business value driven by integrated business …...figure adusted based on: integrated business...
TRANSCRIPT
Business value driven by Integrated Business Planning Transformation, trends in Czech Republic
8th November 2018
Ondrej Zak, Jan Burian EY CZMail: [email protected]
Page 2Confidential — All Rights Reserved — EY 2018
Agenda (first part)
Value potential of SOP
Digital era impacts on supply chain
SOP - typical issues on the market
Exercise – maturity assessment
Recommended approach
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We are here today because of PERFORMANCEThe value of integrated planning
Figure adusted based on: Integrated Business Planning Kepczynski, 2018 Springer
Simultaneous improvement of end to end value chain performance through orchestrated planning and synchronization at all levels, horizons and silos.
Revenue increase: more availability of the right product in the right place.
Service level increase: improved customer service by delivering to promise.
Cost reduction: reduced fire fighting, bullwhip effect and rush orders.
Inventory reduction: reduced bullwhip effect through improved coordination and synchronization
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Case studyA consumer products company uses SOP to reduce inventory and production variability
Before S&OP
• Erratic production levels• High inventory levels
After S&OP
• Stable production levels• Stable inventory levels
Project Description: A global consumer products company implemented a S&OP process, introduced clearly defined product segmentation and applied correct system parameter settings. As a result, the organization saw a reduction in unnecessary demand forecast changes, greater confidence to dip into safety stocks, and stabilized weekly production carefully synchronized with demand.
Key results:• 48% reduction in production variability• 28% reduction in inventory• 12% increase in responsiveness (measured by frequency of replenishment to market at SKU level)
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Digital era impacts on supply chain
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Value chains are being disrupted by digital sources
There are several key trends driving the growth of Integrated Digital Planning
Increasing product complexity and customer expectationsThe expectation of customers to receive more individualized production in less time leads to increasing product complexity in Value Chains.
Companies need to respond promptly. Key success factors in high-performing value chains include cost efficiency, flexibility, speed and responsiveness.
2
New planning technologies and AIThe availability of new technologies makes it possible to use completely different planning procedures. Cloud-based solutions enable
unprecedented transparency of planning and decision-relevant data. Robots and automated algorithms relieve planners and decision-makers of routine activities, AI and Deep Learning algorithms enable exception based faster and better planning decisions.
4
The changing role of companies in their ecosystems The role of Value Chains in company ecosystems will change dramatically as more and more partners will participate thus causing the structure
of value chains to become increasingly dynamic.1
Accelerated and faster planning cyclesCompanies need to stay ahead of disruption and proactively adapt to changing market conditions and customer requirements. Planning cycles and their frequency needs to be reflective to market needs. Companies need to ensure long-term planning for strategic investment decisions,
medium-term tactical planning tasks to synchronize demand and supply, and to operational planning decisions for short-term changes.
3
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Markets are changingeCommerce, new entrants, vertical killers, nothing is sure
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Although we have been “digitizing” for many years, the pace and variety and power of new disruptive technologies is unlike anything we have
New Materials HD Imagery Genomics 3D Printing Autonomous vehicles
Drones Advanced Robotics
Cognitive Computing
Quantum Computing
RPA
Blockchain IoT Solar & Storage Sensors Bandwidth
Social & Gaming
Cloud Computing
Processing Power
Storage
Mobile
Databases
Utilities
Tools
ERP (e.g.GW)
ApplicationsWeb
3270
RPA
Industrial
Internet 4.0Smart
Products
Physical Web
(Augmented Reality)
Data-Driven
Business Models
Application/Industry Clouds Smart ServicesTechnology core & analytics core
IoT
Services
People
ThingsAnalytics
Personal &
Wearables
Connected
Vehicles
Connected
Homes
Smart
Factories
Smart
Logistics
Transportation
Healthcare
Connected
Lifestyle &
Consumer
Smart
Cities
Utilities
Personal
Wellness
Self-Driving
Cars
Car as
Smart Phone
Personal
Education
Healthcare as
a Service
Remote
Surgery
Smart Washing
Machine/Fridge Predictive
Logistics
Drones
Smart
Production
Predictive
Maintenance
Mobility
as a Service
Smart
Station
Smart
Bus
Smart
Grid
Smart
BuildingRoads
Lighting
Waste
Management
Location
Marketing
Lifestyle as
Experience
AI
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Connect – automate – smart will shape the future business models
ArtificialIntelligence
Automation
Business model
Connectivity
Customer Experience Innovation
Operating model
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Key takeaways from EY´s projects
• One common S&OP
• Seamless integration with relevant systems
• Increase quality of the inputs – customer & market intelligence
• Quality of the data (Frontline)
• Data visibility (inventories -suppliers)
• Real-time availability
• Data flow (Frontline - Backline)
• Processes
• Underestimated process area
• Low forecast accuracy -„it´s just market!“
• Not sufficient IT tools – poor enterprise IT landscape
• Absence of the seamless flow
• Not proper IT tools in place / legacy IT
As-Is situation1
What to focus on2
Best practice3
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S&OPChallenges in the market
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Increase of efficiency and effectiveness comes from alignment of planning types to their characteristicsAvoid execution of the process on non value added level
Corporate strategy
Su
pp
lie
rs
Transportation, distribution, and logistics
Cu
sto
me
rs
Discussion focus
Plan
Sales and Operations Planning (S&OP)
Demand review Supply review Integration and reconciliation Management business reviewPortfolio management review
Demand Planning
Prepare data Create base forecast Unconstrained forecast Constrained forecastIncorporate eventsReview forecast
accuracy
Supply Planning
Strategic supply planning DC and branch planning Inventory managementLead time calculation and
management
Pro
cu
rem
en
t
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Monthly cycle should be a continuous improvement process. We can start simple…
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The SOP process helps to ensure all functions are rowing in the same direction
Finance: “Working capital is too high, we need to reduce
inventory by 20%”
Sales: “I will place multiple
orders to make sure my
customer does not get shorted.”
New Product Development: “I can guarantee that this new product will fly
off out of the warehouse once it is
available.”
TDL: “We will require excessive overtime
and airfreight to accomplish what is being asked of us”
Marketing: “There’s a new promotion we
need to do next week.”
Manufacturing: “Sales are highly overstated, we will figure out
what to decrease”
Demand Planning: “Our high forecast
accuracy error is not my fault – I just enter what sales tells me.”
Supply Planning: “We will need to rapidly expand
our manufacturing capacity to achieve the
plan.”
Cu
stom
er
DPSPMktMfg
TDLSalesFinc NPD
S&OP
The SOP process provides the forum and measures to enable supply chain functions to all “row” in the same direction and
cross the “finish line” each month.
Imagine a company competing in a rowing race yet the strokes are not synchronized…
An SOP process can help ensure the supply chain team is synchronized
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Power of KPI’s - how to balance customer and shareholder facing goals?
Trade-off alignment problem:► Lack of tradeoff alignment causes a
mixed massaging from leadership.
► This culminates in conflicting goals between silos and unnecessary changes of direction that cost time and money.
► Five key supply chain attributes, three customer facing (flexibility, speed, reliability) and two shareholder facing (cost to serve, and asset efficiency), measure overall value chain performance and can be intrinsically opposed.
► A trade-off is required of what are the most important goals of the value chain, and what is the relative importance of one over the other.
The speed at which a supply chain provides products to the customer
Speed
The ability to perform tasks as expected. Reliability focuses on thepredictability of the outcome of a process
Reliability
The cost of operating the supply chain end to end processes. Total cost to serve.
Cost to Serve
The ability to efficiently utilize assets. Optimal capacity and inventory.
Asset Efficiency
Ability of the supply chain to react to changes (volume, data, mix) without incurrent in costs nor hampering service.
Flexibility
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Master data management is still a keyBut more advanced methods are needed to generate required insights
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Maturity assessment
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10 questions – maturity assessment
1. Do you know well the end customer?
2. Is the client forecast reliable / accurate? How big is the gap between planning and execution?
3. Do you miss any data (or are unreliable) to make better forecasts?
4. Is your SOP aligned with a strategy, financial plans, KPI’s of organization units are aligned?
5. Is your SOP process fast enough and capable to react on changes (avoid over reaction)?
6. Is necessary information / insight visible across your organization?
7. Are your suppliers flexible enough to react on changes?
6. Do you consider your SOP as a continuously improving process?
7. Do you use advanced data analytics to identify patterns?
8. Is your SOP tool advanced enough?
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Recommended approach
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EY EPIC methodology
EY has developed an extended model covering all business related
planning activities. It is called Enterprise Performance Management
Improvement and Control “EPIC”. The main idea of the EPIC approach
is looking at next step-change improvement, which is not from doing
SOP better but from doing SOP differently.
Established planning preconditions
Established accomplishment principles
Established project management3
1
2
Financial Planning
Sales and Operations Planning
Strategic Planning
Supply Planning Demand Planning
Business and Functional Planning
Execution and Performance management
Pe
rform
ance
Man
agem
en
t
Risk M
anage
me
nt
Imp
rove
me
nt M
anage
me
nt
31
2
EPIC
Leading Practice SOP
Planning Sophistication
Pla
nn
ing
Va
lue
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There are many factors that are needed to ensure a successful SOP process
SOP depends on simplicity and discipline to ensure success
Executive support: Sales and marketing organizations often struggle with new processes, requirements and accountabilities; senior management must visibly support and enforce expectations
Performance measurement: To support formal and measurable processes, accountable involvement and exception based decision making, a clear and concise view of relevant, actionable targets and performance is needed
High quality team members: Ensure project resources are the best in their area, can perform as change agents, help build consensus and are prepared to lead new processes
“Mastery” of master data: Decision-support tools rely on ERP/ transaction systems for data; project delays, lost value propositions and inaccurate results are often attributed to ignoring, underestimating or failing to acknowledge poor data
Seek simplicity that drives value: Must guard against “over-engineering;” the power of advanced supply chain applications can often result in over complicated designs and attempts to proceed to advanced techniques basics are in place
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Tools and accelerators
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Tools and accelerators
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Keep it simple: Synchronize – Optimize - Organize
► Definition of a set of issues thata company may face.
► More specifically, it supportsthe identification of thepotential causes for the issuesthat a SOP initiative might helpto solve
► It provides guidance on whatdata/analysis might benecessary to prove or disprovethem.
► The aim is to facilitatediscussion around the client’sfocus issues and potential rootcauses of identified issues.
Insufficient
Service Level
Products are delivered with
delays with respect to
promises
Contingency for manufacturing and delivery issue
Poor coordination of handoffs between functions
Root Cause Hypothesis Example Data / Analysis Required
• Analyse system breakdown statistics and maintenance procedures
• Analyse risk and event management policies for planning (SOP)
• Perform end to end process audit around handoffs and timings
• Assess interlock between planning and fulfilment and ownership of the components of customer metrics
Stock out
Poor or insufficiently detailed demand plan / forecast
Operations doesn’t follow demand plan
Safety stock or contingency not properly defined
Missed or late delivery by suppliers
• Perform review of the demand forecasting and capacity planning processes around planning level, horizon,
granularity
• Compare demand forecasts with supply execution inc plan and schedule adherence
• Review how SOP outcome plans are implemented
• Perform safety stock calculation methodology and level review – check linkages between planning assumptions,
• Perform analysis of requested delivery time against actual delivery time by suppliers
• Check if / how suppliers receive plan information (lead time) and actual orders
Root Analysis
Integrated Business Planning enabled on SAP IBP
8th November 2018
Robert Kepczynski & Vasileios Ieronymakis, EY CHMail: [email protected]
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Integrated Business Planning
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Long Term Planning
Marketing & Sales Planning
Demand Planning
Supply Planning
Sales & OperationsPlanning
Co
llab
ora
tio
n
Co
llab
ora
tion
Long Term (often Strategic and Financial Planning)
SUPPLIER CUSTOMERFactory –Production
LocalWarehouse
CentralWarehouse
Su
pp
ly
Re
spo
nse
De
ma
nd
C
on
sen
sus
Tactical
Execution
Longterm
Operational
Material Req. Planning, Supplier Collaboration
Capacity Planning
Distribution Planning
Inventory Planning
End User
Harmonized Integrated Planning ProcessEnabled by fit for purpose organization/skills, connected planning processes and SAP IBP
Detail Scheduling, Demand Sensing, Order based supply response & deployment
Financial integration
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Product line-region-Asset type
Month/ year
3-10years
Annual Planning, Monthly Strategic Product Planning
Value
SKU-Customer-Resource
Day / week
4-12 weeks
Campaigns, Limited life offers, Peak season
Volume
Product grp-Country-Plant
Month
12-36 months
Monthly S&OP
Volume & Value
LongTermTacticalOperational
Increase of efficiency and effectiveness comes from alignment of planning types to their characteristicsAvoid execution of the process on non value added level
Typical Granularity
Time buckets
Horizon
Use Case
Unit
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Vo
lum
e /
va
lue
Samples
New
products, phase-
in / phase-out
Constraints &
allocations
Pre-S&OP
risks, currency
provisions
Integrated
Business
Plan
Write-off
provisions Pre-S&OP
opportunities
(incl. demand
shaping)
Product review
Consensus
unconstrained
forecast
(incl. demand
sensing)
Credit
availability
Licenses
Demand review Supply reviewIntegrated
Reconciliation
Management
Business Review
IBP Volume
IBP Value
Budget
Tactical S&OP as foundation of Integrated Business PlanningEnabled end to end view, e.g. management of risk and opportunities, financial integration
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Way to operate Integrated Business PlanningBiggest value can be extracted operating planning on levels aligned to insights and process types
Brand / Channel
Business Field/ Customer Grp
DC-Plants / Customer type
SKU / Customer
Global/Regional/CountryDemand Plan Initialization
Country/Brand enrichmentof Demand plan Supply Planning
Align on Demand + Supply Plan,
tactical allocation planning.
Integrated reconciliation
Executive S&OP Meeting
Turnover
Sales Volume1
2 3
5
4
0Product / Customer / Services Management
DATA & SYSTEM INTEGRATION
COLLABORATION
PRICE – MARGIN - PROFIT
ANALYTICS-DASHBOARDSEXEPTION MANAGEMENT
GLOBAL – REGIONAL - COUNTRY
CLOUD
RISK & OPPORTUNITIES WITH REAL-TIME SCENARIO PLANNING
VOLUME
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Product• Registrations• Phase-ins & -outs• Long termsubstitutions• Operational
substitutions
• Price tactics• Promotions / campaigns• New business gains• Business lost• Competition activities• Profitability optimization
Demand
Finance• Credit availability /
exposure• Currency fluctuations• Provisions for inventory
write-offs, returns• COGS fluctuations
Supply• Product availability• Manpower, Machine, Material
constraints and extra availability
• Internal & External manufacturing and operations
“What if“ end to end
scenario
planning
Business requires end to end view on risk and opportunitiesIBP brings what if scenario planning which can connect all functions
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Projection of price, costs, margins embedded in processes & accountabilities
Alignment & integration between strategic, tactical and operational processes
Tight integration of product, customer, services planning
What-if business scenario planning to model risks & opportunities in product/demand/supply/finance.
Budget, Forecast, Plans gap identification and management
Granularity, frequency aligned to process horizon. Ways of working and level linked to best
insights.
Fit for purpose organizational structures, roles & capabilities
Integrated Business Planning value driversThis is what makes a difference ….
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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IBP Process on SAP IBP.Selected customer stories.
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SAP IBP functionality overviewSAP brings value add concepts into the tool 4 times a year e.g. DDMRP
Supply Chain Control Tower
IBP for Sales and Operations Planning
IBP for Inventory IBP for Demand
IBP for Response & Supply
SAP Integrated Business Planning
Excel UI Web UI Fiori Apps JAM Collaboration
HANA Platform
► Multi-echelon inventory optimisation tool with proven “Smartops” algorithms
► Safety stock planning
► DDMRP
► Auto-outlier correction
► Statistical forecasting algorithms
► Segmentation (ABC / XYZ)
► Forecast error measurement
► Short-term demand sensing and integration with PoS data
► S&OP and IBP processes, strategic, tactical & operational.
► Includes simplified heuristics, opens doors for new use cases e.g. budgeting input, financial planning, what-if simulations
► Exception management process
► From alerts to action workflow cases supported by JAM collaboration
► Extended SC collaboration, reporting & analytics
► In-memory database
► Algorithms platform for all applications, enabling scenario and version planning.
► Unified planning area
► Connectivity to Extendibility SAP Cloud Platform
► Constrained and unconstrained supply planning (demand propagation cross network, BOM etc., supply propagation cross network to customer / market level)
► Supply optimizer in time series data model
► Distribution planning & capable to match in order based data model, sales order confirmations, transfer orders …
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Long Term planning
Tactical S&OP planning
Operational planning
SAP Integrated Business Planning
Sales & Operations Planning (S&OP)
SAP HANA Platform
Supply Chain Control Tower
InventoryDemand sensing
Response
Supply
Demand planning
Sales & Operations Planning (S&OP)
SAP HANA Platform
Supply Chain Control Tower
InventoryDemand sensing
Response
Supply
SAP Integrated Business Planning
Demand planning
SAP Integrated Business Planning
Sales & Operations Planning (S&OP)
SAP HANA Platform
Supply Chain Control Tower
InventoryDemand sensing
ResponseSupply
Demand planning
How you can connect planning processes with SAP IBPMaximize business return gradually
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Operational Planning
Tactical Planning
Long Term
Planning
Long Term Planning
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End to end risks & opportunities simulations supports strategic decisionsEasy to model changes in network, sales, financials (1/3)
Long term strategic end to end simulation
► In strategic long term horizon it is extremely important to have flexibility to modeling uncertinity
► Modelling new sales channels, big accounts, market acquisition can be coupled with simulation of the impact on supply chain and operations network
► We have seen often that strategic model has to be analyzed end to end with financial impact
► Strategic scenarios are explained with assumptions behind it
► Financial model can impact ex-change rates, average prices, average costs
► Strategic scenarios normally are executed on aggregated level
Strategic model
Plant 1
Warehouse 1
Channel 1
Supplier 1
Scenario A : Baseline Scenario B : Growth
Channel 2
Warehouse 1
Channel 1
Supplier 1
Channel 2
Plant 1 Subcontractor
Channel 3
Current Integrated Business Plan Growth Plan
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Commercial and Supply Chain sides of the strategic modelCombine drivers in one scenario (2/3)
Commercial & Supply Chain in end to end long term strategic simulation
Commercial
► Modelling of new channel, market entry, competitor acquisition can be entered on aggregated level
► We have seen that Compound Annual Growth Rate (CAGR) indicator helps to quickly understand top line impact
Supply Chain & Operations
► Use of existing network and product info can help to assess manufacturing, operations capabilities over long term strategic horizon
► We can identify overutilization of assets, to understand, capture options how you can solve it in long term horizon.
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Connecting all dots to see fin. impact
► Supply chain and operations extension can consider new subcontractor introduction to simulate volumetric and cost impact
► Long term currency ex-change rates modeling helps to have full visibility on operating profit strategic scenario projections
► Operating profit impact can be analyzed on aggregated level with drill down options
Model risk and opportunity with financial impactSupply chain assets extension and its fin impact (3/3)
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Active Ingredient
Formulation 1
Formulation2Finished Product
1000L
Finished Product 200L
Finished Product 10L
Finished Product 5L
Finished Product Tanker
Market Bottom Up AI forecast
Plant Top down:
forecast for active ingredient calculated based on active ingredient consumption / direct sales transactions
Consensus forecast & plan for Active Ingredient
Market Bottom Up:
Independent demand / forecast of finished goods is exploded with component usage stored in BOM resulting in dependent demand for active ingredient.
Sourcing Plant Top Down AI forecast
Forecasting and Planning strategic product formStrategic attention is needed to product which build up to 80% of finished good cost (1/2)
Forecasting and Planning Strategic Form of Products
► Strategic form of the product often builds up very significant portion of the finished product cost e.g. 70% in chemical or up to 80& in pharma industry.
► Forecasting and planning for strategic products is often done bottom up and top down
► Bottom up reflects market trends
► Top down is done based on consumption
► Reconciliation between top down & bottom happens in strategic long term horizon and impacts allocation planning affecting market performance
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Forecasting and Planning Strategic Form of Products
► Reconciliation between top down and bottom up very often needs to be supported by scenario planning.
► Scenario planning helps business to address discrepancies, understand root causes of top down-bottom up forecasts and plans for greater impact on company performance
► Forecasting of dependent demand can be often done with help of statistical forecast algorithm which on that level often are fed in with seasonal data.
Forecasting and Planning strategic product formReconciliation and simulations become key in solving challenges on strategic products (2/2)
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Tactical S&OP – Demand – Supply - Inventory Planning
Operational Planning
Tactical Planning
Lon Term
Planning
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Z
Y
X
A B C D
Margin / Revenue / Cost / Volume contribution
Va
ria
bilit
y
High Low
High
Low
Portfolio rationalization
Reorder point
Make to Order Make to StockLate customization on lower
BOM level
Demand planner & demand manager
Review draft and agree final segmentation
Adjust segmentation for phase ins & outs
Create draft segmentationConfirm level data,
methods …
Prepare Review and Sign Off Implement
Apply segmentation in operational, tactical,
strategic S&OP
Use
Demand planner Marketing & Sales Demand plannerDemand planner & demand manager
Product review, segmentation
► Product, services, customer review is a cross functional and first step in S&OP
► It can serve as way to evaluate profitability of products services, helps you to understand cost to serve
► Segmentation principles should be embedded into to demand, supply, inventory planning to achieve alignment with strategic objectives can drive segmentation e.g. profitable growth.
Sales & operations planning – Product reviewSegmentation of Product/services/customers can support execution of your strategy
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Direct customer
Consumer
Invoice netted with returns
Low
Invoice Low
Shipments Medium
Historical Sales Orders, Customer
schedulesMedium to high
IBP maturity and benefits
IBP demand prediction error
Category of selling Demand driven transformation
direction
Customer Selling type
Direct customer
Sell in
Sell through
Demand signal,
Point of Sales dataHigh
Low High
Low Medium
Low to medium Medium
Medium to high Low
High Low
IBP transparencyType of primary data input
Customer of your customer
Sell out
Historical Sales Orders, Customer
schedulesHigh High Low
Sales & operations planning – Demand reviewKnowing what you forecast and what you should forecast is essential (1/2)
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Invoiced quantity
Shipped quantity
Ordered quantity
Demand Quantity
Invoiced quantity netted with return quantity
Direct customer
Customer of your customer,
consumer
0 pcs 80 pcs
0 pcs 100 pcs
60 pcs 40 pcs
120 pcs 0 pcs
120 pcs 0 pcs
February March
-20Return qty
0 pcs
0 pcs
0 pcs
0 pcs
10 pcs
January Demand driven transformation
direction
Primary Data InputCustomer type
Sales & operations planning – Demand reviewKnowing what you forecast and what you should forecast is essential (2/2)
Knowing what you forecast
► Deciding right data input for your forecast is essential to product availability, customer service and financial performance
► Demand qty of 10-120 January-February vs 80 in March makes a difference and impacts your operations
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Benefits of improved forecast strategies
Service level improvement Inventory reduction
- 2%
Simple statisticsAdvanced statistics
Market-driven process
Monitoring process
25% 35% 55% 70% 80%
Forecast accuracy (SKU level)
Based on results Corus Tubes case, Bram DeSmet
+4%
+9%
+7%
+4%
- 5%
- 10%
- 5%
Simple statisticsAdvanced statistics
Forecasting
► Statistical forecasting combined with analytics should not be treated as black box, since then it will deliver expected outcome
► More manual efforts doe not mean better forecast
► More advanced ways to make statistical forecasting including “FORECASTING AS SERVICE” bring huge benefits.
Sales & operations planning – Demand reviewDemand planning does not have to be very labor intensive, time consuming with highly questionable outputs
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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IBP algorithms Forecasting efforts Stable demand Intermittent demand Trend Season Cycle
Simple average Low
Simple moving average Low
Weighted average Low
Weighted moving average Low
Single exponential smoothing Low
Adaptive-Response-Rate-Single Exponential smoothing
Low
Double exponential smoothing
Medium
Triple exponential smoothing Medium
Automated exponential smoothing
Medium
Croston method
Medium
Multiple linear regression High
Brown’s linear smoothing algorithm
Medium
ARIMAHigh
SARIMA High
Sales & operations planning – Demand reviewLarge set of algorithms combined with analytical knowledge bring significant forecast improvements
Figure adjusted and based on Improving Forecasting with Integrated Business Planning Sankaran, … Kepczynski Springer 2019
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Sales & operations planning – Demand reviewModelling future can be dependent on many variables e.g. weather, price, gross national product per capita, marketing budget … (1/3)
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Multilinear regression
► Modeling of forecast variables and their impact is normally scenario dependent
► Scenarios for forecast calculated with different variables can be compared and impact on top / bottom lined can be assessed.
Sales & operations planning – Demand reviewModelling future can be dependent on many variables e.g. weather, price, gross national product per capita, marketing budget … (2/3)
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Assumptions
► Scenario planning for modelling forecast variables and their impact normally is supported with evaluation of assumptions
► Assumptions can be captured in SAP JAM e.g. as Pro and Cons
► Assumptions give meaning to the figures and make decision making process transparent
Sales & operations planning – Demand reviewModelling future can be dependent on many variables e.g. weather, price, gross national product per capita, marketing budget … (3/3)
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Sales Input
► Forecast can be provided from sales representative, sales leader, manger to sales director level
► Adjustments can be exception based.
► All inputs can be measured to evaluate value add of the adjustments
► We recommend to protect each entry
Sales & operations planning – Demand reviewQualitative input provided by sales team can be aligned to commercial org. structures
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Marketing Input
► Product, Brand, Channel managers provide forecast on level which speaks to them e.g. product group, brand, families, sales channel, SKU if needed.
► Marketing in forecasting process can be organized in country, regional, global structures.
► They make adjustments to forecast on specific month or quarters
► SAP IBP Aggregation/Disaggregation flexible rules can help to align their inputs to marketing team best insights level. They are not forced to work on e.g. SKU-Plant-CustomerShipTo level.
Sales & operations planning – Demand reviewQualitative input provided by marketing is aligned to best insights level
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Z Sales & Marketing Marketing
YDemand Planning
X
A B C D
ZMedium Target
Low TargetY
X High Target
A B C D
Z
S&M Input
S&M Input
M.input
M.InputY Stat. Fcst
X Statistical f.cst
A B C D
Demand planning capabilities
Statistical forecasting
Product/CustomerSegmentation
Process measurement
Techniques
Responsibility
Targets
Qualitative forecast inputs
Pre
dic
tab
ilit
y
High
Low
Margin/Revenue/Cost contribution
High Low
Margin/Revenue/Cost contribution
High Low
Margin/Revenue/Cost contribution
High Low
Pre
dic
tab
ilit
y
High
Low
Pre
dic
tab
ilit
y
High
Low
Sales & operations planning – Demand reviewWalk away of one size fit all forecasting, improve efficiency and effectiveness with segmentation
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Unconstrained Supply Planning Optimized and Constrained Supply Planning
Propagates demand across the supply chain network, bill of material levels, lead-times
Determines capacity required to fulfill demand and inventory target
Determines feasible supply plan that minimizes the total costs of the supply chain or maximizes delivery
availability
Assumes Demand can be fully metCan project negative stocks
Capacity utilization can be >100% No financial drives are considered
Brings transparency on whole network
Identifies which demand can not be metMaximizes stock availabilityUtilizes capacity up to 100%
Cost and profit maximizes drivers are consideredOptimizes whole supply chain network
Planner manually adjusts proposed production plans to respect capacity constraints and resolve shortages
Planner understand cost/revenue drivers leading to alternative supply plan proposals
Planner reviews and fine-tune the supply plans
Sales & operations planning – Supply reviewUnconstrained and Optimized / constrained planning engine support effective decision making process
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Demand Propagation cross supply network, BoM, lead-times…
Supply propagation resulting in projected stock, constraints, demand fulfilment …
Sales & operations planning – Supply reviewDemand is being propagated upstream and optimized supply plan is propagated downstream
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Supply heuristics
► Heuristics propagatesdemand, runs netting and loads utilization of sites and resources
► You can identify where there are gaps in capacity
► You can change parameters driving capacity like no of shifts, hours per shift, resource efficiency.
► You can run simulation of heuristic unconstrained planning with new set of parameters stored per scenario and compare them.
Sales & operations planning – Supply reviewUnconstrained supply plan can help to identify bottlenecks
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Sales & operations planning – Supply reviewOptimized/constrained supply plan will help you to understand impact on market / customer level
Supply optimizer
► Optimizer makes the best of given capacitites and maximizes eigher profit or availability.
► Optimizer can schedule preproduction, manage plan for scheduled maintenance
► Select suppliers with lower cost, select own production lines to optimize profit
► Results of optimization are translated from manufacturing assets level to markets / customers.
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Net demand quantity after re-planning,
Provision calculation
Supply quantity correction and provision calculationAggregated projected calculation of auxiliary inventory
Batch level projected stock
Sales & operations planning – Supply reviewShelf life planning considers batch data and impacts financial provisions for future expired stock
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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• Maintained to avoid stock-out conditions due to demand and supply uncertainty
• The aim is to provide a cushion for the exceptional scenario and not to be used as replenishment
• Should maintain the target value
• Average amount of inventory required to meet customer demand
• Cycle stock level decreases with consumption against demand
• During the review period, orders may be placed to match the actual inventory position against the target one
• Stock in-transit
• Pipeline stock level increases with the additional sales volume and with longer lead times
Safety stock Cycle stock Pipeline stock
Time
Quantity
Safety stock
Cycle stock
Pipeline stock
Multi-stage calculations
Single-stage optimization
• Isolated planning results in over-buffering of inventory across the supply chain
• Determining postponement strategy is challenging (to stock at upstream or downstream warehouse)
2
StageS S S
C C C
1
3
• Coordinated planning eliminates over-buffering of inventory and ensures service level objectives are met
S S S
C C C
2
Stage
1
3
Sales & operations planning – Supply reviewMulti-echelon Inventory Optimization engine calculates required stock types considering whole network and BOM levels
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Inventory Optimization
► Inventory optimization essentially works on drivers linked to demand / demand variability and to supply / supply variability
► Inventory Optimization normally is executed per scenario with various service levels, lead-times, forecast error and then compare each other.
► IO is connected to financial implication calculation
► SAP JAM can be used to capture assumption for greater transparency
Sales & operations planning – Supply reviewInventory Optimization is an iterative process where changes of inventory drivers can be simulated
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Supplier collaboration
► SAP IBP has native integration with SAP Aribasupplier network collaboration platform.
► Supply heuristic or optimizer propagates requirement in SAP IBP which are assigned to specific supplier (sometimes as well based on optimization) and then transferred to SAP Ariba
► Once requirements are in ARIBA supplier commits or not, to them and confirmation is transferred back to SAP IBP to build realistic supply plan
Sales & operations planning – Supply reviewSupplier collaboration is enabled with native integration SAP IBP - SAP ARIBA
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Supplier collaboration
► Confirmation of the supplier requirement are taken into supply planning, deviations are being assessed and impact being communicated from supply points to market / customer level.
► Supply planner gets unique and up to date information from whole supplier network in digital way.
Sales & operations planning – Supply reviewSupplier collaboration makes supply planning more reliable, more responsive
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Sales & operations planning – Financial integrationFinance and Pricing team plays vital role in IBP process. Thanks to their involvement in IBP we can achieve to have one set of figures driving business.
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
Product Review Demand Review Supply ReviewIntegrated
ReconciliationManagement
Business Review
1. Valuation of business risk and opportunities linked to profitable allocation planning
2. Forecasting Supply chain and operations costs fluctuations incl. warehousing, transportation costs
3. Valuation of provisions linked to supply obsolescence and non standard cost drivers
4. Forecasting external procurement cost and currency ex-rate impact
5. Forecasting external manufacturing costs
6. Forecasting costs of delivery to customers
1. Valuation of end to end business risk and opportunities for Integrated Business Plan
2. Full year rolling results and integrated plan valuation
3. Budget revenue, profit, volume gap exposure
4. Budget gap closure risk & opportunities end to end scenarios forecasting
5. Connecting sales, supply and operations business models into coherent financial view
6. Integration of financial elements for profitability levels
1. Valuation of non-standard revenue sources
2. Valuation of credit availability impact on unconstrained value forecast
3. Valuation of forecast for standard and consignment sales models
4. Full monetization of unconstrained forecast -top line revenue
5. Valuation of business risk and opportunities linked to unconstrained consensus demand
6. Financial impact of sales and marketing campaigns incl. price elasticity and impact simulations
7. Valuation of commercial provisions
1. Forecasting currency ex-rates and multicurrency valuations
2. Forecasting of selling prices in product / customer / geo segments
3. Forecasting of costs
4. Forecasting of margins even in profitability levels
5. Valuation of business risk and opportunities linked to product introduction
6. Link product/customer segmentation to financial company objectives
7. Regular joint review of product, customer, services portfolio
1. Valuation of integrated business plan performance
2. Joint recommendation to management of scenarios to manage end to end IBP risks & opportunities
3. Valuation of forecast error, inventory obsolesce, process errors and inefficiencies, other key cost drivers impact on business performance
4. Coordination of budget gap closure activities
5. Coordination of activities to ensure “one set of numbers are used to manage business”
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Sales forecast quantity
Marketing forecast quantity
Price
Cost / Margin
Sales / marketing forecast revenue
Sales / marketing forecast profit
Consensus quantity
Consensus revenue
Consensus profit
Credit availabilityVS
Ag
ree
me
nt
Inp
ut
Sa
les
/ M
ark
eti
ng
Financial integration
► On top prices, costs,currency ex-rates finance can help to build realistic consensus demand plan by considering commercial constraints like credit availability on aggregated level
► Validation of consensus demand may result in set of actions for customer service, sales representatives in order to prompt for payments.
Sales & operations planning – Financial integrationValidation of consensus forecast versus aggregated credit availability
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Financial impact
► Price, cost, margin forecasted changes can be embed in end to end scenario planning
► Scenario can cover impact analysis on revenue, profit, gaps to budget.
► Management is equipped with powerful instrument to simulate financial impact on executive S&OP meeting.
Sales & operations planning – Financial integrationBusiness risks & opportunities connected to price, cost, margin, currency ex-rates simulations make financial impact planning more realistic
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Operational Planning
Tactical Planning
Long TermPlanning
Operational Planning
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time
Consensus forecast
Sensed forecast
Inventory optimizationForecastt re-deployment
and transportation
Improved sequencing of
packaging
Sensed demand
Week1 Week 2 Week 3 Week 4
Sensed Demand Consensus monthly forecast
Sensed forecast
Cumulative volume
Gap
now
Impacted areas:
Demand sensing
► Demand sensing helps organization who can operationalize short term forecast optimization in inventory, transportation, distribution, late customization, production
► Demand sensing fits very well for products which are sold continuously like in FMCG
► Demand sensing will improve short term forecast, proven cases are above 10-15%
► Demand sensing is a process which can be used on top of monthly consensus demand forecasting.
Operational Planning – Demand sensingDemand sensing optimizes in fast pace and short term horizon, consensus demand plan from S&OP process
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Key figures
Settings
Detect Bias1Recognize Order
Patterns2
Calculate Weekly
Sensed Demand3
Determine Daily
Distribution Factors4
Bias horizonsOrder quantity ratio calculation horizon
Min/max forecast adjustment bandwidth
Daily average calculation horizon
LagsMinimum accuracy
improvement thresholdWorking days
Historical data for forecasting
Future order quantity Sensed demand Delivery quantity
Consensus revisions / snapshots
Historical order quantity Adjusted sensed demandAdjusted delivery
quantity
Operational Planning – Demand sensingDemand sensing works on pattern recognition while detects bias in forecast , ups and downs in sales order pipeline
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Demand Sensing
► Demand sensing produces daily forecast on product/site/customer-ship-to level.
► Sensed demand can be used for distribution planning and execution, optimization of transportation and inventory in case of shortages for continuously sold products.
► Sensed demand is easily compared with consensus demand plan.
21%
19%
20%
20%
10%
10%
0%
Daily Distribution Split Projection
Mon
Tue
Wed
Thu
Fri
Sat
Sun
Operational Planning – Demand sensingDemand sensing projects daily forecast on stocking point level
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Analyze
Adjust
PublishPeriodic
Data Load
Prioritize Demands
Run Plan
Hourly / Daily Periodic
Confirmation Cycle
Supplies
SalesOrders
Sourcing Rules
Constraints
SupplierCommits
Forecast
…PlannedOrders
Confirmations Stock Transfer Requests
Purchase Requisitions
Priorities
1. New Product Introductions
2. High-Profile Customers
3. Key Regions
4. Previous Commits
5. Demand types…
Short term responsiveness
► Response optimization works in short term horizon on highly granular data / orders.
► Response optimization helps to improve responsiveness in distribution order to cash process
► Response optimization directly connects to SAP S/4 almost in real time.
Operational Planning – Supply order based responsivenessBeing responsive is must, daily process helps to maximize business return and follow priorities
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Short term responsiveness
► Response engine creates sales order confirmation based on user defined rules
► Demand confirmation are populated cross “network” or orders and connected to each other with aim of re-scheduling and impact analysis
► Customer services can use gating factor analysis to navigate trough bottlenecks and confirmation in exception based manner.
Operational Planning – Supply order based responsivenessSAP IBP for response is integrated with sales order in ERP to make feasible rule based confirmations
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
Integrated Business PlanningHow to generate value with EY
8th November 2018
Robert Kepczynski & Vasileios Ieronymakis, EY CHMail: [email protected]
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Projection of price, costs, margins embedded in processes & accountabilities
Alignment & integration between strategic, tactical and operational processes
Tight integration of product, customer, services planning
What-if business scenario planning to model risks & opportunities in product/demand/supply/finance.
Budget, Forecast, Plans gap identification and management
Granularity, frequency aligned to process horizon. Ways of working and level
linked to best insights.
Fit for purpose organizational structures, roles & capabilities
Value realization from Integrated Business Planning process frameworkEnabled by fit for purpose organization/skills, connected planning processes and SAP IBP.
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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30% Error
Demand Planner focus Demand Manager / (S&OP Manager) focus
Risk & opportunities Assumptions
Focus with segmentation
Efficiency with statistical
forecasting
IBP process integration
Forecast effectiveness Plan effectiveness
Monetization of forecast and plans
Volumetric consensus forecast
Product
Customers
Services
review
Demandreview
Supplyreview
Integrated Re-conciliation
Management Business review
Finance controller focus
Effective constraints assessment
Profit/fare-share allocation planning
IBP vs
Budget
95%
Value realization from organizational / competencies IBP designRoles should enable vertical and horizontal integration for end to end IBP
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Direct CoE with x-functional representation
Demand
planning
excellence
IBP CoE
Sales and
marketing
excellence
Supply &
operations
excellence
Finance
excellence
IT excellence
Demand Sales and
Marketing
Supply &
operationsFinance
IT
IBP CoE
Virtual CoE with x-functional experience links
Value realization can be sustained with IBP Center Of ExpertiseTransformation project value has to be sustain in the business, IT
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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Files
TPM
CBP
DSiM
IBP Value realization can be achieved from data & system integrationWe may need to integrated data from commercial/finance systems (SAP & NON SAP) to make end to end informed decision
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
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2. To-Be State Design
“E2E Integrated Planning”concept review
Design of to-be Planning processes, optionally build SAP
IBP prototype model.
Leading practices
Benchmarking
1. Current State Review
SC analytics
Interviews &workshops
3. Implementation Planning
Feasible implementationroadmap, prioritization
Final report & decision paper for Ex. Committee
Amend process mapping
Impact assessment (organization/capabilities,
processes, SAP IBP)
Benefitsassessment
SAP IBP knowledge, Connected projects, prioritizationEY Analytical tool, Process maps
Leading practices, applicable from other industries.
Value realization - 2 phased approached for effective Digital Integrated business Planning Transformation1st Phase: As Is / To-Be / Transformation plan
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SAP IBP S&OP is a user-driven tool – implementation and requires a more iterative and collaborative design approach to gain greater user acceptance
Iterative design and prototype enables:
Quick paper design iterations
Quick solution design and configuration in iterations to allow for user feedback
Review of the solution before it is fully developed
Heavy user participation and user ownership of the solution design and development
Productive final development (avoid re-design of the configuration and models)
Effective testing and knowledge transfer
HypercareTraining & User
Acceptance Tests
Project Preparation
Technical Design
Evaluation
Cut-Over and
Go-Live
1,..., n Sprints
Agile Design Build & Data management
Agile Design Build & Data management
Value realization - 2 phased approached for effective Digital Integrated business Planning Transformation2nd Phase: Technical design / Deployment / Operational transformation
Milestone
Main Project Phase
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More than 100 predefined analyses
• end-to-end supply chain processes
• interactive root-cause analyses
• standardized data requests
• transactional data based
• multi-year data sets
Lead time reduction
Inventory reduction
in 4-6 months
Improvement of forecast accuracy
Deliveryperformance
Annual supply chain cost reduction
> 30% pts21% 18% 26% 21% pts
Proven results at other customers
Findings Generator
Improvement potentials+
Sales & Operations Planning (S&OP)
SAP HANA Platform
Supply Chain Control Tower
InventoryDemand sensing
Response
Supply
SAP Integrated Business Planning
Demand planning
Process and SAP IBP deployment
Value realization from 2 phased approach in Digital IBP TransformationTangible positive impact
As-is, Analytics
Page 80Confidential — All Rights Reserved — EY 2018
Value Realization - Automated “ Lights out planning” journeyEY process steps
Planning hubs & Center of Excellence
Segmentation, synchronization &
optimization
Sensing demand and creating flow
across the segmented value chain
Exception-based agile decision-making in the connected value chains
Focus planning efforts and gain efficiencies
Establishing lights-out planning
With intelligent automation based on cognitive and artificial
intelligence, RPA
Transforming S&OP to IDP to enterprise business planning
Low or no touch planning
High intervention –manual planning
Today Future
Digital disruption efficiency step change
Enabling and enabled by increasing levels of automation
1
2
3
4
5
% touchless planning
EY’s Integrated Digital Planning solution is a journey which starts from a “high-intervention and manual” planning process and advances to a “low/no-touch/lights out” planning process. In order to achieve IDP excellence, we have outlined a five-phase approach:
Page 81Confidential — All Rights Reserved — EY 2018
Highly automatized forecastingDifferentiated forecasting as tailored way to control degree of forecasting automatization incl. ML
► CX,CY,BX products
Automation
► Automation rules can be
product segment specific
and with time of
development of new SAP
IBP functionality supported
broadly by machine learning
like Demand Sensing.
► AZ, BZ, AYproducts
Segmentation
Phase in / Phase out / Samples
Simplified product price/cost forecasting
Machine learning in Demand Sensing (1-2 M)
Automatic forecasting level detection*
Automatic/ Manual algorithm selection*
PoS Data collection, cleansing … in DSiM
Automatic Data series components analysis for SKU algorithm assignment
Optimization based on order pattern, delivery, forecast error and soon on PoS Data
Outlier Detection
Outlier Correction
Detail / aggregated / Stat. forecast run
Market insights
Bottom up
Promotional uplifts / promotion planning
Demand Shaping e.g. Price tactics impact with MLR
Combine Sensed demand with mid term forecast
Consensus forecast 1-24 M
Other forecast inputs e.g., weighted combined forecast
Simplified Monetization of forecast
Process measurement
“Lights out planning”
Reporting, Exception management
21 3 4 4 5 13 13 14 15
6 7 8 9 11 11 12 1210
Segmentation
Phase in / Phase out / Samples
Machine learning in Demand Sensing (1-2 M)
Automatic forecasting level detection*
Automatic/ Manual algorithm selection*
PoS Data collection, cleansing … in DSiM
Automatic Data series components analysis for SKU algorithm assignment
Optimization based on order pattern, delivery, forecast error and soon on PoS Data
Outlier Detection
Outlier Correction
Detail / aggregated / Stat. forecast run
Market insights
Bottom up
Promotional uplifts / promotion planning
Demand Shaping e.g. Price tactics impact with MLR
Combine Sensed demand with mid term forecast
Consensus forecast 1-24 M
Other forecast inputs e.g., weighted combined forecast
What-if monetization of forecast scenarios
Process measurement
“Lights out planning”
Reporting, Exception management
21 3 4 4 5 13 13 14 15
12 1210
Forecast product price, cost. Ex. Change rate
Top down
986 7 11 11
► Automated step
► Manual step
10 ► Skipped step
Page 82Confidential — All Rights Reserved — EY 2018
Market trend in Automated “ Lights out planning” planningExample of automatization process framework
Machine learning algorithms
Consumer data
Product data
Big data repository & analytics
Multidimensional dynamic clustering
Clusters
How shall I handle exceptions ?
Let us go cluster by cluster and analyse
insights gathered
I display relevant data
Ok let start from North region and
beverages
Cluster processing thresholds
Automatic forecasting & planning
Guided exception based forecasting & planning
Differentiated forecasting & planning
Artificial Intelligence assistant
Planner
Hi John, We need to review whole forecast and plan today, lets get us started.
Artificial Intelligence
Guided planning
Figure adjusted and based on Integrated Business Planning, Implementing Integrated Business Planning, Kepczynski … Springer 2018
Page 83Confidential — All Rights Reserved — EY 2018
EY global thought leadership in Integrated Business Planning, built on business and technology hands on experience, market trends
Implementing IBP concept on SAP
IBP
Foundations of Integrated Business
PlanningRobert Kepczynski
(your presenter), is
main author of book
written from business
and technology
practitioners view.
Book explains what
integrated business
planning is about, how to
prepare transformation
journey in organization,
skills , processes design.
How to leverage SAP
IBP technology.
Available on the market
Amazon, Springer
Robert Kepczynski (your
presenter), is main author
of book written from
business and technology
practitioners view.
Book explains with rich set
of process context and SAP
IBP use cases, how to
implement Integrated
Business Planning in
operational, tactical and
long term planning
processes with use of SAP
IBP.
Available on the market
Amazon, Springer
Integrated Business Planning
improves forecasting
Robert Kepczynski (your
presenter) is co-author of the
book about “How to make
short, mid and long term
forecasting efficient and
effective with SAP IBP”.
Book explains statistical
forecasting, demand sensing
and custom methods for
seasonal and intermittent
products with wealth of SAP
IBP use cases.
Anticipated on the market in
Q1/Q2 2019.
Our selected publications