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Inventory Optimizer
Smarter way to manage inventory using unique combination of process,
analytics and technology

Gianni Giacomelli
Senior Vice President, Genpact
David Petrucci
Vice President, Industrial Solutions, Genpact
A Global Business Process Services Leader: Process
Transformation and Outsourcing, Analytics, Technology
What
we do

How
we do it

Our
impact

We help leaders of some
of the largest enterprises
transform and run
their processes and
operations, including
the very complex and
industry-specific

Unbiased, agile combination
of process science, related
technology and analytics limits
upfront costs and enhances
future adaptability

We help enterprises to be
more competitive by
becoming more
intelligent:
adaptive, innovative, globall
y effective and
connected…

Right critical mass:
•

we are large (64,000+ global
staff) but our solutions
appropriately flexible

•

our top management is
directly involved in our client
partnerships

…by enabling tighter
management of
costs, risks, regulations,
and supporting growth

The results: US$22B* of impact for 800+ global clients
PROCESS • ANALYTICS • TECHNOLOGY

© 2014 Copyright Genpact. All Rights Reserved.

2
THE CHALLENGE

PROCESS • ANALYTICS • TECHNOLOGY

© 2014 Copyright Genpact. All Rights Reserved.

3
Inventory planning sits at a critical junction of finance, supply
SIMPLIFIED
chain, procurement and sales
External Stakeholders
Reporting
(financial, non-financial)
Forecast, Report
(financial, non-financial)
Revenue,
Working Capital (AR)

Sales &
marketing

COGS for pricing
(short and medium term),
Demand /
Inventory, logistics, supply
chain footprint

PROCESS • ANALYTICS • TECHNOLOGY

Performance expectations
(financial, non-financial)

CEO, Board

Short- and long-term expectations of:
Margin, Earnings Growth, Capital
Intensity

Finance

Budget, KPIs
, allocation
and
monitoring of
OP/CAPEX,
Inventory

COGS
(short and
long term)
and
respective
risk,
EHS risks

Operations
(mfg, facilities)

Working
Capital (AP)

Procurement

Demand and availability
of production inputs
(commodities, energy, co
mponents),
respective short and
medium term price

© 2014 Copyright Genpact. All Rights Reserved.

4
Increasingly significant inventory challenges lead to..
•
Increased supply
chain complexity

Sub optimal
inventory
practices

Limited data
availability and
analytics capacity

PROCESS • ANALYTICS • TECHNOLOGY

Global footprint, more SKUs sourced, shorter response
times, increasing cost and demand volatility, frequent
changes in end-customer needs

•

Managing dynamic cost and service levels requires
dynamic and granular inventory management

•

Sub-optimal allocation of inventory across sites

•

Inaccurate demand forecasting, often up to 50%

•

5-10% wastage due to rapid obsolescence of
inventory

•

Fragmented IT systems across global supply chain adds
to complexity and impede optimization

•

Lack of a granular and dynamic view of inventory e.g.
by customer, product type, cost etc.

© 2014 Copyright Genpact. All Rights Reserved.

5
..working capital pressure, unrealized revenues..

Working
capital
pressure

• Unnecessary inventory may drive working capital up by 510%

• Inventory excess, volatility slows cash flows by 4-5%
…resulting in opportunity cost e.g. more limited investment in
sales and marketing, or straight cost e.g. short-term interest
spread

• Stock-outs can lead to 2-3% lost sales
Unrealized
revenues

• Suboptimal level of inventory can also lead to

‒ slow order fulfillment, increasing cash-to-cash cycle
and impacting customer service levels
‒ penalty payments due to contractual obligation

PROCESS • ANALYTICS • TECHNOLOGY

© 2014 Copyright Genpact. All Rights Reserved.

6
……as well as budgeting, planning and risk management issues

•

Wrong working capital assumptions
(stock, replenishment, obsolescence) lead to suboptimal
investment in other areas
Obsolescence: obsolete inventory immobilizes cash, writeoffs directly hit profit

•

Claims: significant customer liability can arise from non- or
slow fulfillment

•

PROCESS • ANALYTICS • TECHNOLOGY

Stock-outs or write-offs lead to high variance of actual Vs.
plan

•
Risk
Management

•
•

Budgeting and
Planning

Inaccurate and static demand forecasting impairs timely and
effective budgeting and resource allocation

Regulatory: environmental and waste disposal risk from
aged and obsolete inventory in certain industries

© 2014 Copyright Genpact. All Rights Reserved.

7
THE SOLUTIONS

PROCESS • ANALYTICS • TECHNOLOGY

© 2014 Copyright Genpact. All Rights Reserved.

8
Robust and modular inventory optimization approach
A

B

C
Multi-criteria
inventory
segmentation

Visibility
management

D
Demand
forecasting

• Inventory metrics - • Segmentation
dashboard
based on
including flow
customer, product
and bottleneck
and other custom
visibility
criteria

• Sophisticated
forecasting
models (e.g. for
intermittent
demand)

• Financial metrics
including working
capital projections

• Forecast
simulation

• Monitoring
exceptions to
plans

• Sensitivity
analysis and
simulation by
segment
• Inventory
strategies by
segment

PROCESS • ANALYTICS • TECHNOLOGY

• Adjustments
based on market
and business
intelligence

E
Planning and
optimization

• Replenishment
and ordering
strategy
• Multi-echelon
inventory
optimization
models

Obsolescence
management
• Identifying and
estimating
potential
obsolescence
risks
• Develop mitigation
strategies

• Advanced
forecasting and
inventory models

© 2014 Copyright Genpact. All Rights Reserved.

9
A

Visibility management provides granular and actionable reports
ILLUSTRATIVE
to improve planning and monitoring
What can be achieved

Sample output

• Comprehensive view of metrics for better informed
inventory decisions and risk management
• Better segmentation of inventory which helps prioritize
remedial actions
• Improved controllership and effective base lining
• Setting realistic improvement targets
Delivery approach
Technology
• QlikView, a flexible cost-effective IT platform, for customized
dashboards
• Cloud based in-house solution which integrates with
existing ERP systems
Analytics
• KPI enterprise dashboards with multi-dimensional drilldowns (e.g. time, location, product family, etc.), trend analysis
On-going services
• Benchmarking (internal/external) on key supply chain metrics
PROCESS • ANALYTICS • TECHNOLOGY

© 2014 Copyright Genpact. All Rights Reserved.

10
B

Multi-criteria inventory segmentation enables inventory
redeployment, increase cash flows and return on asset
ILLUSTRATIVE

What can be achieved
•

Effective inventory redeployment which helps reduce
excess inventory and/or re-deploy investment in high
performing inventory

•

Increase return on assets (ROA)

•

Sample outputs

Increase in cash flow, revenue and profitability

Delivery approach

Technology
•

Cloud based in-house solution which integrates with existing
ERP systems; pay for „solution‟ not „infrastructure‟

Analytics
•

A multi-criteria approach accounts for financial (e.g., gross
margin), operational (e.g., velocity of movement) and
customer criticality factors (e.g., high volume products)

•

AHP (Analytical Hierarchy Process) based algorithm

On-going services
•

Segmentation strategy design, periodic modifications based on
business changes and execution

PROCESS • ANALYTICS • TECHNOLOGY

© 2014 Copyright Genpact. All Rights Reserved.

11
C

Standardizing demand forecasting improves forecast
accuracy, response to market, and planning efficiency
What can be achieved

ILLUSTRATIVE

• Up to 30-35% reduction in forecasting errors
• Up to 20% better planning efficiency through scenario based
modeling

Sample outputs and templates

• Pro-active response to dynamic market conditions
Delivery approach

Technology
• Cloud based in-house solution with seamless access to ERP
data
• Flexible cost-effective IT platform for granular, frequently
updated forecasts
Analytics

• Advanced forecasting models to handle dynamic and
intermittent demand reducing forecasting errors e.g.
Croston’s, Fourier
• Factoring in market intelligence in the forecasting models
enables accurate forecasts
On-going services:

• Demand planning and forecasting at agreed frequency
PROCESS • ANALYTICS • TECHNOLOGY

© 2014 Copyright Genpact. All Rights Reserved.

12
D

Improved planning and optimization helps minimize overall
inventory, improve service levels
What can be achieved

•

Customized business policies and strategies, such as
optimal safety stock for top-selling products and low-selling
products

•

Minimize the total inventory costs, including carrying
cost, stock-out cost, and ordering cost, while setting
adequate service levels

•

ILLUSTRATIVE

Effective service level planning through lead time
optimization on a continuous basis

Delivery approach
Technology
•

Pragmatic technology in partnership with industry leading
players e.g. Steelwedge and Kenaxis

Analytics
•

A hybrid approach to customized replenishment policies
that account for inventory classification, demand
pattern, customer criticality and other business-specific
parameters

On-going services
•

Continuous support in response to business changes using
experienced resources
PROCESS • ANALYTICS • TECHNOLOGY

© 2014 Copyright Genpact. All Rights Reserved.

13
E

Obsolescence management helps minimizing working capital
requirement, manage obsolescence risk
ILLUSTRATIVE
What can be achieved
•

Minimizing working capital and increasing profitability by
releasing cash from excess inventory

•

Effective inventory redeployment

•

Sample outputs

Estimating risk of obsolescence

Delivery approach
Technology
•

Interactive dashboards with slicing and dicing capability for
granular and timely visibility
Analytics
•

Identifying existing and potential obsolescence

•

Risk estimation and mitigation recommendations

On-going services
•

Obsolescence management on a periodic basis or at a
product family level

PROCESS • ANALYTICS • TECHNOLOGY

© 2014 Copyright Genpact. All Rights Reserved.

14
Inventory optimization’s advantages over other approaches
Classic
Inventory
Management

Advanced
Inventory
Management

Inventory
Optimization

•

Materials
Requirements
Planning (MRP)

Constraint based
planning (APS)

IO engine

Days of supply
rules for setting
inventory levels

ABC Classification

Profit-driven
analysis

Materials
Management
System

Closed loop
planning and
analytics with
inventory control via
execution
management

Resorts to chase
techniques

Optimized
considering
production and
transportation

Cycle counting

No control over
production
scheduling

Advantage of Inventory Optimization
over prior methods

PROCESS • ANALYTICS • TECHNOLOGY

Better characterized demand
uncertainty lead time variability

•

Advanced modeling integrates with
MRP and APS

Rationalizes inventory with minimal
impact on revenue/profit
•

More predictable materials flow

•

Faster re-configuration of supply
chain

•

Smoother absorption and handling
of unexpected supply or demand
swings

Better synchronization between
production and dispatch

© 2014 Copyright Genpact. All Rights Reserved.

15
Up to 10% working capital reduction can be achieved through
robust inventory optimization
Improvement potential
Visibility management

Multi-criteria inventory
classification

Demand forecasting

Planning and
optimization

Near-time KPIs visibility aids quick
decisions

1.5%

Structured techniques for optimal
segmentation and prioritize
inventory investments

2.5%

Advanced models coupled with
market intelligence to improve
forecast accuracy

3.0%

2.0%

Obsolescence
management

1.0%

Proprietary techniques for optimal
replenishment and service strategies
Proactively predict, track and manage
inventory risks throughout the lifecycle

Total improvement up to 10% of working capital
PROCESS • ANALYTICS • TECHNOLOGY

© 2014 Copyright Genpact. All Rights Reserved.

16
CONTACT GENPACT TO EXPLORE THE
“ART OF THE POSSIBLE”

PROCESS • ANALYTICS • TECHNOLOGY

© 2014 Copyright Genpact. All Rights Reserved.

17
About Genpact
Genpact Limited (NYSE: G) is a global leader in transforming and running business processes and
operations, including those that are complex and industry-specific. Our mission is to help clients become
more competitive by making their enterprises more intelligent through becoming more adaptive,
innovative, globally effective and connected to their own clients.
Genpact stands for Generating Impact – visible in tighter cost management as well as better management
of risk, regulations and growth for hundreds of long-term clients including more than 100 of the Fortune
Global 500. Our approach is distinctive – we offer an unbiased, agile combination of smarter processes,
crystallized in our Smart Enterprise Processes (SEPSM) proprietary framework, along with analytics and
technology, which limits upfront investments and enhances future adaptability.
We have global critical mass – 62,000+ employees in 24 countries with key management and corporate
offices in New York City – while remaining flexible and collaborative, and a management team that drives
client partnerships personally.

Our history is unique – behind our single-minded passion for process and operational excellence is the
Lean and Six Sigma heritage of a former General Electric division that has served GE businesses for
more than 15 years.
For more information, visit www.genpact.com. Follow Genpact on Twitter, Facebook, and LinkedIn.

PROCESS • ANALYTICS • TECHNOLOGY

© 2014 Copyright Genpact. All Rights Reserved.

18
Thank You

Gianni.giacomelli[at]genpact.com
David.petrucci[at]genpact.com
www.genpact.com/home/solutions/analytics-research/other-analyticsservices/inventory-optimization

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Inventory optimization

  • 1. Inventory Optimizer Smarter way to manage inventory using unique combination of process, analytics and technology Gianni Giacomelli Senior Vice President, Genpact David Petrucci Vice President, Industrial Solutions, Genpact
  • 2. A Global Business Process Services Leader: Process Transformation and Outsourcing, Analytics, Technology What we do How we do it Our impact We help leaders of some of the largest enterprises transform and run their processes and operations, including the very complex and industry-specific Unbiased, agile combination of process science, related technology and analytics limits upfront costs and enhances future adaptability We help enterprises to be more competitive by becoming more intelligent: adaptive, innovative, globall y effective and connected… Right critical mass: • we are large (64,000+ global staff) but our solutions appropriately flexible • our top management is directly involved in our client partnerships …by enabling tighter management of costs, risks, regulations, and supporting growth The results: US$22B* of impact for 800+ global clients PROCESS • ANALYTICS • TECHNOLOGY © 2014 Copyright Genpact. All Rights Reserved. 2
  • 3. THE CHALLENGE PROCESS • ANALYTICS • TECHNOLOGY © 2014 Copyright Genpact. All Rights Reserved. 3
  • 4. Inventory planning sits at a critical junction of finance, supply SIMPLIFIED chain, procurement and sales External Stakeholders Reporting (financial, non-financial) Forecast, Report (financial, non-financial) Revenue, Working Capital (AR) Sales & marketing COGS for pricing (short and medium term), Demand / Inventory, logistics, supply chain footprint PROCESS • ANALYTICS • TECHNOLOGY Performance expectations (financial, non-financial) CEO, Board Short- and long-term expectations of: Margin, Earnings Growth, Capital Intensity Finance Budget, KPIs , allocation and monitoring of OP/CAPEX, Inventory COGS (short and long term) and respective risk, EHS risks Operations (mfg, facilities) Working Capital (AP) Procurement Demand and availability of production inputs (commodities, energy, co mponents), respective short and medium term price © 2014 Copyright Genpact. All Rights Reserved. 4
  • 5. Increasingly significant inventory challenges lead to.. • Increased supply chain complexity Sub optimal inventory practices Limited data availability and analytics capacity PROCESS • ANALYTICS • TECHNOLOGY Global footprint, more SKUs sourced, shorter response times, increasing cost and demand volatility, frequent changes in end-customer needs • Managing dynamic cost and service levels requires dynamic and granular inventory management • Sub-optimal allocation of inventory across sites • Inaccurate demand forecasting, often up to 50% • 5-10% wastage due to rapid obsolescence of inventory • Fragmented IT systems across global supply chain adds to complexity and impede optimization • Lack of a granular and dynamic view of inventory e.g. by customer, product type, cost etc. © 2014 Copyright Genpact. All Rights Reserved. 5
  • 6. ..working capital pressure, unrealized revenues.. Working capital pressure • Unnecessary inventory may drive working capital up by 510% • Inventory excess, volatility slows cash flows by 4-5% …resulting in opportunity cost e.g. more limited investment in sales and marketing, or straight cost e.g. short-term interest spread • Stock-outs can lead to 2-3% lost sales Unrealized revenues • Suboptimal level of inventory can also lead to ‒ slow order fulfillment, increasing cash-to-cash cycle and impacting customer service levels ‒ penalty payments due to contractual obligation PROCESS • ANALYTICS • TECHNOLOGY © 2014 Copyright Genpact. All Rights Reserved. 6
  • 7. ……as well as budgeting, planning and risk management issues • Wrong working capital assumptions (stock, replenishment, obsolescence) lead to suboptimal investment in other areas Obsolescence: obsolete inventory immobilizes cash, writeoffs directly hit profit • Claims: significant customer liability can arise from non- or slow fulfillment • PROCESS • ANALYTICS • TECHNOLOGY Stock-outs or write-offs lead to high variance of actual Vs. plan • Risk Management • • Budgeting and Planning Inaccurate and static demand forecasting impairs timely and effective budgeting and resource allocation Regulatory: environmental and waste disposal risk from aged and obsolete inventory in certain industries © 2014 Copyright Genpact. All Rights Reserved. 7
  • 8. THE SOLUTIONS PROCESS • ANALYTICS • TECHNOLOGY © 2014 Copyright Genpact. All Rights Reserved. 8
  • 9. Robust and modular inventory optimization approach A B C Multi-criteria inventory segmentation Visibility management D Demand forecasting • Inventory metrics - • Segmentation dashboard based on including flow customer, product and bottleneck and other custom visibility criteria • Sophisticated forecasting models (e.g. for intermittent demand) • Financial metrics including working capital projections • Forecast simulation • Monitoring exceptions to plans • Sensitivity analysis and simulation by segment • Inventory strategies by segment PROCESS • ANALYTICS • TECHNOLOGY • Adjustments based on market and business intelligence E Planning and optimization • Replenishment and ordering strategy • Multi-echelon inventory optimization models Obsolescence management • Identifying and estimating potential obsolescence risks • Develop mitigation strategies • Advanced forecasting and inventory models © 2014 Copyright Genpact. All Rights Reserved. 9
  • 10. A Visibility management provides granular and actionable reports ILLUSTRATIVE to improve planning and monitoring What can be achieved Sample output • Comprehensive view of metrics for better informed inventory decisions and risk management • Better segmentation of inventory which helps prioritize remedial actions • Improved controllership and effective base lining • Setting realistic improvement targets Delivery approach Technology • QlikView, a flexible cost-effective IT platform, for customized dashboards • Cloud based in-house solution which integrates with existing ERP systems Analytics • KPI enterprise dashboards with multi-dimensional drilldowns (e.g. time, location, product family, etc.), trend analysis On-going services • Benchmarking (internal/external) on key supply chain metrics PROCESS • ANALYTICS • TECHNOLOGY © 2014 Copyright Genpact. All Rights Reserved. 10
  • 11. B Multi-criteria inventory segmentation enables inventory redeployment, increase cash flows and return on asset ILLUSTRATIVE What can be achieved • Effective inventory redeployment which helps reduce excess inventory and/or re-deploy investment in high performing inventory • Increase return on assets (ROA) • Sample outputs Increase in cash flow, revenue and profitability Delivery approach Technology • Cloud based in-house solution which integrates with existing ERP systems; pay for „solution‟ not „infrastructure‟ Analytics • A multi-criteria approach accounts for financial (e.g., gross margin), operational (e.g., velocity of movement) and customer criticality factors (e.g., high volume products) • AHP (Analytical Hierarchy Process) based algorithm On-going services • Segmentation strategy design, periodic modifications based on business changes and execution PROCESS • ANALYTICS • TECHNOLOGY © 2014 Copyright Genpact. All Rights Reserved. 11
  • 12. C Standardizing demand forecasting improves forecast accuracy, response to market, and planning efficiency What can be achieved ILLUSTRATIVE • Up to 30-35% reduction in forecasting errors • Up to 20% better planning efficiency through scenario based modeling Sample outputs and templates • Pro-active response to dynamic market conditions Delivery approach Technology • Cloud based in-house solution with seamless access to ERP data • Flexible cost-effective IT platform for granular, frequently updated forecasts Analytics • Advanced forecasting models to handle dynamic and intermittent demand reducing forecasting errors e.g. Croston’s, Fourier • Factoring in market intelligence in the forecasting models enables accurate forecasts On-going services: • Demand planning and forecasting at agreed frequency PROCESS • ANALYTICS • TECHNOLOGY © 2014 Copyright Genpact. All Rights Reserved. 12
  • 13. D Improved planning and optimization helps minimize overall inventory, improve service levels What can be achieved • Customized business policies and strategies, such as optimal safety stock for top-selling products and low-selling products • Minimize the total inventory costs, including carrying cost, stock-out cost, and ordering cost, while setting adequate service levels • ILLUSTRATIVE Effective service level planning through lead time optimization on a continuous basis Delivery approach Technology • Pragmatic technology in partnership with industry leading players e.g. Steelwedge and Kenaxis Analytics • A hybrid approach to customized replenishment policies that account for inventory classification, demand pattern, customer criticality and other business-specific parameters On-going services • Continuous support in response to business changes using experienced resources PROCESS • ANALYTICS • TECHNOLOGY © 2014 Copyright Genpact. All Rights Reserved. 13
  • 14. E Obsolescence management helps minimizing working capital requirement, manage obsolescence risk ILLUSTRATIVE What can be achieved • Minimizing working capital and increasing profitability by releasing cash from excess inventory • Effective inventory redeployment • Sample outputs Estimating risk of obsolescence Delivery approach Technology • Interactive dashboards with slicing and dicing capability for granular and timely visibility Analytics • Identifying existing and potential obsolescence • Risk estimation and mitigation recommendations On-going services • Obsolescence management on a periodic basis or at a product family level PROCESS • ANALYTICS • TECHNOLOGY © 2014 Copyright Genpact. All Rights Reserved. 14
  • 15. Inventory optimization’s advantages over other approaches Classic Inventory Management Advanced Inventory Management Inventory Optimization • Materials Requirements Planning (MRP) Constraint based planning (APS) IO engine Days of supply rules for setting inventory levels ABC Classification Profit-driven analysis Materials Management System Closed loop planning and analytics with inventory control via execution management Resorts to chase techniques Optimized considering production and transportation Cycle counting No control over production scheduling Advantage of Inventory Optimization over prior methods PROCESS • ANALYTICS • TECHNOLOGY Better characterized demand uncertainty lead time variability • Advanced modeling integrates with MRP and APS Rationalizes inventory with minimal impact on revenue/profit • More predictable materials flow • Faster re-configuration of supply chain • Smoother absorption and handling of unexpected supply or demand swings Better synchronization between production and dispatch © 2014 Copyright Genpact. All Rights Reserved. 15
  • 16. Up to 10% working capital reduction can be achieved through robust inventory optimization Improvement potential Visibility management Multi-criteria inventory classification Demand forecasting Planning and optimization Near-time KPIs visibility aids quick decisions 1.5% Structured techniques for optimal segmentation and prioritize inventory investments 2.5% Advanced models coupled with market intelligence to improve forecast accuracy 3.0% 2.0% Obsolescence management 1.0% Proprietary techniques for optimal replenishment and service strategies Proactively predict, track and manage inventory risks throughout the lifecycle Total improvement up to 10% of working capital PROCESS • ANALYTICS • TECHNOLOGY © 2014 Copyright Genpact. All Rights Reserved. 16
  • 17. CONTACT GENPACT TO EXPLORE THE “ART OF THE POSSIBLE” PROCESS • ANALYTICS • TECHNOLOGY © 2014 Copyright Genpact. All Rights Reserved. 17
  • 18. About Genpact Genpact Limited (NYSE: G) is a global leader in transforming and running business processes and operations, including those that are complex and industry-specific. Our mission is to help clients become more competitive by making their enterprises more intelligent through becoming more adaptive, innovative, globally effective and connected to their own clients. Genpact stands for Generating Impact – visible in tighter cost management as well as better management of risk, regulations and growth for hundreds of long-term clients including more than 100 of the Fortune Global 500. Our approach is distinctive – we offer an unbiased, agile combination of smarter processes, crystallized in our Smart Enterprise Processes (SEPSM) proprietary framework, along with analytics and technology, which limits upfront investments and enhances future adaptability. We have global critical mass – 62,000+ employees in 24 countries with key management and corporate offices in New York City – while remaining flexible and collaborative, and a management team that drives client partnerships personally. Our history is unique – behind our single-minded passion for process and operational excellence is the Lean and Six Sigma heritage of a former General Electric division that has served GE businesses for more than 15 years. For more information, visit www.genpact.com. Follow Genpact on Twitter, Facebook, and LinkedIn. PROCESS • ANALYTICS • TECHNOLOGY © 2014 Copyright Genpact. All Rights Reserved. 18