategy Support  Set up Call center Team (High skill) for Support Sales & Service  Offer Discount & Promotion change segmentation  Communication New Product & Service  Convert Sales by Calling to Procurement Systems (High Expect)
  • 19. RFM for Active Customer Strategy Support  Set up Call center Team (Medium skill) for Support Sales & Service  Offer Discount & Promotion for change Segmentation  Communication New Product & Service  Convert Sales by Calling to Procurement Systems #8 #9 Normal Value #1 High Value #2 #3 #4 #5 #6 #7
  • 20. RFM for Active Customer Strategy Support  Set up Call center Team for Support Sales & Service  Offer Discount & Promotion for change Segmentation (No Expect)  Communication New Product & Service  Convert Sales by Calling to Procurement Systems (No Expect) Normal Value #1 High Value #2 #3 #4 #5 #6 #7 #8 #9
  • 21. RFM for Expired Customer #9 #8 #7 #6 #5 #4 #3 #2 #1 Change Service , Change Brand Re Active
  • 22. RFM for Expired Customer Strategy Support  Set up Call center Team for follow up , offer Sales & Service  Offer Discount & Promotion repurchase  Convert status Active  Communication New Product & Service Change Service , Change Brand#9 #8 #7 #6 Re Active #5 #4 #3 #2 #1
  • 23. RFM for Expired Customer Strategy Support  Set up Call center Team for follow up  Offer Discount & Promotion repurchase or active  Communication New Product & Service Change Service , Change Brand#9 #8 #7 #6 #5 #4 #3 #2 #1 Re Active
  • 24. RFM for Expired Customer Strategy Support  Set up Call center Team for follow up  Offer Discount & Promotion repurchase or active  Communication New Product & Service #7 #6 #5 #4 #3 #2 #1 Re Active Change Service , Change Brand#9 #8
  • 25. Q&A