SlideShare ist ein Scribd-Unternehmen logo
1 von 24
Leveraging Supply Chain Productivity with Dynamic S&OP Prof. John Paul Managing Director iCognitive Manufacturing Supply Chain Officer Summit 2011 - Shanghai
Agenda Why Dynamic S&OP? Benefits of Dynamic S&OP Dynamic S&OP for Manufacturing 2
Why Dynamic S&OP?  3
Why dynamic S&OP?Dynamic S&OP – The response to several business challenges Volatile business environment calls for more excellent operational efficiency and effectiveness. Internal collaboration is often not sufficient to face today’s highly competitive market place. Companies’ data containing valuable information are often not analyzed. Companies able to identify these information have firsthand opportunities. 4
Why dynamic S&OP?Sub-optimized inventory management results in reduced profitability ,[object Object]
Stock-outs
Stock obsolescence
Excess inventory5 Loss of Sales High Working Capital
Implementing Dynamic S&OP  6
Implementing dynamic S&OPDynamic S&OP - A combination of processes, technologies and data 7
Forecast Generation Implementing dynamic S&OP Forecast - Projecting achievable sales revenue 8
Implementing dynamic S&OP Dynamic S&OP - A combination of processes, technologies and data 9
Implementing dynamic S&OPS&OP - One Goal, One Plan, One Company 10
Implementing dynamic S&OP S&OP - A Succession of interlinked processes 11
Implementing dynamic S&OP S&OP - A Wheel inside the Wheel 12
13 Implementing dynamic S&OP Dynamic S&OP - A combination of processes, technologies and data
Data mining is the process of discovering meaningful new correlations, patterns and trends by sifting through large amounts of data stored in repositories, using pattern recognition technologies as well as statistical and mathematical techniques. 14
Implementing Dynamic S&OPForecast Accuracy through Data Mining Point of Sales Data Data Analysis (by region, product category, sub-category, time slot…) Identification of correlations, patterns, trends Analysis of consumer buying behaviors to make operational decisions 15
Implementing Dynamic S&OPData Mining integration into the S&OP process  Analysis of consumer buying behaviors to make operational decisions 16
Implementing dynamic S&OP Dynamic S&OP - A combination of processes, technologies and data 17
Implementing dynamic S&OPKey Factors for Successful Dynamic S&OP Implementation Clear Expectations Top Management Support Effective Collaboration Collaboration Tools Cadence Performance Measurement Analysis 18
Benefits of Dynamic S&OP 19
Improved product availability Higher supplier fill rate Reduced obsolescence Increase forecast accuracy and sales 360° Supply chain Visibility End to End Enhanced collaboration and better teamwork 20 Dynamic S&OP Benefits Higher customer service, profits and growth
Dynamic S&OP provides deep analysis and forecast to respond to a volatile environment and leverage supply chain productivity 21

Weitere ähnliche Inhalte

Was ist angesagt?

Ariba Knowledge Nuggets - Savings from Supply Chain Initiatives
Ariba Knowledge Nuggets - Savings from Supply Chain InitiativesAriba Knowledge Nuggets - Savings from Supply Chain Initiatives
Ariba Knowledge Nuggets - Savings from Supply Chain Initiatives
SAP Ariba
 

Was ist angesagt? (20)

Target operating model definition
Target operating model definitionTarget operating model definition
Target operating model definition
 
JDA Software Supply Chain Now
JDA Software Supply Chain NowJDA Software Supply Chain Now
JDA Software Supply Chain Now
 
Presentation in chicago s&opie event version4
Presentation in chicago s&opie event version4Presentation in chicago s&opie event version4
Presentation in chicago s&opie event version4
 
Who Owns the “S” in S&OP?
Who Owns the “S” in S&OP?Who Owns the “S” in S&OP?
Who Owns the “S” in S&OP?
 
Why is Sales and Operations Planning So Hard?
Why is Sales and Operations Planning So Hard?Why is Sales and Operations Planning So Hard?
Why is Sales and Operations Planning So Hard?
 
How S&OP Drives Agility -- Supply Chain Insights Research Results (April 2012)
How S&OP Drives Agility -- Supply Chain Insights Research Results (April 2012)How S&OP Drives Agility -- Supply Chain Insights Research Results (April 2012)
How S&OP Drives Agility -- Supply Chain Insights Research Results (April 2012)
 
Making Sales and Operations Planning a Truly Collaborative Process, Dick Ling
Making Sales and Operations Planning a Truly Collaborative Process, Dick LingMaking Sales and Operations Planning a Truly Collaborative Process, Dick Ling
Making Sales and Operations Planning a Truly Collaborative Process, Dick Ling
 
Social Supply Chain and Sales Pipeline Bridge
Social Supply Chain and Sales Pipeline BridgeSocial Supply Chain and Sales Pipeline Bridge
Social Supply Chain and Sales Pipeline Bridge
 
Steelwedge launches next generation S&OP
Steelwedge launches next generation S&OPSteelwedge launches next generation S&OP
Steelwedge launches next generation S&OP
 
The Evolution of the Enterprise Operating Model - Ryan Lockard
The Evolution of the Enterprise Operating Model - Ryan LockardThe Evolution of the Enterprise Operating Model - Ryan Lockard
The Evolution of the Enterprise Operating Model - Ryan Lockard
 
Race for Supply Chain 2020: Insights on S&OP and Agility
Race for Supply Chain 2020: Insights on S&OP and AgilityRace for Supply Chain 2020: Insights on S&OP and Agility
Race for Supply Chain 2020: Insights on S&OP and Agility
 
Oracle & USJade Power Breakfast Presentations: Sales & Operations Planning
Oracle & USJade Power Breakfast Presentations: Sales & Operations PlanningOracle & USJade Power Breakfast Presentations: Sales & Operations Planning
Oracle & USJade Power Breakfast Presentations: Sales & Operations Planning
 
Benchmark Your Costs and Transform Your Source-to-Pay Process
Benchmark Your Costs and Transform Your Source-to-Pay ProcessBenchmark Your Costs and Transform Your Source-to-Pay Process
Benchmark Your Costs and Transform Your Source-to-Pay Process
 
Kpi performance
Kpi performanceKpi performance
Kpi performance
 
Performance kpi
Performance kpiPerformance kpi
Performance kpi
 
Steelwedge powerpoint webinar november15
Steelwedge powerpoint webinar november15Steelwedge powerpoint webinar november15
Steelwedge powerpoint webinar november15
 
What It Takes to Become a World-Class Global Business Services Center
What It Takes to Become a World-Class Global Business Services CenterWhat It Takes to Become a World-Class Global Business Services Center
What It Takes to Become a World-Class Global Business Services Center
 
Lora Cecere “Market Driven Value Networks”
Lora Cecere “Market Driven Value Networks”Lora Cecere “Market Driven Value Networks”
Lora Cecere “Market Driven Value Networks”
 
Advanced Operating Models Research Insights: Life Sciences RnD
Advanced Operating Models Research Insights: Life Sciences RnDAdvanced Operating Models Research Insights: Life Sciences RnD
Advanced Operating Models Research Insights: Life Sciences RnD
 
Ariba Knowledge Nuggets - Savings from Supply Chain Initiatives
Ariba Knowledge Nuggets - Savings from Supply Chain InitiativesAriba Knowledge Nuggets - Savings from Supply Chain Initiatives
Ariba Knowledge Nuggets - Savings from Supply Chain Initiatives
 

Ähnlich wie Leveraging Supply Chain Productivity with Dynamic S&OP

SAP® S&OP powered by SAP HANA®: Practical Steps to Launch for Results
SAP® S&OP powered by SAP HANA®: Practical Steps to Launch for ResultsSAP® S&OP powered by SAP HANA®: Practical Steps to Launch for Results
SAP® S&OP powered by SAP HANA®: Practical Steps to Launch for Results
Plan4Demand
 
Déjeuner Conférence - L'analyse prédictive agile avec SAP Predictive Analytic...
Déjeuner Conférence - L'analyse prédictive agile avec SAP Predictive Analytic...Déjeuner Conférence - L'analyse prédictive agile avec SAP Predictive Analytic...
Déjeuner Conférence - L'analyse prédictive agile avec SAP Predictive Analytic...
agileDSS
 

Ähnlich wie Leveraging Supply Chain Productivity with Dynamic S&OP (20)

Big Data & Technology at Billabong
Big Data & Technology at BillabongBig Data & Technology at Billabong
Big Data & Technology at Billabong
 
Delivering Real-Time Business Value for Wholesale Distribution
Delivering Real-Time Business Value for Wholesale DistributionDelivering Real-Time Business Value for Wholesale Distribution
Delivering Real-Time Business Value for Wholesale Distribution
 
Delivering Real-Time Business Value for Insurance
Delivering Real-Time Business Value for InsuranceDelivering Real-Time Business Value for Insurance
Delivering Real-Time Business Value for Insurance
 
A9 schubert
A9 schubertA9 schubert
A9 schubert
 
Webinar: 5 steps to maximize recurring revenue
Webinar: 5 steps to maximize recurring revenue Webinar: 5 steps to maximize recurring revenue
Webinar: 5 steps to maximize recurring revenue
 
Breaking Bad Data: The Journey to Data-fuelled Digital Transformation
Breaking Bad Data: The Journey to Data-fuelled Digital TransformationBreaking Bad Data: The Journey to Data-fuelled Digital Transformation
Breaking Bad Data: The Journey to Data-fuelled Digital Transformation
 
Connecting supply chain planning and execution in manufacturing
Connecting supply chain planning and execution in manufacturingConnecting supply chain planning and execution in manufacturing
Connecting supply chain planning and execution in manufacturing
 
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...
 
SAP® S&OP powered by SAP HANA®: Practical Steps to Launch for Results
SAP® S&OP powered by SAP HANA®: Practical Steps to Launch for ResultsSAP® S&OP powered by SAP HANA®: Practical Steps to Launch for Results
SAP® S&OP powered by SAP HANA®: Practical Steps to Launch for Results
 
Business Optimization Through Information & Analytics
Business Optimization Through Information & AnalyticsBusiness Optimization Through Information & Analytics
Business Optimization Through Information & Analytics
 
Making Money Out of Data
Making Money Out of DataMaking Money Out of Data
Making Money Out of Data
 
Competing on analytics
Competing on analyticsCompeting on analytics
Competing on analytics
 
Strategic Sourcing in the Digital Economy
Strategic Sourcing in the Digital EconomyStrategic Sourcing in the Digital Economy
Strategic Sourcing in the Digital Economy
 
Building a Roadmap to Adopt SAP Integrated Business Planning (IBP)
Building a Roadmap to Adopt SAP Integrated Business Planning (IBP)Building a Roadmap to Adopt SAP Integrated Business Planning (IBP)
Building a Roadmap to Adopt SAP Integrated Business Planning (IBP)
 
SDI MRO Connected
SDI MRO ConnectedSDI MRO Connected
SDI MRO Connected
 
Delivering Real-Time Business Value for Chemicals
Delivering Real-Time Business Value for ChemicalsDelivering Real-Time Business Value for Chemicals
Delivering Real-Time Business Value for Chemicals
 
Sourcing and Procurement Excellence in a Networked World
Sourcing and Procurement Excellence in a Networked WorldSourcing and Procurement Excellence in a Networked World
Sourcing and Procurement Excellence in a Networked World
 
Déjeuner Conférence - L'analyse prédictive agile avec SAP Predictive Analytic...
Déjeuner Conférence - L'analyse prédictive agile avec SAP Predictive Analytic...Déjeuner Conférence - L'analyse prédictive agile avec SAP Predictive Analytic...
Déjeuner Conférence - L'analyse prédictive agile avec SAP Predictive Analytic...
 
Big Data and Sustainable Competitive Advantage
Big Data and Sustainable Competitive AdvantageBig Data and Sustainable Competitive Advantage
Big Data and Sustainable Competitive Advantage
 
Delivering Real-Time Business Value for High Tech
Delivering Real-Time Business Value for High TechDelivering Real-Time Business Value for High Tech
Delivering Real-Time Business Value for High Tech
 

Kürzlich hochgeladen

Mifty kit IN Salmiya (+918133066128) Abortion pills IN Salmiyah Cytotec pills
Mifty kit IN Salmiya (+918133066128) Abortion pills IN Salmiyah Cytotec pillsMifty kit IN Salmiya (+918133066128) Abortion pills IN Salmiyah Cytotec pills
Mifty kit IN Salmiya (+918133066128) Abortion pills IN Salmiyah Cytotec pills
Abortion pills in Kuwait Cytotec pills in Kuwait
 
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabiunwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
Abortion pills in Kuwait Cytotec pills in Kuwait
 
Jual Obat Aborsi ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan Cytotec
Jual Obat Aborsi ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan CytotecJual Obat Aborsi ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan Cytotec
Jual Obat Aborsi ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan Cytotec
ZurliaSoop
 
Al Mizhar Dubai Escorts +971561403006 Escorts Service In Al Mizhar
Al Mizhar Dubai Escorts +971561403006 Escorts Service In Al MizharAl Mizhar Dubai Escorts +971561403006 Escorts Service In Al Mizhar
Al Mizhar Dubai Escorts +971561403006 Escorts Service In Al Mizhar
allensay1
 
Structuring and Writing DRL Mckinsey (1).pdf
Structuring and Writing DRL Mckinsey (1).pdfStructuring and Writing DRL Mckinsey (1).pdf
Structuring and Writing DRL Mckinsey (1).pdf
laloo_007
 

Kürzlich hochgeladen (20)

Lucknow Housewife Escorts by Sexy Bhabhi Service 8250092165
Lucknow Housewife Escorts  by Sexy Bhabhi Service 8250092165Lucknow Housewife Escorts  by Sexy Bhabhi Service 8250092165
Lucknow Housewife Escorts by Sexy Bhabhi Service 8250092165
 
Mifty kit IN Salmiya (+918133066128) Abortion pills IN Salmiyah Cytotec pills
Mifty kit IN Salmiya (+918133066128) Abortion pills IN Salmiyah Cytotec pillsMifty kit IN Salmiya (+918133066128) Abortion pills IN Salmiyah Cytotec pills
Mifty kit IN Salmiya (+918133066128) Abortion pills IN Salmiyah Cytotec pills
 
Arti Languages Pre Seed Teaser Deck 2024.pdf
Arti Languages Pre Seed Teaser Deck 2024.pdfArti Languages Pre Seed Teaser Deck 2024.pdf
Arti Languages Pre Seed Teaser Deck 2024.pdf
 
joint cost.pptx COST ACCOUNTING Sixteenth Edition ...
joint cost.pptx  COST ACCOUNTING  Sixteenth Edition                          ...joint cost.pptx  COST ACCOUNTING  Sixteenth Edition                          ...
joint cost.pptx COST ACCOUNTING Sixteenth Edition ...
 
Horngren’s Cost Accounting A Managerial Emphasis, Canadian 9th edition soluti...
Horngren’s Cost Accounting A Managerial Emphasis, Canadian 9th edition soluti...Horngren’s Cost Accounting A Managerial Emphasis, Canadian 9th edition soluti...
Horngren’s Cost Accounting A Managerial Emphasis, Canadian 9th edition soluti...
 
Falcon Invoice Discounting: Tailored Financial Wings
Falcon Invoice Discounting: Tailored Financial WingsFalcon Invoice Discounting: Tailored Financial Wings
Falcon Invoice Discounting: Tailored Financial Wings
 
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabiunwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
 
Jual Obat Aborsi ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan Cytotec
Jual Obat Aborsi ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan CytotecJual Obat Aborsi ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan Cytotec
Jual Obat Aborsi ( Asli No.1 ) 085657271886 Obat Penggugur Kandungan Cytotec
 
SEO Case Study: How I Increased SEO Traffic & Ranking by 50-60% in 6 Months
SEO Case Study: How I Increased SEO Traffic & Ranking by 50-60%  in 6 MonthsSEO Case Study: How I Increased SEO Traffic & Ranking by 50-60%  in 6 Months
SEO Case Study: How I Increased SEO Traffic & Ranking by 50-60% in 6 Months
 
Escorts in Nungambakkam Phone 8250092165 Enjoy 24/7 Escort Service Enjoy Your...
Escorts in Nungambakkam Phone 8250092165 Enjoy 24/7 Escort Service Enjoy Your...Escorts in Nungambakkam Phone 8250092165 Enjoy 24/7 Escort Service Enjoy Your...
Escorts in Nungambakkam Phone 8250092165 Enjoy 24/7 Escort Service Enjoy Your...
 
Dr. Admir Softic_ presentation_Green Club_ENG.pdf
Dr. Admir Softic_ presentation_Green Club_ENG.pdfDr. Admir Softic_ presentation_Green Club_ENG.pdf
Dr. Admir Softic_ presentation_Green Club_ENG.pdf
 
Falcon Invoice Discounting: Aviate Your Cash Flow Challenges
Falcon Invoice Discounting: Aviate Your Cash Flow ChallengesFalcon Invoice Discounting: Aviate Your Cash Flow Challenges
Falcon Invoice Discounting: Aviate Your Cash Flow Challenges
 
Al Mizhar Dubai Escorts +971561403006 Escorts Service In Al Mizhar
Al Mizhar Dubai Escorts +971561403006 Escorts Service In Al MizharAl Mizhar Dubai Escorts +971561403006 Escorts Service In Al Mizhar
Al Mizhar Dubai Escorts +971561403006 Escorts Service In Al Mizhar
 
Organizational Transformation Lead with Culture
Organizational Transformation Lead with CultureOrganizational Transformation Lead with Culture
Organizational Transformation Lead with Culture
 
Buy gmail accounts.pdf buy Old Gmail Accounts
Buy gmail accounts.pdf buy Old Gmail AccountsBuy gmail accounts.pdf buy Old Gmail Accounts
Buy gmail accounts.pdf buy Old Gmail Accounts
 
PHX May 2024 Corporate Presentation Final
PHX May 2024 Corporate Presentation FinalPHX May 2024 Corporate Presentation Final
PHX May 2024 Corporate Presentation Final
 
Structuring and Writing DRL Mckinsey (1).pdf
Structuring and Writing DRL Mckinsey (1).pdfStructuring and Writing DRL Mckinsey (1).pdf
Structuring and Writing DRL Mckinsey (1).pdf
 
Power point presentation on enterprise performance management
Power point presentation on enterprise performance managementPower point presentation on enterprise performance management
Power point presentation on enterprise performance management
 
Over the Top (OTT) Market Size & Growth Outlook 2024-2030
Over the Top (OTT) Market Size & Growth Outlook 2024-2030Over the Top (OTT) Market Size & Growth Outlook 2024-2030
Over the Top (OTT) Market Size & Growth Outlook 2024-2030
 
Paradip CALL GIRL❤7091819311❤CALL GIRLS IN ESCORT SERVICE WE ARE PROVIDING
Paradip CALL GIRL❤7091819311❤CALL GIRLS IN ESCORT SERVICE WE ARE PROVIDINGParadip CALL GIRL❤7091819311❤CALL GIRLS IN ESCORT SERVICE WE ARE PROVIDING
Paradip CALL GIRL❤7091819311❤CALL GIRLS IN ESCORT SERVICE WE ARE PROVIDING
 

Leveraging Supply Chain Productivity with Dynamic S&OP

  • 1. Leveraging Supply Chain Productivity with Dynamic S&OP Prof. John Paul Managing Director iCognitive Manufacturing Supply Chain Officer Summit 2011 - Shanghai
  • 2. Agenda Why Dynamic S&OP? Benefits of Dynamic S&OP Dynamic S&OP for Manufacturing 2
  • 4. Why dynamic S&OP?Dynamic S&OP – The response to several business challenges Volatile business environment calls for more excellent operational efficiency and effectiveness. Internal collaboration is often not sufficient to face today’s highly competitive market place. Companies’ data containing valuable information are often not analyzed. Companies able to identify these information have firsthand opportunities. 4
  • 5.
  • 8. Excess inventory5 Loss of Sales High Working Capital
  • 10. Implementing dynamic S&OPDynamic S&OP - A combination of processes, technologies and data 7
  • 11. Forecast Generation Implementing dynamic S&OP Forecast - Projecting achievable sales revenue 8
  • 12. Implementing dynamic S&OP Dynamic S&OP - A combination of processes, technologies and data 9
  • 13. Implementing dynamic S&OPS&OP - One Goal, One Plan, One Company 10
  • 14. Implementing dynamic S&OP S&OP - A Succession of interlinked processes 11
  • 15. Implementing dynamic S&OP S&OP - A Wheel inside the Wheel 12
  • 16. 13 Implementing dynamic S&OP Dynamic S&OP - A combination of processes, technologies and data
  • 17. Data mining is the process of discovering meaningful new correlations, patterns and trends by sifting through large amounts of data stored in repositories, using pattern recognition technologies as well as statistical and mathematical techniques. 14
  • 18. Implementing Dynamic S&OPForecast Accuracy through Data Mining Point of Sales Data Data Analysis (by region, product category, sub-category, time slot…) Identification of correlations, patterns, trends Analysis of consumer buying behaviors to make operational decisions 15
  • 19. Implementing Dynamic S&OPData Mining integration into the S&OP process Analysis of consumer buying behaviors to make operational decisions 16
  • 20. Implementing dynamic S&OP Dynamic S&OP - A combination of processes, technologies and data 17
  • 21. Implementing dynamic S&OPKey Factors for Successful Dynamic S&OP Implementation Clear Expectations Top Management Support Effective Collaboration Collaboration Tools Cadence Performance Measurement Analysis 18
  • 23. Improved product availability Higher supplier fill rate Reduced obsolescence Increase forecast accuracy and sales 360° Supply chain Visibility End to End Enhanced collaboration and better teamwork 20 Dynamic S&OP Benefits Higher customer service, profits and growth
  • 24. Dynamic S&OP provides deep analysis and forecast to respond to a volatile environment and leverage supply chain productivity 21
  • 25. Full presentation including case study is available on: http://www.icognitive.com/index.php?option=com_phocadownload&view=category&id=6%3A&download=102%3Adynamic-s-op-msco&Itemid=64&lang=en iCognitive Downloads: http://alturl.com/878ek 22
  • 26. iCognitive, an expert in supply chain innovation BENCHMARKING CONSULTING RESEARCH IN SUPPLY CHAIN TRAINING TECHNOLOGY 23
  • 27. Thank you 谢谢 For more information please contact us at info@icognitive.com or +65 6325 2810

Hinweis der Redaktion

  1. S&OP serves 2 purposes:Provides the link between the strategic and business plans through the detailed planning and execution systems in the company.Provides a regulator for all the other plans, including the setting of Master Plan Schedule or Global Supply Plan, Inventory investment and commitment of resources.S&OP serves only one goal and one company plan
  2. S&OP is an “umbrella’ process that links several distinct processes:Forecast generationDemand PlanningSupply PlanningFinancial PlanningIt is more than just the Sales and Production Plan: it is part of the overall company business process, including Marketing, Warehousing and Distribution, Finance as well as Production, Supply and Procurement Planning.The S&OP cycle wheelThe monthly cycle starts with previous month realization analysis, and re-forecast of the future month, for the sales, the supply and the inventory position. S&OP process owners in their respective scope of work and responsibility must first work in parallel to allow later reconciliation
  3. The forecasting wheelSales forecasting is a management process, not a computer programThis distinction is important because it affects so many areas across an organization
  4. NMC has collected POS mass data from all outlets. However, these valuable data were left not analyzed. The first step of the process is to perform a data mining process that comprises:Analyzing regional, category, sub category differences and behaviors Identifying correlation, patterns, trendsAnalyzing purchase behaviorsThus help to make strategic decisions
  5. Discover meaningful new correlations, patterns and trends using large amount of data and integrate their results or their related decisions through the S&OP processProducts and regions sometimes managed by different departments