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Oracle Demantra
Overview & Introduction




                          The Oracle APS and Demantra Specialists
Agenda
 • After completing this module, you
   should be able to:
   – Understand Demantra in the context of
     APS
   – Describe key capabilities of Oracle
     Demantra
   – Understand what business processes are
     supported within Demantra
   – Understand Oracle Demantra Concepts
     and Terms
          Copyright © Inspirage LLC, 2008. Private and confidential. All rights reserved.

                                                                      The Oracle APS and Demantra Specialists
Understanding the
                           Oracle APS &
                         Demantra Solution



Copyright © Inspirage LLC, 2008. Private and confidential. All rights reserved                       Page 3

                                                                                 The Oracle APS and Demantra Specialists
Oracle Advanced Planning Solution
                   Trading Partners


Best in class     Supply Chain   Demand driven                                          Operational      Multi-Enterprise
                                                                   Real-Time
Business        Risk Management adaptive planning                                       Excellence        Collaboration
                                                                    S&OP
Processes
                                                                                                                           Role-based Portals


                          Network
                          Design         Demand Sensing
Integrated                                And Shaping
                                                              Postponement
Planning                                                       Optimization        Holistic                                 Preconfigured
Functions                                                                           Supply                                  Worksheets and
                                                                                                      Promise,               Workbenches
                                                                                   Planning
                                                                                                   Distribute, and
                                                                                                     Replenish
                                                                                                                      Execute to plan

                                              Real-Time      Demand       Predictive     Advanced
                 Strategic                                                                                            Global
 Products                       Inventory      Sales &     Management       Trade       Supply Chain   Production                Collaborative
                 Network                                                                                               Order
                               Optimization   Operations   & Advanced     Planning &      Planning     Scheduling                 Planning
                Optimization                                                                                         Promising
                                               Planning    Forecasting   Optimization



Platform                                                       Connectors                                                          Embedded
                               WFL                                                            Common planning                       Analytics
                                                                                                data model

                                                                                  LegacyE
  Future   *                     E1     *        EBS                …
                                                                          *         RP

                                                                                          The Oracle APS and Demantra Specialists
Oracle Demantra Applications




  Demand               Advanced Forecasting            Trade Promotion
  Management           and Demand Modeling             Optimization




Real-time Sales and   Deduction and                      Predictive Trade
Operations Planning   Settlement Management              Planning

                                              The Oracle APS and Demantra Specialists
Demantra Integration – The Big Picture
                    Demantra

                      Demand Management                                                  Trade Promotion Management




                                                      Real-Time Sales and
                                                      Operations Planning
                       Demand Management                                                                  Predictive Trade Planning
Advanced Planning
 Command Center




                                                                             Deduction and
                       Advanced Forecasting                                                               Promotion Optimization
                                                                             Settlement Management




                    Supply Chain Planning                                   Oracle EBS           JDE E1               Siebel CRM

                     Strategic Network Optimization
                                                                             Supply Chain          Supply Chain         Trade
                     Inventory Optimization                                  Management            Management           Management
                                                                             and Financials        and Financials       Execution
                     Adv. Supply Chain Planning

                     Global Order Promising

                     Collaborative Planning
                     Production Scheduling

                                                                                                The Oracle APS and Demantra Specialists
What is demand planning?
  Planning for future demand scenarios
  • Estimate future demand based on market conditions
  • Collaborative planning process involving internal and external participants
  A crucial function for improving operational plans
  • Optimal resource allocation
  • Reduced inventory levels
  • Improved customer satisfaction
  Compare and consolidate disparate forecasts
  • Sales, Marketing, Manufacturing
  • In units or amount
  Improve forecast accuracy
  • Better statistical forecasts
  Manage by exception
  • Multi-dimensional OLAP for analysis (product, channel, geography, …)
  • User-defined exceptions
  • Proactive notifications

                 Copyright © Inspirage LLC, 2007. Private and confidential. All rights reserved.

                                                                             The Oracle APS and Demantra Specialists
High inventory                 Shorter product
                            costs                 lifecycles



           Long                                                  Frequent new
  manufacturing                                                  product
     lead times                                                  introductions
                              Stock outs & non-
                    Proper Demand Management and
                              availability
                             Customer Switching
                    Sales and Operations Planning helps
                             Excessive inventory
                    companies solve these challenges
                             Promotion’s negative
                    and increase profitable revenue
                              ROI
                    growth. Loss of revenue
                              NPI failure
Promotions/Deals                                                 Extreme
fluctuate demand                                                 product
                                                                 segmentation



    Poor collaboration between                    Product variations to
     sales, marketing, demand                     meet different
    mgmt., operations, and with                   geographical and legal
                     customers                    requirements


                                                        The Oracle APS and Demantra Specialists
Typical Challenges
Shorter Product Lifecycles
• Frequent new product introductions putting increased burden on operations
• Shorter life span of the product making it difficult to forecast
Extreme Product Segmentation
• Extreme segmentation of the product by color and aesthetic attributes to
    meet various demographic needs causing stock-outs or excess inventory of
    certain products.
• Product variations to meet different geographical and legal requirements.
    For example, manuals, labeling and software to meet various language
    needs.
Disconnected sales and operations
• Lack of integration between sales/marketing and operations
• Planning and review process is extremely manual and time consuming
Inferior systems
• Manual processes, low visibility in a globalized business climate
• Multiple non integrated local systems

                                                    The Oracle APS and Demantra Specialists
What are the implications?
Impact to customer service levels
• Stock outs due to insufficient forecast can cause customers to switch
   suppliers or be dissatisfied
• Reduced pricing power; affecting the margins
Improper capital allocation
• Forecast created for the wrong product could cause your supply chain to be
   over-driven resulting in excess inventory
• Impact to resources such as capital, space, production resources, etc.
• Lost opportunity to sell your products and increase revenue and profits
Inability to react to changing market conditions
• If changing market conditions are not turned into advantage, profitability
   may suffer
• Competitors may gain
Unmet expectations
• All of the above could result in unmet corporate expectations and decline in
   shareholder value

                                                      The Oracle APS and Demantra Specialists
Demand Driven
                                Supply Chain
                             An approach to mitigating
                                   challenges




Copyright © Inspirage LLC, 2008. Private and confidential. All rights reserved                       Page 11

                                                                                 The Oracle APS and Demantra Specialists
Traditional Supply Chains


     Demand                       Supply
                                      Traditional
                                      Definition of
                                      Supply Chain
                                      Management
                                                            supplier
 customer




                  Product


                            design
                                               Source: AMR Research
                            partner

                                        The Oracle APS and Demantra Specialists
Demand-driven Processes

                      Demand                     Supply              Supply
       Demand
                                                                     Risk
       Insights
                                                                     Management
                                                    Drive a
                     Sense           Shape          Profitable
                     Demand          Demand         Demand
                                                    Response



  Proactive approach to demand management   Product
  Makes your supply chain demand driven
  Improved profitability due proper prioritization of demands,
  Promotes collaboration amongst all stakeholders
                                        Technology
  Supports replenishment system with immediate visibility to changing needs
                                      Opportunities
                                                                        Source: AMR Research


                                                            The Oracle APS and Demantra Specialists
Demand Shaping




Copyright © Inspirage LLC, 2008. Private and confidential. All rights reserved                       Page 14

                                                                                 The Oracle APS and Demantra Specialists
Shaping Demands is the focus of a
Demand Driven Supply Network (DDSN)
 What is “Shaping Demands”?
 • Shaping demands can be defined as aligning your forecast to reality
    by taking all possible variables into consideration OR
 • Fully exploit market to maximize objectives
 Strategic predictive forecasting
 • Collaborate with stakeholders
 • Historical demand patterns
 • Managing new product introductions
 • Discounts and promotions
 • Trade promotion and promotion optimization
 Operational planning to satisfy demands
 • Sales and operations planning
 • Supply planning based on global forecasts
 • Supply positioning

                                                The Oracle APS and Demantra Specialists
Strategic Predictive Forecasting
Collaboration
• Collaborate to incorporate inputs from different stake-holders in the
   organization – such as marketing/sales/Operations
• Forecast at the appropriate level of aggregation. For example, there
   may not be enough information for forecast at an individual
   item/location combination

Historical demand patterns
• Seasonality and Trends
• Shape Modeling
• Causal Factors

Manage new product introductions
• New item / store introductions
• Lifecycle / supersession / Product phase-in and phase-outs

Discounts and promotion optimization
• Effect of discounts and promotions
• Promotion optimization
                                                The Oracle APS and Demantra Specialists
Operational Planning
Tolerance along time and organization dimensions for fulfilling
   demands
• Global forecasting and consumption
• Automatically sourcing forecasts to appropriate organizations that
   fulfill demands

Sales and Operations Planning
• Review current demand fulfillment
• Consider constrained supply
• Re-prioritize demands

Supply Positioning
• Consider forecast accuracy measures to determine inventory levels
• Postponement optimization




                                                 The Oracle APS and Demantra Specialists
Sample Business
                               processes
                             supported with
                               Demantra



Copyright © Inspirage LLC, 2008. Private and confidential. All rights reserved                       Page 18

                                                                                 The Oracle APS and Demantra Specialists
Workflow enabled collaboration
Why collaboration capabilities are important?
• It is extremely critical to bring sales, operations, finance and marketing to
   agreement on a single forecast number.
• A platform that enables collaboration between these stakeholders will result
   in a better aligned corporation marching towards a common goal.
Ability to easily tailor process flows that is custom to each business
• Web based workflow development tool allows creating new workflows and
   modifying canned workflows easy.
• For example, you can have a workflow that enables collaboration between
   account manager, regional manager and country manager before finalizing
   the forecast.
Process to define and handle exceptions
• Create workflows to handle exception events such as over/under forecasting
   and remediation plans
Workflows to integrate external systems
• Facilitate integrating external systems’ data through workflows
• For example, allocate around intersections that have sales orders

                                                       The Oracle APS and Demantra Specialists
Workflow enabled collaboration between
stakeholders




                          The Oracle APS and Demantra Specialists
Disaggregating higher level entries to
lower level SKU/Location
Why is this important?
• If the forecast quantities end up entered for the wrong products/locations, it
   could result in overconsumption and hence result in excess inventory
• Can be mitigated with robust disaggregation mechanisms
Demantra supports multiple disaggregation schemes
• Proportional – where the allocation logic is based on another series
• Proport Mechanism to control disaggregation during analytical engine runs
Proportional
• When a “series” is defined, modelers have the ability to define the allocation
   to be based on another series.
• The basis series could be computed based on a business specific logic or
   could be collected data series such as order history and backlog.
Custom Methods
• Define custom methods that can be invoked for any special allocation logic.
• For example, allocate around intersections that have sales orders
                                                       The Oracle APS and Demantra Specialists
Disaggregating higher level entries to
lower level SKU/Location




                             The Oracle APS and Demantra Specialists
“Expressions” to facilitate numerical
calculations / quick review
Server Expressions
• These are expressions that uses database grouping functions such as
  average, sum, etc.
• For example, you could have an expression that computes the average selling
  price at the category level and determine profitability.
Client Expressions
• These are expressions that enable using mathematical formulas and if-then-
  else statements using different series data.
• For example, you could have an expressions that makes the forecast equal to
  or above the sales order quantity for any given combination.
Color expressions
• These are expressions that color code the cell based on conditionality.
• For example, you could color all cells red when the forecast variance is above
  a certain percentage.


                                                        The Oracle APS and Demantra Specialists
Expressions / Color Coding




                             The Oracle APS and Demantra Specialists
Demantra’s Statistical Forecasting
Capabilities                               Historical
                                           data
                                                                    Bayesian
 •   Bayesian-Markov algorithm uses                                 Estimator

     a mixed model that is better than     Multiple
                                           causal
                                                                    Bayesian
                                                                    Optimizer
     best-fit approaches.                  factors


 •   Unlimited dimensions and                                                                  Forecast

     hierarchies                                                                Combined
                                                                                model
 •   Forecast tree uses hierarchy to
     determine the best levels to
     forecast
       – For example, start at the
          lowest levels in the hierarchy                             Promotion
                                                                     Events
          and then move up one step at                Seasonality

          a time.
                                             Causal
                                             Analysis
 •   Attribute based forecasting                                                     Trend
     capabilities
 •   Nodal tuning capabilities
                                                                                   Cyclical Patterns
 •   Advanced reporting capabilities           Outlier
                                               Detection
     such as graphs, charts, various
     summarization capabilities.
                                                            The Oracle APS and Demantra Specialists
Shape Modeling
Activity based shape modeling
• Demantra captures the profile of historical demand over a period of time
• Apply shapes scaled for volume and time to future forecasts
• Alignment of future forecasts shape dictated by Quantity Alignment
  Duration specified in another series
• Supported in Demand Planning mode and Promotion Effectiveness mode
Promotion Shape Modeling
• Similar to Activity based shape modeling but in addition considers
  promotion attributes
• Available only in PE mode

Shape modeling applicable only when there is continuous stream of
   demand data




                                                     The Oracle APS and Demantra Specialists
Activity Based Shape Modeling




                          The Oracle APS and Demantra Specialists
Causal Factors
•   Global Factors
      – Model global causal factors
         that apply to all products and
         locations
      – For example, holidays such
         as Thanksgiving and
         Christmas, seasons, etc
•   Local Factors
      – Local causal factors apply to
         a specific product and
         location
      – For example, a snow plough
         is more likely to sell more
         during snowy season in the
         North-East than in Arizona.
•   Improved forecast accuracy as a
    result of better incorporation of
    the causals.


                                          The Oracle APS and Demantra Specialists
Member Management
•   New Products Introduction
     –   All “combinations” are stored at lowest levels
     –   Most members have “combinations” with
         sales data and hence enabled for
         forecasting
     –   For introducing new, use tools such as
         Member Management to enable them for
         forecasting
     –   Create a new member at any aggregation
         level in the product hierarchy – but typically
         lowest level members
•   Link new products to Locations
     –   Link a new product to a location or an
         existing product to a new location
     –   Create combinations of product/locations
•   Dummy history creation
     –   Insert dummy historical records
     –   Enables viewing combinations in worksheets



                                                          The Oracle APS and Demantra Specialists
Chaining
Forecasting new product / stores
• Chaining is the process of copying series data from one set of combinations to
  new set of combinations.
• If you have new product/location combinations, use chaining to create history so
  Demantra can generate forecast.
Item Similarity
• For example, you created new store X which sells same items as existing store Y
• Chaining creates all the relevant item combinations for new store X based on Y
Location Similarity
• For example, you created a new item B which is similar to item A and sold in all
  locations
• Chaining creates all relevant location combinations for B based on A
Proport Mechanisms
• Multiple proportionality options exist for disaggregating to new combinations –
  such as Target, Source, Equal and Similar



                                                     The Oracle APS and Demantra Specialists
Global Forecasting – Publish from Demantra,
         Consume and Distribute within ASCP
•   Publish forecast from Demantra to ASCP
    without the context of an Organization
     –   Define sourcing rules to distribute the
         forecast to appropriate fulfillment centers
         based on regions/category/Item and
         Instance.
     –   ASCP utilizes the sourcing rules to distribute
         the remaining forecast after consumption.
•   Consumption at multiple levels in location
    hierarchy
     –   Zone / Region
     –   Ship to Location
•   Consumption by multiple levels in Item
    hierarchy
     –   Item
     –   Demand Class



                                                          The Oracle APS and Demantra Specialists
Consumption tolerance along time
         dimensions
•   Backward Days
     –   First look for the forecast on the day of the
         sales order.
     –   Then days backwards from sales order date
         the forecast should be consumed.
•   Forward Days
     –   After scanning backwards, scan forward to
         look for forecast to consume.
•   Consume within time bucket
     –   For non-daily buckets, force the consumption
         of the forecast only within that bucket and not
         allow spanning backwards and forwards.
•   Criticality of consumption
     –   If the forecasts are not consumed properly,
         supply chain will be overdriven causing
         excess inventory
     –   All these different options can be taken
         advantage to shape forecast demands to align
         with reality.
                                                           The Oracle APS and Demantra Specialists
Respond – Profitably Balance Supply and
Demand
                    •   Visibility to logistics and production
                        constraints in one number planning
                        process

                    •   Integrated with Strategic Network
                        Optimization and Advanced Supply
                        Chain Planning to evaluate supply
                        constraints
                         –   Quickly and interactively simulate impact of
                             demand changes on the supply picture with a
                             common presentation layer

                    •   Integrated with Inventory
                        Optimization for safety stock targets
                        and postponement strategies
                         –   Quickly simulate impact of demand scenarios
                             and varying budgets on service levels and
                             hedging strategies

                                   The Oracle APS and Demantra Specialists
Summary




Copyright © Inspirage LLC, 2008. Private and confidential. All rights reserved                       Page 34

                                                                                 The Oracle APS and Demantra Specialists
Path to implement
Start with the corporate objectives
• Identify and prioritize corporate objectives
• For example, improve forecast accuracy by 10% or reduce stock-outs of certain
  product line, etc.
Drill down to specifics
• Determine what is needed to accomplish the objectives
• For example, better collaboration among stakeholders or improved statistical
  forecasting capability, etc.
Map the software functionality to meet specific requirements
• Demantra is a suite of products within larger APS umbrella with many
  components and overlapping features
• Identify the specific features that meet your needs
• Then choose the components that provide those features
Layout an incremental rollout plan
• Start with the quick wins
• Expand the footprint with minimal change management impact


                                                      The Oracle APS and Demantra Specialists
Review of
                             Demantra Terms




Copyright © Inspirage LLC, 2008. Private and confidential. All rights reserved                       Page 36

                                                                                 The Oracle APS and Demantra Specialists
Levels
• Levels control how data is aggregated and organized.
  These are used in worksheets, filters, import or export,
  and forecasting

Types of levels:
    – Items: group data according to characteristics of items
    – Locations: group data according to characteristics of
      locations
    – Combinations: group data according to time-
      independent characteristics of item-location combinations
      (i.e. Sales Rep)
    – Time: group data by sales date
    – Promotions: group data according to characteristics of
      Promotions including Item, Location and Time
    – Settlements: group data according to characteristics of
      Settlements including Item, Location and Time


                                                  The Oracle APS and Demantra Specialists
Series
 • A set of data that can be displayed in a worksheet table or
   graph, at any aggregation level
 • 3 data types of Series: Numeric, String or Date
 • Types of Series:
     – Sales Series: Consists of time-dependent data for each item-
       location combination
     – Matrix Series: Consists of time-independent data for each
       item-location combination (i.e. Store Minimum)
     – Promotion Series: Consists of data for each promotion at each
       item-location combination, at each time bucket
     – Level Series: Stores data associated with a specific member in
       a level




                                               The Oracle APS and Demantra Specialists
Worksheets

• Within Demantra, users work almost entirely within worksheets
• A worksheet is a customized working environment where users can
  view and edit data
• When users save changes back to the database, they become
  available to other users and to downstream operations
• A worksheet consists of one or more views, usually displayed as
  tabs or MDI within the worksheet
• Each view retrieves a set of data that is aggregated in a specific way
  and that may also be filtered




                                              The Oracle APS and Demantra Specialists
Worksheets – UI Components
                                                         Table
Menu and
Toolbar


                                                         Graph
 Member
 Browser


                                                         Activity
                                                         Details
Notes and
Attachments


                                                        Embedded
                                                        Worksheet


Status Bar

                           The Oracle APS and Demantra Specialists
Workflow




•    Web-based
•    Not accessible to most end users
•    Used to define and run workflows


                                        The Oracle APS and Demantra Specialists
Let us review on the system


•    Login to the collaborator workbench using train##/train##
•    Open worksheet “Consensus Forecast Product Family”




                                                The Oracle APS and Demantra Specialists

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Demantra Overview

  • 1. Oracle Demantra Overview & Introduction The Oracle APS and Demantra Specialists
  • 2. Agenda • After completing this module, you should be able to: – Understand Demantra in the context of APS – Describe key capabilities of Oracle Demantra – Understand what business processes are supported within Demantra – Understand Oracle Demantra Concepts and Terms Copyright © Inspirage LLC, 2008. Private and confidential. All rights reserved. The Oracle APS and Demantra Specialists
  • 3. Understanding the Oracle APS & Demantra Solution Copyright © Inspirage LLC, 2008. Private and confidential. All rights reserved Page 3 The Oracle APS and Demantra Specialists
  • 4. Oracle Advanced Planning Solution Trading Partners Best in class Supply Chain Demand driven Operational Multi-Enterprise Real-Time Business Risk Management adaptive planning Excellence Collaboration S&OP Processes Role-based Portals Network Design Demand Sensing Integrated And Shaping Postponement Planning Optimization Holistic Preconfigured Functions Supply Worksheets and Promise, Workbenches Planning Distribute, and Replenish Execute to plan Real-Time Demand Predictive Advanced Strategic Global Products Inventory Sales & Management Trade Supply Chain Production Collaborative Network Order Optimization Operations & Advanced Planning & Planning Scheduling Planning Optimization Promising Planning Forecasting Optimization Platform Connectors Embedded WFL Common planning Analytics data model LegacyE Future * E1 * EBS … * RP The Oracle APS and Demantra Specialists
  • 5. Oracle Demantra Applications Demand Advanced Forecasting Trade Promotion Management and Demand Modeling Optimization Real-time Sales and Deduction and Predictive Trade Operations Planning Settlement Management Planning The Oracle APS and Demantra Specialists
  • 6. Demantra Integration – The Big Picture Demantra Demand Management Trade Promotion Management Real-Time Sales and Operations Planning Demand Management Predictive Trade Planning Advanced Planning Command Center Deduction and Advanced Forecasting Promotion Optimization Settlement Management Supply Chain Planning Oracle EBS JDE E1 Siebel CRM Strategic Network Optimization Supply Chain Supply Chain Trade Inventory Optimization Management Management Management and Financials and Financials Execution Adv. Supply Chain Planning Global Order Promising Collaborative Planning Production Scheduling The Oracle APS and Demantra Specialists
  • 7. What is demand planning? Planning for future demand scenarios • Estimate future demand based on market conditions • Collaborative planning process involving internal and external participants A crucial function for improving operational plans • Optimal resource allocation • Reduced inventory levels • Improved customer satisfaction Compare and consolidate disparate forecasts • Sales, Marketing, Manufacturing • In units or amount Improve forecast accuracy • Better statistical forecasts Manage by exception • Multi-dimensional OLAP for analysis (product, channel, geography, …) • User-defined exceptions • Proactive notifications Copyright © Inspirage LLC, 2007. Private and confidential. All rights reserved. The Oracle APS and Demantra Specialists
  • 8. High inventory Shorter product costs lifecycles Long Frequent new manufacturing product lead times introductions Stock outs & non- Proper Demand Management and availability Customer Switching Sales and Operations Planning helps Excessive inventory companies solve these challenges Promotion’s negative and increase profitable revenue ROI growth. Loss of revenue NPI failure Promotions/Deals Extreme fluctuate demand product segmentation Poor collaboration between Product variations to sales, marketing, demand meet different mgmt., operations, and with geographical and legal customers requirements The Oracle APS and Demantra Specialists
  • 9. Typical Challenges Shorter Product Lifecycles • Frequent new product introductions putting increased burden on operations • Shorter life span of the product making it difficult to forecast Extreme Product Segmentation • Extreme segmentation of the product by color and aesthetic attributes to meet various demographic needs causing stock-outs or excess inventory of certain products. • Product variations to meet different geographical and legal requirements. For example, manuals, labeling and software to meet various language needs. Disconnected sales and operations • Lack of integration between sales/marketing and operations • Planning and review process is extremely manual and time consuming Inferior systems • Manual processes, low visibility in a globalized business climate • Multiple non integrated local systems The Oracle APS and Demantra Specialists
  • 10. What are the implications? Impact to customer service levels • Stock outs due to insufficient forecast can cause customers to switch suppliers or be dissatisfied • Reduced pricing power; affecting the margins Improper capital allocation • Forecast created for the wrong product could cause your supply chain to be over-driven resulting in excess inventory • Impact to resources such as capital, space, production resources, etc. • Lost opportunity to sell your products and increase revenue and profits Inability to react to changing market conditions • If changing market conditions are not turned into advantage, profitability may suffer • Competitors may gain Unmet expectations • All of the above could result in unmet corporate expectations and decline in shareholder value The Oracle APS and Demantra Specialists
  • 11. Demand Driven Supply Chain An approach to mitigating challenges Copyright © Inspirage LLC, 2008. Private and confidential. All rights reserved Page 11 The Oracle APS and Demantra Specialists
  • 12. Traditional Supply Chains Demand Supply Traditional Definition of Supply Chain Management supplier customer Product design Source: AMR Research partner The Oracle APS and Demantra Specialists
  • 13. Demand-driven Processes Demand Supply Supply Demand Risk Insights Management Drive a Sense Shape Profitable Demand Demand Demand Response Proactive approach to demand management Product Makes your supply chain demand driven Improved profitability due proper prioritization of demands, Promotes collaboration amongst all stakeholders Technology Supports replenishment system with immediate visibility to changing needs Opportunities Source: AMR Research The Oracle APS and Demantra Specialists
  • 14. Demand Shaping Copyright © Inspirage LLC, 2008. Private and confidential. All rights reserved Page 14 The Oracle APS and Demantra Specialists
  • 15. Shaping Demands is the focus of a Demand Driven Supply Network (DDSN) What is “Shaping Demands”? • Shaping demands can be defined as aligning your forecast to reality by taking all possible variables into consideration OR • Fully exploit market to maximize objectives Strategic predictive forecasting • Collaborate with stakeholders • Historical demand patterns • Managing new product introductions • Discounts and promotions • Trade promotion and promotion optimization Operational planning to satisfy demands • Sales and operations planning • Supply planning based on global forecasts • Supply positioning The Oracle APS and Demantra Specialists
  • 16. Strategic Predictive Forecasting Collaboration • Collaborate to incorporate inputs from different stake-holders in the organization – such as marketing/sales/Operations • Forecast at the appropriate level of aggregation. For example, there may not be enough information for forecast at an individual item/location combination Historical demand patterns • Seasonality and Trends • Shape Modeling • Causal Factors Manage new product introductions • New item / store introductions • Lifecycle / supersession / Product phase-in and phase-outs Discounts and promotion optimization • Effect of discounts and promotions • Promotion optimization The Oracle APS and Demantra Specialists
  • 17. Operational Planning Tolerance along time and organization dimensions for fulfilling demands • Global forecasting and consumption • Automatically sourcing forecasts to appropriate organizations that fulfill demands Sales and Operations Planning • Review current demand fulfillment • Consider constrained supply • Re-prioritize demands Supply Positioning • Consider forecast accuracy measures to determine inventory levels • Postponement optimization The Oracle APS and Demantra Specialists
  • 18. Sample Business processes supported with Demantra Copyright © Inspirage LLC, 2008. Private and confidential. All rights reserved Page 18 The Oracle APS and Demantra Specialists
  • 19. Workflow enabled collaboration Why collaboration capabilities are important? • It is extremely critical to bring sales, operations, finance and marketing to agreement on a single forecast number. • A platform that enables collaboration between these stakeholders will result in a better aligned corporation marching towards a common goal. Ability to easily tailor process flows that is custom to each business • Web based workflow development tool allows creating new workflows and modifying canned workflows easy. • For example, you can have a workflow that enables collaboration between account manager, regional manager and country manager before finalizing the forecast. Process to define and handle exceptions • Create workflows to handle exception events such as over/under forecasting and remediation plans Workflows to integrate external systems • Facilitate integrating external systems’ data through workflows • For example, allocate around intersections that have sales orders The Oracle APS and Demantra Specialists
  • 20. Workflow enabled collaboration between stakeholders The Oracle APS and Demantra Specialists
  • 21. Disaggregating higher level entries to lower level SKU/Location Why is this important? • If the forecast quantities end up entered for the wrong products/locations, it could result in overconsumption and hence result in excess inventory • Can be mitigated with robust disaggregation mechanisms Demantra supports multiple disaggregation schemes • Proportional – where the allocation logic is based on another series • Proport Mechanism to control disaggregation during analytical engine runs Proportional • When a “series” is defined, modelers have the ability to define the allocation to be based on another series. • The basis series could be computed based on a business specific logic or could be collected data series such as order history and backlog. Custom Methods • Define custom methods that can be invoked for any special allocation logic. • For example, allocate around intersections that have sales orders The Oracle APS and Demantra Specialists
  • 22. Disaggregating higher level entries to lower level SKU/Location The Oracle APS and Demantra Specialists
  • 23. “Expressions” to facilitate numerical calculations / quick review Server Expressions • These are expressions that uses database grouping functions such as average, sum, etc. • For example, you could have an expression that computes the average selling price at the category level and determine profitability. Client Expressions • These are expressions that enable using mathematical formulas and if-then- else statements using different series data. • For example, you could have an expressions that makes the forecast equal to or above the sales order quantity for any given combination. Color expressions • These are expressions that color code the cell based on conditionality. • For example, you could color all cells red when the forecast variance is above a certain percentage. The Oracle APS and Demantra Specialists
  • 24. Expressions / Color Coding The Oracle APS and Demantra Specialists
  • 25. Demantra’s Statistical Forecasting Capabilities Historical data Bayesian • Bayesian-Markov algorithm uses Estimator a mixed model that is better than Multiple causal Bayesian Optimizer best-fit approaches. factors • Unlimited dimensions and Forecast hierarchies Combined model • Forecast tree uses hierarchy to determine the best levels to forecast – For example, start at the lowest levels in the hierarchy Promotion Events and then move up one step at Seasonality a time. Causal Analysis • Attribute based forecasting Trend capabilities • Nodal tuning capabilities Cyclical Patterns • Advanced reporting capabilities Outlier Detection such as graphs, charts, various summarization capabilities. The Oracle APS and Demantra Specialists
  • 26. Shape Modeling Activity based shape modeling • Demantra captures the profile of historical demand over a period of time • Apply shapes scaled for volume and time to future forecasts • Alignment of future forecasts shape dictated by Quantity Alignment Duration specified in another series • Supported in Demand Planning mode and Promotion Effectiveness mode Promotion Shape Modeling • Similar to Activity based shape modeling but in addition considers promotion attributes • Available only in PE mode Shape modeling applicable only when there is continuous stream of demand data The Oracle APS and Demantra Specialists
  • 27. Activity Based Shape Modeling The Oracle APS and Demantra Specialists
  • 28. Causal Factors • Global Factors – Model global causal factors that apply to all products and locations – For example, holidays such as Thanksgiving and Christmas, seasons, etc • Local Factors – Local causal factors apply to a specific product and location – For example, a snow plough is more likely to sell more during snowy season in the North-East than in Arizona. • Improved forecast accuracy as a result of better incorporation of the causals. The Oracle APS and Demantra Specialists
  • 29. Member Management • New Products Introduction – All “combinations” are stored at lowest levels – Most members have “combinations” with sales data and hence enabled for forecasting – For introducing new, use tools such as Member Management to enable them for forecasting – Create a new member at any aggregation level in the product hierarchy – but typically lowest level members • Link new products to Locations – Link a new product to a location or an existing product to a new location – Create combinations of product/locations • Dummy history creation – Insert dummy historical records – Enables viewing combinations in worksheets The Oracle APS and Demantra Specialists
  • 30. Chaining Forecasting new product / stores • Chaining is the process of copying series data from one set of combinations to new set of combinations. • If you have new product/location combinations, use chaining to create history so Demantra can generate forecast. Item Similarity • For example, you created new store X which sells same items as existing store Y • Chaining creates all the relevant item combinations for new store X based on Y Location Similarity • For example, you created a new item B which is similar to item A and sold in all locations • Chaining creates all relevant location combinations for B based on A Proport Mechanisms • Multiple proportionality options exist for disaggregating to new combinations – such as Target, Source, Equal and Similar The Oracle APS and Demantra Specialists
  • 31. Global Forecasting – Publish from Demantra, Consume and Distribute within ASCP • Publish forecast from Demantra to ASCP without the context of an Organization – Define sourcing rules to distribute the forecast to appropriate fulfillment centers based on regions/category/Item and Instance. – ASCP utilizes the sourcing rules to distribute the remaining forecast after consumption. • Consumption at multiple levels in location hierarchy – Zone / Region – Ship to Location • Consumption by multiple levels in Item hierarchy – Item – Demand Class The Oracle APS and Demantra Specialists
  • 32. Consumption tolerance along time dimensions • Backward Days – First look for the forecast on the day of the sales order. – Then days backwards from sales order date the forecast should be consumed. • Forward Days – After scanning backwards, scan forward to look for forecast to consume. • Consume within time bucket – For non-daily buckets, force the consumption of the forecast only within that bucket and not allow spanning backwards and forwards. • Criticality of consumption – If the forecasts are not consumed properly, supply chain will be overdriven causing excess inventory – All these different options can be taken advantage to shape forecast demands to align with reality. The Oracle APS and Demantra Specialists
  • 33. Respond – Profitably Balance Supply and Demand • Visibility to logistics and production constraints in one number planning process • Integrated with Strategic Network Optimization and Advanced Supply Chain Planning to evaluate supply constraints – Quickly and interactively simulate impact of demand changes on the supply picture with a common presentation layer • Integrated with Inventory Optimization for safety stock targets and postponement strategies – Quickly simulate impact of demand scenarios and varying budgets on service levels and hedging strategies The Oracle APS and Demantra Specialists
  • 34. Summary Copyright © Inspirage LLC, 2008. Private and confidential. All rights reserved Page 34 The Oracle APS and Demantra Specialists
  • 35. Path to implement Start with the corporate objectives • Identify and prioritize corporate objectives • For example, improve forecast accuracy by 10% or reduce stock-outs of certain product line, etc. Drill down to specifics • Determine what is needed to accomplish the objectives • For example, better collaboration among stakeholders or improved statistical forecasting capability, etc. Map the software functionality to meet specific requirements • Demantra is a suite of products within larger APS umbrella with many components and overlapping features • Identify the specific features that meet your needs • Then choose the components that provide those features Layout an incremental rollout plan • Start with the quick wins • Expand the footprint with minimal change management impact The Oracle APS and Demantra Specialists
  • 36. Review of Demantra Terms Copyright © Inspirage LLC, 2008. Private and confidential. All rights reserved Page 36 The Oracle APS and Demantra Specialists
  • 37. Levels • Levels control how data is aggregated and organized. These are used in worksheets, filters, import or export, and forecasting Types of levels: – Items: group data according to characteristics of items – Locations: group data according to characteristics of locations – Combinations: group data according to time- independent characteristics of item-location combinations (i.e. Sales Rep) – Time: group data by sales date – Promotions: group data according to characteristics of Promotions including Item, Location and Time – Settlements: group data according to characteristics of Settlements including Item, Location and Time The Oracle APS and Demantra Specialists
  • 38. Series • A set of data that can be displayed in a worksheet table or graph, at any aggregation level • 3 data types of Series: Numeric, String or Date • Types of Series: – Sales Series: Consists of time-dependent data for each item- location combination – Matrix Series: Consists of time-independent data for each item-location combination (i.e. Store Minimum) – Promotion Series: Consists of data for each promotion at each item-location combination, at each time bucket – Level Series: Stores data associated with a specific member in a level The Oracle APS and Demantra Specialists
  • 39. Worksheets • Within Demantra, users work almost entirely within worksheets • A worksheet is a customized working environment where users can view and edit data • When users save changes back to the database, they become available to other users and to downstream operations • A worksheet consists of one or more views, usually displayed as tabs or MDI within the worksheet • Each view retrieves a set of data that is aggregated in a specific way and that may also be filtered The Oracle APS and Demantra Specialists
  • 40. Worksheets – UI Components Table Menu and Toolbar Graph Member Browser Activity Details Notes and Attachments Embedded Worksheet Status Bar The Oracle APS and Demantra Specialists
  • 41. Workflow • Web-based • Not accessible to most end users • Used to define and run workflows The Oracle APS and Demantra Specialists
  • 42. Let us review on the system • Login to the collaborator workbench using train##/train## • Open worksheet “Consensus Forecast Product Family” The Oracle APS and Demantra Specialists