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The impact of business strategy on forecasting and forecast performance
Contact person: Prof.dr. Bram [email protected]
+32 497 58 28 60
Customer-Product
Segmentation Strategic Canvas
Product Management
ReviewPLC & Event
Mgmt
Demand Review
Collaborative Forecasting
Inventory Review Policy,
Parameters, Monitoring
Supply Review
Distribution, Production &
Supply Planning
Executive SIOP
Scenarios & Decisions
Globally yours.
Your SiOP software
• Designing and developing SiOP software since 1993
• HQ in Wilmington (De, US), offices in Belgium (Antwerp), India (Mangalore)
Your partner for SiOP
• Experts in designing and implementing SiOP
• European channel partner of Arkieva
• HQ in Belgium
Listed as a challenger in the Magic Quadrant of Gartner.
Listed as a system of reference byLora Cecere of Supply Chain Insights.
service
cash
ROCE
cost
Agenda
• What is Strategy?• What is Supply Chain?• Impact of Forecasting on Supply Chain?• Impact of Strategy on Forecasting?• Conclusions
What is Strategy?
Market leaders are ‘extremely disciplined and focused’ on 1 of 3 strategic options
Treacy & Wiersema, 1995
Operational Excellence Product Leadership Customer Intimacy
‘Best price’ and/or ‘Best access’ (‘fast, easy,
painless’)
‘Best product’ ‘Best service’ and/or ‘Best connectivity’
(‘relationship orientation’)
Efficiency through process thinking
Zero-defect service
Best product through continuous product innovation
Clear innovation strategy: where to place the bets?
Understanding the broader problem
Having expertise about the customer’s business
Customers carefully selected
The operations department drives the company
Attention is paid to process speed and quality
R&D is key: idea management Marketing is also key: educate
people with a missionary zeal Get engineers, designers, and
marketers systematically together
Demonstrate expertise and experience
Strengthen the relationship Build loyalty: focus on
customer retention
What is Supply Chain?
SCM = balancing the SC triangle of service, cost and cash
SCM = balancing the SC triangle of service, cost and cash
e.g. reduce cost by sourcing in far East
SCM = balancing the SC triangle of service, cost and cash
e.g. increase market share by extending product portfolio
SCM = balancing the SC triangle of service, cost and cash
e.g. reduce inventory by lowering safety stocks
SCM = balancing the SC triangle of service, cost and cash
Focus/incentives in a typical production company …
SCM = balancing the SC triangle of service, cost and cash
Resulting pressure in the triangle
Balancing the triangle = optimizing ROCE
Aligning the supply chain triangle is about maximizing ROCE
Top-line
EBIT
ROCE
Impact of Forecasting on the Supply Chain
Building KPI dashboards
Service
Cost
Cash/Capital Employed
Turnover
Margin
Return
Process / Diagnostic
Forecast Accuracy as a key driver of supply chain performance
Service
Cost
Cash/Capital Employed
Turnover
Margin
Return
Process / DiagnosticForecast Accuracy Bias (MPE)
Accuracy(1-MAPE)
Impact of Strategy on Forecasting
Market leaders are ‘extremely disciplined and focused’ on 1 of 3 strategic options
Treacy & Wiersema, 1995
Operational Excellence Product Leadership Customer Intimacy
‘Best price’ and/or ‘Best access’ (‘fast, easy,
painless’)
‘Best product’ ‘Best service’ and/or ‘Best connectivity’
(‘relationship orientation’)
Efficiency through process thinking
Zero-defect service
Best product through continuous product innovation
Clear innovation strategy: where to place the bets?
Understanding the broader problem
Having expertise about the customer’s business
Customers carefully selected
The operations department drives the company
Attention is paid to process speed and quality
R&D is key: idea management Marketing is also key: educate
people with a missionary zeal Get engineers, designers, and
marketers systematically together
Demonstrate expertise and experience
Strengthen the relationship Build loyalty: focus on
customer retention
Market leaders are ‘extremely disciplined and focused’ on 1 of 3 strategic options
Treacy & Wiersema, 1995
Operational Excellence Product Leadership Customer Intimacy
• Simplicity drives efficiency• Will have the most simple
product portfolio• Will try to ‘stabilize
demand’ to ‘maximize efficiency’ of the operations
• Is driven by ‘customer complexity’
• Will have the broadest product portfolio, in a bid to act as a ‘one-stop shop’
• Will have ‘customer-specific products’
• Is driven by ‘product complexity’
• The product technology is the differentiating factor
• Active in ‘niche markets’ and focused on ‘early adopters’
• Most easy to forecast• Most willing to ‘shape
demand’ in such a way that forecasting becomes easier
• Ultimate fit for statistics?
• Forecasting challenge is dealing with the ‘large number of SKUs’
• There will be a ‘long tail’, there will be ‘customer-specific’ products, ... leading to intermittent demand
• Fit for ‘collaborative’ practices?
• Forecasting challenge is dealing with the ‘market uncertainty’
• New products in new markets?
• Fit for qualitative techniques like Delphi?
Market leaders are ‘extremely disciplined and focused’ on 1 of 3 strategic options
Treacy & Wiersema, 1995
Operational Excellence Product Leadership Customer Intimacy
• Simplicity drives efficiency• Will have the most simple
product portfolio• Will try to ‘stabilize
demand’ to ‘maximize efficiency’ of the operations
• Is driven by ‘customer complexity’
• Will have the broadest product portfolio, in a bid to act as a ‘one-stop shop’
• Will have ‘customer-specific products’
• Is driven by ‘product complexity’
• The product technology is the differentiating factor
• Active in ‘niche markets’ and focused on ‘early adopters’
• Most easy to forecast• Most willing to ‘shape
demand’ in such a way that forecasting becomes easier
• Ultimate fit for statistics?
• Forecasting challenge is dealing with the ‘large number of SKUs’
• There will be a ‘long tail’, there will be ‘customer-specific’ products, ... leading to intermittent demand
• Fit for ‘collaborative’ practices?
• Forecasting challenge is dealing with the ‘market uncertainty’
• New products in new markets?
• Fit for qualitative techniques like Delphi?
21
Brand New Digital Cinema Laser ProjectorSelling price: appr. 250.000€
How many will we sell??• Assume there are around 100.000 cinema rooms
worldwide• Assume 20% of the cinema rooms is expected to switch
to laser projection over next 5 years: 20.000 laser projectors / 5 = 4.000 per year
• Barco is the current market leader in digital cinema projection, up to 50% market share
• If we serve half of that volume ... That gives 2.000 per year
What if we’re wrong??• if we overestimate with 25%, or 500 projectors• the inventory impact is 62,5Mi€ (assuming 50% gross
margin) ... which is 20% of the current inventory
Forecast Accuracy• Bias may be the biggest challenge here!!
Market leaders are ‘extremely disciplined and focused’ on 1 of 3 strategic options
Treacy & Wiersema, 1995
Operational Excellence Product Leadership Customer Intimacy
• Simplicity drives efficiency• Will have the most simple
product portfolio• Will try to ‘stabilize
demand’ to ‘maximize efficiency’ of the operations
• Is driven by ‘customer complexity’
• Will have the broadest product portfolio, in a bid to act as a ‘one-stop shop’
• Will have ‘customer-specific products’
• Is driven by ‘product complexity’
• The product technology is the differentiating factor
• Active in ‘niche markets’ and focused on ‘early adopters’
• Most easy to forecast• Most willing to ‘shape
demand’ in such a way that forecasting becomes easier
• Ultimate fit for statistics?
• Forecasting challenge is dealing with the ‘large number of SKUs’
• There will be a ‘long tail’, there will be ‘customer-specific’ products, ... leading to intermittent demand
• Fit for ‘collaborative’ practices?
• Forecasting challenge is dealing with the ‘market uncertainty’
• New products in new markets?
• Fit for qualitative techniques like Delphi?
24
Forecasting a broad product porftolio• Different product ranges, each with a wide range of SKUs with
different specifications (light output, short angle, ...)• Problem of the ‘long tail’ … not all items selling equally well• Problem of ‘accessories’ which are not independent of
projector sales• Being sold via ‘distribution channels’ instead of ‘directly to end
customers’• Challenge to forecast on ‘sell-out’ instead of ‘sell-in’ (and
collecting ‘sell-out’ information!!)• Demand shaping via promotions, end-of-quarter sales peaks• Distributors may be ‘small organizations’ without a
professional staff allowing proper demand forecastingWhat if we’re wrong??• Technology is changing fast, if we have too much inventory,
we mos probably need to write it off (at least partly)• Much of this stuff is produced in Asia … with long
replenishment lead times. Underforecast may lead to lost sales!!
Forecast Accuracy• Next to bias … forecasting the mix is a key challenge!!
Market leaders are ‘extremely disciplined and focused’ on 1 of 3 strategic options
Treacy & Wiersema, 1995
Operational Excellence Product Leadership Customer Intimacy
• Simplicity drives efficiency• Will have the most simple
product portfolio• Will try to ‘stabilize
demand’ to ‘maximize efficiency’ of the operations
• Is driven by ‘customer complexity’
• Will have the broadest product portfolio, in a bid to act as a ‘one-stop shop’
• Will have ‘customer-specific products’
• Is driven by ‘product complexity’
• The product technology is the differentiating factor
• Active in ‘niche markets’ and focused on ‘early adopters’
• Most easy to forecast• Most willing to ‘shape
demand’ in such a way that forecasting becomes easier
• Ultimate fit for statistics?
• Forecasting challenge is dealing with the ‘large number of SKUs’
• There will be a ‘long tail’, there will be ‘customer-specific’ products, ... leading to intermittent demand
• Fit for ‘collaborative’ practices?
• Forecasting challenge is dealing with the ‘market uncertainty’
• New products in new markets?
• Fit for qualitative techniques like Delphi?
27
Simplify forecasting … or avoid it all together!• Will typically have a small range of basic quality products• We try to avoid ‘peaks’ as to smooth production, as to minimize
cost• May not ‘produce-to-forecast’ but only ‘make-to-order’• In case of ‘produce-to-forecast’ … may ask for commitments and
limit downside or upside• In case of ‘make-to-order’ … may impose big order quantities,
and shipping in full containers
What if we’re wrong?• We stabilize demand, limit downside or upside, or even make-to-
order … limiting the chances that we’re wrong• The ‘burden’ of the forecast error is put on the customer, e.g. the
electronics retailer
Forecast Accuracy• Bias controlled by limit on downside or upside• Mix controlled by limited assortment• Or potentially controlled all together, by working Make-To-Order
Market leaders are ‘extremely disciplined and focused’ on 1 of 3 strategic options
Treacy & Wiersema, 1995
Operational Excellence Product Leadership Customer Intimacy
• Simplicity drives efficiency• Will have the most simple
product portfolio• Will try to ‘stabilize
demand’ to ‘maximize efficiency’ of the operations
• Is driven by ‘customer complexity’
• Will have the broadest product portfolio, in a bid to act as a ‘one-stop shop’
• Will have ‘customer-specific products’
• Is driven by ‘product complexity’
• The product technology is the differentiating factor
• Active in ‘niche markets’ and focused on ‘early adopters’
• Most easy to forecast• Most willing to ‘shape
demand’ in such a way that forecasting becomes easier
• Ultimate fit for statistics?
• Forecasting challenge is dealing with the ‘large number of SKUs’
• There will be a ‘long tail’, there will be ‘customer-specific’ products, ... leading to intermittent demand
• Fit for ‘collaborative’ practices?
• Forecasting challenge is dealing with the ‘market uncertainty’
• New products in new markets?
• Fit for qualitative techniques like Delphi?
What did we learn today?
Lessons Learned
1. Different strategies lead to different forecasting challenges and hence different accuracy targets
2. Supply chain management is about balancing service, cost and cash
3. Regardless of the strategy, improving the forecast, is key in improving the supply chain performance
Thank you!Prof.dr. Bram [email protected]+32 497 58 28 60
Impact of Strategy on Supply Chain
Supply Chain Triangle in 3 dimensions
service
inventory cost
Higher turns
Lower cost
Higher service
Measuring Service by Gross Margin
service
inventory cost
Higher turns
Higher serviceAs measured by
Gross Margin
Lower cost (excl.COGS)
Mapping Treacy & Wiersema to Service
Product Leadershiphighest spec driving highest marginCustomer intimacyexpertise in solutions drives a premiumOperational Excellenceexcel in the basics
service
inventory cost
Higher turns
Lower cost (excl.COGS)
Higher serviceAs measured by
Gross Margin
Mapping Treacy & Wiersema to Cost
service
inventory cost
Higher turns
Lower cost (excl.COGS)
Higher serviceAs measured by
Gross Margin
Product Leadershiphigh cost in R&D and in salesCustomer intimacysolution development is a cost of salesOperational Excellencecost leader in every fibre of the organization
Mapping Treacy & Wiersema to Inventory
service
inventory cost
Higher turns
Lower cost (excl.COGS)
Higher serviceAs measured by
Gross Margin
Product Leadershiphighest complexity, highest riskCustomer intimacycontrolled complexityOperational Excellence simplicity drives efficiency
Mapping Treacy & Wiersema to the Supply Chain Triangle
Product Leadershiphighest risk with highest potential payoffCustomer intimacyan extra mile at an extra cost and premiumOperational Excellenceexcel in cost and the service basics
service
inventory cost
Higher turns
Higher serviceAs measured by
Gross Margin
Lower cost (excl.COGS)
Mapping Treacy & Wiersema to the Supply Chain Triangle
service
cost
Higher serviceAs measured by
Gross Margin
Lower cost (excl.COGS)
EBIT
RETURN ON CAPITAL EMPLOYED (ROCE)
Capital employed
Lower capital employed
Regardless of the strategy … Forecast Accuracy remains a key driver of supply chain performance!
Service
Cost
Cash/Capital Employed
Turnover
Margin
Return
Process / DiagnosticForecast Accuracy Bias (MPE)
Accuracy(1-MAPE)