Inventory includes raw materials, parts, work-in-process, and finished goods held in the supply chain. Managing inventory well can increase sales, reduce costs, and boost profits. At the firm level, poor inventory management led companies like Solectron and Palm to suffer large losses from excess inventory during downturns. The economic order quantity (EOQ) model helps determine the optimal order size by balancing ordering and holding costs. Safety stock is added to the reorder point to account for uncertain demand and achieve a target service level.
Warehouse Operations and Inventory Management Thomas Tanel
Companies that make the best use of the basic principles of planning and managing warehouse operations and inventory management have a competitive advantage. Organizations that lack warehouse strategic planning and inventory operational excellence lose profits, market share, cost advantages, and market leadership.
Traditional Supply Chain and Logistics channels are indeed changing. As organizations move from mass production and mass distribution to mass customization, creative approaches are needed in the management of warehousing and inventory. The challenge is always present, because different customers may demand different levels of service. Demand often cannot be forecasted, especially if one must deliver customized products or services exactly where the customer needs them.
Businesses today must understand that they are competing on the basis of time more than on any other factor. The rigors of supply chain management require that you take action to meet your customers’ demand for faster, more frequent, and more reliable deliveries. Your suppliers need to meet increasingly precise inbound schedules. Tomorrow’s customers are more likely to be in another country or continent than they are likely to be from across town, in another state, or in another province.
With a proven inventory management system and an A-B-C Analysis, you can transform your inventory into a proactive force that lowers your inventory investment, reduces carrying costs, boosts confidence in physical supply and distribution service levels, and increases customer and user satisfaction. From a storage and distribution perspective, you, as overseer of the supply management process, should also know how the warehousing layout design criteria and the space and storage schemes affect your material flow, service levels, computerization, and technology options.
Warehouse Operations and Inventory Management Thomas Tanel
Companies that make the best use of the basic principles of planning and managing warehouse operations and inventory management have a competitive advantage. Organizations that lack warehouse strategic planning and inventory operational excellence lose profits, market share, cost advantages, and market leadership.
Traditional Supply Chain and Logistics channels are indeed changing. As organizations move from mass production and mass distribution to mass customization, creative approaches are needed in the management of warehousing and inventory. The challenge is always present, because different customers may demand different levels of service. Demand often cannot be forecasted, especially if one must deliver customized products or services exactly where the customer needs them.
Businesses today must understand that they are competing on the basis of time more than on any other factor. The rigors of supply chain management require that you take action to meet your customers’ demand for faster, more frequent, and more reliable deliveries. Your suppliers need to meet increasingly precise inbound schedules. Tomorrow’s customers are more likely to be in another country or continent than they are likely to be from across town, in another state, or in another province.
With a proven inventory management system and an A-B-C Analysis, you can transform your inventory into a proactive force that lowers your inventory investment, reduces carrying costs, boosts confidence in physical supply and distribution service levels, and increases customer and user satisfaction. From a storage and distribution perspective, you, as overseer of the supply management process, should also know how the warehousing layout design criteria and the space and storage schemes affect your material flow, service levels, computerization, and technology options.
Inventory Management , MRP, JIT and SCM
Use of Inventory
Types of Costs
Inventory Management System
Inputs to MRP
Master production schedule(MPS)
BOM example
Inventory Status File
Just-in-time / Toyota Production System
Concept of JIT
Supply Chain Management
Kaizen
Kanban
This ppt is about what is Inventory management and a case study on NANDYALA CEMENT BRICKS(Small scale Industry). And here we used EOQ and ABC analysis techniques.
Inventory Optimization: Action Plan for Inventory OptimizationMauly Chandra
The objective is to suggest actionable steps for inventory optimization for Manufacturing SMEs.
It covers aspects such as
- Basics of Inventory Optimization
- 3 Pillars of Inventory Optimization
- Demand Planning - 3 methods of Demand Planning
- Supply Sources - Basics & GOLF
- Inventory Control
- Key Factors to consider in Inventory Control
- Re-Order Point
- Re-Order Quantity
- Max Stock Level
- Min / Safety Stock Level
- How to calculate the Values in different Demand Planning Methods
- Inventory Optimization Examples in each of the Demand Planning Methods
Concept of inventory, need for inventory, types of inventory, Seasonal, Decoupling, Cyclic, Pipeline, Safety, Implications of Inventory Control Methods Inventory Costs: Concept & Behavior of Ordering cost, Carrying cost & Shortage cost Basic EOQ Model & EOQ with Discount
Inventory/Material Control and management : Cost AccountingGuru Aarat
This presentation would help understand what is inventory and inventory control and management . It would also help understand various terms necessary for material controlling such as EOQ, Minimum stock , Maximum stock, buffer stock , re order level etc.
After learning about the various terms ..the techniques of material control would be discussed and presented with suitable graphs and point wise explanations
Inventory Management , MRP, JIT and SCM
Use of Inventory
Types of Costs
Inventory Management System
Inputs to MRP
Master production schedule(MPS)
BOM example
Inventory Status File
Just-in-time / Toyota Production System
Concept of JIT
Supply Chain Management
Kaizen
Kanban
This ppt is about what is Inventory management and a case study on NANDYALA CEMENT BRICKS(Small scale Industry). And here we used EOQ and ABC analysis techniques.
Inventory Optimization: Action Plan for Inventory OptimizationMauly Chandra
The objective is to suggest actionable steps for inventory optimization for Manufacturing SMEs.
It covers aspects such as
- Basics of Inventory Optimization
- 3 Pillars of Inventory Optimization
- Demand Planning - 3 methods of Demand Planning
- Supply Sources - Basics & GOLF
- Inventory Control
- Key Factors to consider in Inventory Control
- Re-Order Point
- Re-Order Quantity
- Max Stock Level
- Min / Safety Stock Level
- How to calculate the Values in different Demand Planning Methods
- Inventory Optimization Examples in each of the Demand Planning Methods
Concept of inventory, need for inventory, types of inventory, Seasonal, Decoupling, Cyclic, Pipeline, Safety, Implications of Inventory Control Methods Inventory Costs: Concept & Behavior of Ordering cost, Carrying cost & Shortage cost Basic EOQ Model & EOQ with Discount
Inventory/Material Control and management : Cost AccountingGuru Aarat
This presentation would help understand what is inventory and inventory control and management . It would also help understand various terms necessary for material controlling such as EOQ, Minimum stock , Maximum stock, buffer stock , re order level etc.
After learning about the various terms ..the techniques of material control would be discussed and presented with suitable graphs and point wise explanations
PRODUCTION AND OPERATIONS
MANAGEMENT
-Management function responsible for producing goods & services
-Objectives of production management
-Functions of production management
-Production system & models
-Research
Research is an art of scientific investigation.
It is regarded as a systematic efforts to gain new knowledge.
The dictionary meaning of research is “a careful investigation or enquiry especially through search for new facts in any branch of knowledge”.
-Nature of Research
-Objectives of Research
-Types of Research
-Research Process
-Significance of Research
-Criteria for Good Research
-Limitations of Research
Organizational Culture
A common perception held by the organization’s members; a system of shared meaning.
Characteristics:
Innovation and risk taking
Attention to detail
Outcome orientation
People orientation
Team orientation
Aggressiveness
Stability
Do Organizations Have Uniform Cultures?
What Is Organizational Culture? (cont’d)
What Do Cultures Do?
How Culture Begins?
Keeping Culture Alive
Stages in the Socialization Process
How Employees Learn Culture
Creating An Ethical Organizational Culture
Creating a Customer-Responsive Culture..
JOHARI WINDOW
A MODEL of self awareness , personal development, group development and understanding relationship
The Johari Window model was developed by American psychologists Joseph Luft and Harry Ingham in the 1950's
Interestingly, Luft and Ingham called their Johari Window model 'Johari' after combining their first names, Joe and Harry.
In early publications the word actually appears as 'JoHari
The Johari Window model is also referred to as a 'disclosure/feedback model of self awareness', and by some people an 'information processing tool'.
The Johari Window soon became a widely used model for understanding and training self-awareness, personal development, improving communications, interpersonal relationships, group dynamics, team development and inter-group relationships.
Refers to others and self
-Others – other people in the team
-Oneself the person subject to johari window analysis
The Johari Window actually represents information - feelings, experience, views, attitudes, skills, intentions, motivation, etc - within or about a person - in relation to their group, from four perspectives, which are described below
JOHARI WINDOW – 4 REGIONS
-Open Area -what is known by the person about him/herself and is also known by others - open self, free area, free self, or 'the arena'
-Blind Area - what is unknown by the person about him/herself but which others know - blind area, blind self, or 'blind spot'
-Hidden Area - what the person knows about him/herself that others do not know - hidden area, hidden self, avoided area, avoided self or 'facade'
-Unknown Area -what is unknown by the person about him/herself and is also unknown by others - unknown area or unknown self .
-GROUPS:
-Types of groups
-Stages of group development
-Why do people join groups
-Group Dynamics
-Factors influencing group working
-Group Behavior
-Group member Resources
-Group Structure
-Group Process
-Group Tasks.
-Hypotheses
-What is Hypothesis testing
-Basic Concepts in Hypotheses Testing (in detail)
~Alternate Hypothesis
~Level of Significance
~Critical Region
~Decision Rule(Test of Hypothesis)
~Type I Error & Type II Error
~Power of Test
~One Tailed & Two Tailed Test
~One Sample & Two Sample Tests
` Types of Hypotheses
` Steps in Hypotheses Testing
~Parametric & Non Parametric Tests
-WHAT ARE ECOSYSTEMS?
-Parts of an Ecosystem
-Different types of organisms live in an ecosystem.
-Community
-Habitat
-Kinds Of Ecosystem
-Types of Ecosystems
-Components of Ecosystem
-Functions of an ecosystem
-PROCESSES OF ECOSYSTEMS
-Energy Flow Chart
-Types of Food Chains (Samples)
-Food Web
-Ecological Pyramids
-Types of Ecological Pyramids
-Industrial Ecology and Recycling Industry
-Recycling
-Environmental management system (EMS)
-ISO 14000
-Objectives of ISO 14000
-How are these standards developed?
-The 17 requirements of the ISO 14001
-Other standards in ISO 14001 series
Cost Accounting-
-Meaning of Cost Accounting
-Scope of Cost Accounting
-Nature of Cost Accounting
-Relationship b/w Financial Accounting & Cost Accounting
-Cost Accounting v/s Management Accounting
-Objectives of cost accounting
-Function of cost accountant
-Essentials of cost accounting
-Advantages of cost accounting
-Limitations of cost accounting
-Role of cost in cost accounting
-Cost Unit & Cost Centre
-Cost Techniques
-Costing Systems
-Costing Methods
-Cost Classification
-Components of total cost
-Cost Sheet.
ORGANISATIONAL CHANGE & STRESS MANAGEMENT
-Managing Planned change
-Resistance to change
-Overcoming resistance to change
-Politics of change
-Lewin's Three Step Change Model
-Action Research
-Organisational Development
-OD Techniques
-Change issues for today's Managers
Technology in workplace
Stimulating Innovation
Creating & managing a learning organisation
Culture-Bond in organisation
-Work Stress & its management
-Types of stress
-Demand-Resources Model of Stress
-Potential Sources of Stress
-Consequences of Stress
-Not all Stress is Bad
-Burnout
-Stress v/s Burnout
-Managing stress
-Global Implications
-Summary & Managerial Implications
-How to Manage stress.
Presentation on Budget, Budgeting & Budgetary control
Contents:
1) Budgeting [characteristics]
2) Budgetary control
3) Difference in budget, budgeting, budgetary control
4) Essentials in budgetary control
5) Requisites for budgetary control system
6) Merits & limitations
7) Zero-based budgeting
8) Difference in Traditional & Zero based budgeting.
Presentation on Budget, budgeting and budgetary control..
Contents-
1) Budgeting [characteristics]
2) Budgetary control
3) Difference in budget, budgeting, budgetary control
4) Essentials in budgetary control
5) Requisites for budgetary control system
6) Merits & limitations
7) Zero-based budgeting
8) Difference in Traditional & Zero based budgeting.
how can i use my minded pi coins I need some funds.DOT TECH
If you are interested in selling your pi coins, i have a verified pi merchant, who buys pi coins and resell them to exchanges looking forward to hold till mainnet launch.
Because the core team has announced that pi network will not be doing any pre-sale. The only way exchanges like huobi, bitmart and hotbit can get pi is by buying from miners.
Now a merchant stands in between these exchanges and the miners. As a link to make transactions smooth. Because right now in the enclosed mainnet you can't sell pi coins your self. You need the help of a merchant,
i will leave the telegram contact of my personal pi merchant below. 👇 I and my friends has traded more than 3000pi coins with him successfully.
@Pi_vendor_247
how to sell pi coins on Bitmart crypto exchangeDOT TECH
Yes. Pi network coins can be exchanged but not on bitmart exchange. Because pi network is still in the enclosed mainnet. The only way pioneers are able to trade pi coins is by reselling the pi coins to pi verified merchants.
A verified merchant is someone who buys pi network coins and resell it to exchanges looking forward to hold till mainnet launch.
I will leave the telegram contact of my personal pi merchant to trade with.
@Pi_vendor_247
Falcon stands out as a top-tier P2P Invoice Discounting platform in India, bridging esteemed blue-chip companies and eager investors. Our goal is to transform the investment landscape in India by establishing a comprehensive destination for borrowers and investors with diverse profiles and needs, all while minimizing risk. What sets Falcon apart is the elimination of intermediaries such as commercial banks and depository institutions, allowing investors to enjoy higher yields.
US Economic Outlook - Being Decided - M Capital Group August 2021.pdfpchutichetpong
The U.S. economy is continuing its impressive recovery from the COVID-19 pandemic and not slowing down despite re-occurring bumps. The U.S. savings rate reached its highest ever recorded level at 34% in April 2020 and Americans seem ready to spend. The sectors that had been hurt the most by the pandemic specifically reduced consumer spending, like retail, leisure, hospitality, and travel, are now experiencing massive growth in revenue and job openings.
Could this growth lead to a “Roaring Twenties”? As quickly as the U.S. economy contracted, experiencing a 9.1% drop in economic output relative to the business cycle in Q2 2020, the largest in recorded history, it has rebounded beyond expectations. This surprising growth seems to be fueled by the U.S. government’s aggressive fiscal and monetary policies, and an increase in consumer spending as mobility restrictions are lifted. Unemployment rates between June 2020 and June 2021 decreased by 5.2%, while the demand for labor is increasing, coupled with increasing wages to incentivize Americans to rejoin the labor force. Schools and businesses are expected to fully reopen soon. In parallel, vaccination rates across the country and the world continue to rise, with full vaccination rates of 50% and 14.8% respectively.
However, it is not completely smooth sailing from here. According to M Capital Group, the main risks that threaten the continued growth of the U.S. economy are inflation, unsettled trade relations, and another wave of Covid-19 mutations that could shut down the world again. Have we learned from the past year of COVID-19 and adapted our economy accordingly?
“In order for the U.S. economy to continue growing, whether there is another wave or not, the U.S. needs to focus on diversifying supply chains, supporting business investment, and maintaining consumer spending,” says Grace Feeley, a research analyst at M Capital Group.
While the economic indicators are positive, the risks are coming closer to manifesting and threatening such growth. The new variants spreading throughout the world, Delta, Lambda, and Gamma, are vaccine-resistant and muddy the predictions made about the economy and health of the country. These variants bring back the feeling of uncertainty that has wreaked havoc not only on the stock market but the mindset of people around the world. MCG provides unique insight on how to mitigate these risks to possibly ensure a bright economic future.
how to sell pi coins in South Korea profitably.DOT TECH
Yes. You can sell your pi network coins in South Korea or any other country, by finding a verified pi merchant
What is a verified pi merchant?
Since pi network is not launched yet on any exchange, the only way you can sell pi coins is by selling to a verified pi merchant, and this is because pi network is not launched yet on any exchange and no pre-sale or ico offerings Is done on pi.
Since there is no pre-sale, the only way exchanges can get pi is by buying from miners. So a pi merchant facilitates these transactions by acting as a bridge for both transactions.
How can i find a pi vendor/merchant?
Well for those who haven't traded with a pi merchant or who don't already have one. I will leave the telegram id of my personal pi merchant who i trade pi with.
Tele gram: @Pi_vendor_247
#pi #sell #nigeria #pinetwork #picoins #sellpi #Nigerian #tradepi #pinetworkcoins #sellmypi
If you are looking for a pi coin investor. Then look no further because I have the right one he is a pi vendor (he buy and resell to whales in China). I met him on a crypto conference and ever since I and my friends have sold more than 10k pi coins to him And he bought all and still want more. I will drop his telegram handle below just send him a message.
@Pi_vendor_247
USDA Loans in California: A Comprehensive Overview.pptxmarketing367770
USDA Loans in California: A Comprehensive Overview
If you're dreaming of owning a home in California's rural or suburban areas, a USDA loan might be the perfect solution. The U.S. Department of Agriculture (USDA) offers these loans to help low-to-moderate-income individuals and families achieve homeownership.
Key Features of USDA Loans:
Zero Down Payment: USDA loans require no down payment, making homeownership more accessible.
Competitive Interest Rates: These loans often come with lower interest rates compared to conventional loans.
Flexible Credit Requirements: USDA loans have more lenient credit score requirements, helping those with less-than-perfect credit.
Guaranteed Loan Program: The USDA guarantees a portion of the loan, reducing risk for lenders and expanding borrowing options.
Eligibility Criteria:
Location: The property must be located in a USDA-designated rural or suburban area. Many areas in California qualify.
Income Limits: Applicants must meet income guidelines, which vary by region and household size.
Primary Residence: The home must be used as the borrower's primary residence.
Application Process:
Find a USDA-Approved Lender: Not all lenders offer USDA loans, so it's essential to choose one approved by the USDA.
Pre-Qualification: Determine your eligibility and the amount you can borrow.
Property Search: Look for properties in eligible rural or suburban areas.
Loan Application: Submit your application, including financial and personal information.
Processing and Approval: The lender and USDA will review your application. If approved, you can proceed to closing.
USDA loans are an excellent option for those looking to buy a home in California's rural and suburban areas. With no down payment and flexible requirements, these loans make homeownership more attainable for many families. Explore your eligibility today and take the first step toward owning your dream home.
when will pi network coin be available on crypto exchange.DOT TECH
There is no set date for when Pi coins will enter the market.
However, the developers are working hard to get them released as soon as possible.
Once they are available, users will be able to exchange other cryptocurrencies for Pi coins on designated exchanges.
But for now the only way to sell your pi coins is through verified pi vendor.
Here is the telegram contact of my personal pi vendor
@Pi_vendor_247
how to swap pi coins to foreign currency withdrawable.DOT TECH
As of my last update, Pi is still in the testing phase and is not tradable on any exchanges.
However, Pi Network has announced plans to launch its Testnet and Mainnet in the future, which may include listing Pi on exchanges.
The current method for selling pi coins involves exchanging them with a pi vendor who purchases pi coins for investment reasons.
If you want to sell your pi coins, reach out to a pi vendor and sell them to anyone looking to sell pi coins from any country around the globe.
Below is the contact information for my personal pi vendor.
Telegram: @Pi_vendor_247
Even tho Pi network is not listed on any exchange yet.
Buying/Selling or investing in pi network coins is highly possible through the help of vendors. You can buy from vendors[ buy directly from the pi network miners and resell it]. I will leave the telegram contact of my personal vendor.
@Pi_vendor_247
2. What is inventory?
Inventory is the raw materials, component
parts, work-in-process, or finished products
that are held at a location in the supply chain.
3. Why do we care?
At the macro level:
Investment in inventory is currently over $1.25
Trillion (U.S. Department of Commerce).
This figure accounts for almost 25% of GNP.
Enormous potential for efficiency increase by
controlling inventories
Inventory is one of the biggest corporate assets ($).
4. – Sales growth: right inventory at the right place
at the right time
– Cost reduction: less money tied up in inventory,
inventory management, obsolescence
Higher profit
Why do we care?
At the firm level:
5. Why do we care?
Each of Solectron’s big customers, which include Cisco,
Ericsson, and Lucent was expecting explosive growth for
wireless phones and networking gear….when the bottom
finally fell out, it was too late for Solectron to halt orders
from all of its 4,000 suppliers. Now, Solectron has $4.7
billion in inventory. (BW, March 19, 2001)
“When Palm formally reported its quarterly numbers in
June, the damage was gruesome. Its loss totaled $392
million, a big chunk of which was attributable to writing
down excess inventory - piles of unsold devices.” (The
Industry Standard, June 16, 2001)
“Liz Claiborne said its unexpected earnings decline is the
consequence of higher than anticipated excess
inventories”. (WSJ, August 1993)
6. How do you manage your inventory?
How much do you buy? When?
• Soda
• Milk
• Toilet paper
• Gas
• Cereal
• Cash
7. What Do you Consider?
• Cost of not having it.
• Cost of going to the grocery or gas station (time,
money), cost of drawing money.
• Cost of holding and storing, lost interest.
• Price discounts.
• How much you consume.
• Some safety against uncertainty.
8. Costs of Inventory
• Physical holding costs:
– out of pocket expenses for storing inventory (insurance,
security, warehouse rental, cooling)
– All costs that may be entailed before you sell it
(obsolescence, spoilage, rework...)
• Opportunity cost of inventory: foregone return on
the funds invested.
• Operational costs:
– Delay in detection of quality problems.
– Delay the introduction of new products.
– Increase throughput times.
9. • Hedge against uncertain demand
• Hedge against uncertain supply
• Economize on ordering costs
• Smoothing
Benefits of Inventory
To summarize, we build and keep inventory in
order to match supply and demand in the most
cost effective way.
11. Home Depot
• “Our inventory consists of up to 35,000
different kinds of building materials, home
improvement supplies, and lawn and garden
products.”
• “We currently offer thousands of products in
our online store.”
• “We offer approximately 250,000 more
products through our special order services.”
12. Different types of inventory models
1. Multi-period model
• Repeat business, multiple orders
2. Single period models
• Single selling season, single order
13. Multiperiod model
• Key questions:
– How often to review?
– When to place an order?
– How much to order?
– How much stock to keep?
orders
Supply
On-hand
inventory
• Ordering costs
• Holding costs
14. Multiperiod model – The Economic Order Quantity
• Demand is known and deterministic: D units/year
• We have a known ordering cost, S, and immediate replenishment
• Annual holding cost of average inventory is H per unit
• Purchasing cost C per unit
Supplier DemandRetailer
15. What is the optimal quantity to order?
Total Cost = Purchasing Cost + Ordering Cost + Inventory Cost
Purchasing Cost = (total units) x (cost per unit)
Ordering Cost = (number of orders) x (cost per order)
Inventory Cost = (average inventory) x (holding cost)
16. Finding the optimal quantity to order…
Let’s say we decide to order in batches of Q…
Number of
periods will be
D
Q
Time
Total Time
Period over which demand for Q has occurred
Q
Inventory position
The average
inventory for
each period is…
Q
2
17. Finding the optimal quantity to order…
Purchasing cost = D x C
Inventory cost =
Ordering cost =
D
Q
x S
Q
2
x H
18. So what is the total cost?
TC = D C + +
In order now to find the optimal quantity we need to
optimize the total cost with respect to the decision
variable (the variable we control)
Which one is
the decision
variable?
D
Q
S
Q
2
H
19. What is the main insight from EOQ?
There is a tradeoff between holding costs and ordering costs
Order Quantity (Q*)
Cost
Total cost
Holding costs
Ordering costs
20. Economic Order Quantity - EOQ
Q* =
2SD
H
Example:
Assume a car dealer that faces demand for 5,000 cars per year, and
that it costs $15,000 to have the cars shipped to the dealership.
Holding cost is estimated at $500 per car per year. How many
times should the dealer order, and what should be the order size?
548
500
)000,5)(000,15(2*
Q
22. ROP = LxD
Receive
order
Time
Inventory
Order
Quantity
Q
Place
order
Lead Time
Reorder
Point
(ROP)
If demand is known exactly, place an order when
inventory equals demand during lead time.
D: demand per period
L: Lead time in periods
Q: When shall we order?
A: When inventory = ROP
Q: How much shall we order?
A: Q = EOQ
23. Example (continued)…
What if the lead time to receive cars is 10 days?
(when should you place your order?)
10
365
D =R =
10
365
5000 = 137
So, when the number of cars on the lot reaches 137,
order 548 more cars.
Since D is given in years, first convert: 10 days = 10/365yrs
25. XX
Inventory at time of receipt
ReceiveReceive
orderorder
TimeTime
InventoryInventory
LevelLevel
OrderOrder
QuantityQuantity
PlacePlace
orderorder
Lead TimeLead Time
Actual Demand < Expected Demand
ROP
Lead Time Demand
27. ROP = Expected Demand
Average
TimeTime
InventoryInventory
LevelLevel
OrderOrder
QuantityQuantity
If ROP = expected demand, service level is
50%. Inventory left 50% of the time, stock
outs 50% of the time.
Uncertain Demand
28. To reduce stockouts we add safety stock
ReceiveReceive
orderorder
TimeTime
PlacePlace
orderorder
Lead TimeLead Time
Inventory
Level
ROP =
Safety
Stock +
Expected
LT
Demand
Order Quantity
Q = EOQ
Expected
LT Demand
Safety Stock
31. Caution: Std deviation in LT demand
Variance over multiple periods = the sum of
the variances of each period (assuming
independence)
Standard deviation over multiple periods is
the square root of the sum of the variances,
not the sum of the standard deviations!!!
32. Average Inventory =
(Order Qty)/2 + Safety Stock
ReceiveReceive
orderorder
TimeTime
PlacePlace
orderorder
Lead TimeLead Time
Inventory
Level
Order
Quantity
Safety Stock (SS)
EOQ/2
Average
Inventory
33. How to find ROP & Q
1. Order quantity Q =
2. To find ROP, determine the service level (i.e., the
probability of NOT stocking out.)
Find the safety factor from a z-table or from the graph.
Find std deviation in LT demand: square root law.
Safety stock is given by:
SS = (safety factor)(std dev in LT demand)
Reorder point is: ROP = Expected LT demand + SS
3. Average Inventory is: SS + EOQ/2
2SD
EOQ
H
( )
LT D
std dev in LT demand std dev in daily demand days in LT
LT
34. Example (continued)…
Back to the car lot… recall that the lead time is 10 days
and the expected yearly demand is 5000. You estimate the
standard deviation of daily demand demand to be d = 6.
When should you re-order if you want to be 95% sure you
don’t run out of cars?
168)36(1065.1137 ROP
Since the expected yearly demand is 5000, the expected
demand over the lead time is 5000(10/365) = 137. The z-
value corresponding to a service level of 0.95 is 1.65. So
Order 548 cars when the inventory level drops to 168.