Week 3 / Demand Forecasting + Inventory Flashcards
Moving Average
(A1 + A2 + A3+ A4…+An) / n
The classic way to calculate an average
Weighted moving average
= (A1 x W1) + (A2 + W2) + … (An + Wn)
MAD Acronym
Mean Absolute Deviation
MSE acronym
Mean Square Error
Linear Trend Line
Develops a “line of best fit” amongst the actual observation “data points”
Draw the line in the middle of all the point to the best of your ability. All points will not touch the line
Linear Trend Equation
- Fit a trend line to a series of historical data
* Use regression to find the equation of the line (called the Least Squares Line)
Equation for a linear line
Yt = a + bt
Orrr Y = mx + b
Federated Co-operatives Ltd.
- The largest wholesaler in Canada.
- In 2011, FCL has moved from IBM Inventory and Replenishment Modules (INFOREM) to JDA Demand Forecasting and Replenishment Software.
- They saw a 1.2% increase in service level, 14% decrease in perishability cost.
Inventory (what is inventory?)
Stock of items kept for use or sale in the future
Decisions of inventory management:
1) How many units to order (quantity)
2) When to order (and when)
Independent Demand:
Demand for these items is unknown and has to be forecasted.
Dependent Demand
Manufactured parts
Independent demand is uncertain.
Dependent demand is ______.
Certain
Type of Inventories
1) Spare parts, tools, & supplies
2) Finished-goods (or merchandise)
3) Partially completed items called work in
process (WIP)
4) Raw materials & purchased parts
A typical company has approximately _____ of its current assets in inventory
half
The major source of revenue for retailers and wholesalers/distributors is the _____ of merchandise (i.e., inventory).
resale
_____ companies do not carry as much inventory, although they do carry inventory of supplies and equipment.
Service
Objectives
To achieve satisfactory levels of customer service while minimizing inventory costs.
- Level of customer service (not understock)
- Costs of ordering and holding inventory (not overstock)
Note: Inadequate management of inventory can result in both _______ of some items and ________ of the others.
understocking
overstocking
Inventory Control Systems
1) Periodic Inventory System (Aka Fixed-time-period system)
2) Perpetual Inventory System (Aka Continuous review / Fixed-order-quantity system)
1) Periodic Inventory System (Aka Fixed-time-period system)
a physical count of items in inventory is made at periodic, fixed intervals (e.g., weekly, monthly) in order to decide how much to order of each item.
2) Perpetual Inventory System (Aka Continuous review / Fixed-order-quantity system)
keeps track of removals from and additions to inventory of each item on a continuous basis, so the system can provide information on the current inventory position for each item at any time.
Inventory Tracking Tools
1) Bar code
2) Radio frequency Identification (RFID)
1) Bar code
a unique number assigned to an item or a location, made of a group of vertical black and white bars that are read by a scanner.
2) Radio frequency Identification (RFID)
is a technology that uses radio waves to identify objects, such as goods in supply chains. This is done through the use of an RFID tag that is attached to an object
Purchase lead time
•time interval between ordering and receiving the order
it is important to know the manufacturing lead time, the time it will take for a batch of a part/product to be manufactured
Point of Sale (POS) system
•Software for electronically recording actual sales at the time and location of sale
Dons POS
One of the most frequently used quantitative tools in academics and practice is
simple linear regression
Many are familiar with the term “least squares,” many are under the mistaken impression that the method minimizes the sum of the errors as opposed to the sum of the squared errors
Let’s put the squares in least-squares
How to calculate the Error
Demand - Forecast = Error
Example: 622 - 611 = 11
Linear Trend (is a subset of linear regression)
Time is the independent variable
Data is the dependent variable
Naïve approach
Assuming Forecast 1 is equal to Actual 1
MA 2 MA(2)
Leave the first 2 rows blank for data finding
LINEST
Y range, X range, True / False, True / False
Having the first spot True = flexible intercept
Having the first spot False = x-intercept is 0
Second True = more information
Second False = only first information (less data)
In Canada alone we throw out ____ Billion dollars worth of food a year
31