1/141
Looks like no tags are added yet.
Name | Mastery | Learn | Test | Matching | Spaced |
|---|
No study sessions yet.
Demand Forecasting
-Is an estimate of future demand & provides the basis for planning decisions
-The goal is to minimize forecast error
-the factors that influence demand must be considered when forecasting
-Managing demand requires timely and accurate forecasting
-Good forecasting provides reduced inventories, costs, and stockouts, & improved production plans and customer service.
Qualitative Forecasting
Is based on opinion & intuiton
Quantitative Forecasting
Uses mathematical models & historical data to make forecasts.
Qualitative Forecasting Methods
Generally used when data are limited, unavailable, or not currently relevant. Forecast depends on skill & experience of forecaster(s) & available information
Four Qualitative models used are
1. Jury of executive opinion
2. Delphi method
3. Sales force composite
4. Consumer survey
Jury of executive opinion
- group of senior management executives collectively develop the forecast.
- good for long-range planning and new product introductions
Delphi Method
- A group of internal and external experts are surveyed during several rounds
- Summary of responses is sent out to all the experts; they can modify their responses in next round
- Good for high-risk technology forecasting; large, expensive projects; or major new product introductions
option overplanning
when exact proportion of each option is uncertain the percentage is increased slightly to cover the uncertainty
Sales Force Composite
- based on the sales force's knowledge of the market and estimates of customer needs.
- Tendency for sales force to under-forecast
Consumer Survey
Questionnaire uses inputs from customers on future purchasing needs, new product ideas, and opinions about existing or new products
Quantitative forecasting Methods
1. Time Series Forecasting
2. Cause & Effect Forecasting
Cause & Effect Forecasting
Assumes that one or more factors (independent variables) predict future demand.
Components of time Series
1. Trend variations
2. Cyclical Variations
3. Seasonal Variations
4. Random variations
Time Series Forecasting
Assumes that the future is an extension of the past. Historical data is used to predict future demand.
trend variations
Increasing or decreasing over many years
Cyclical Variations
Wavelike movements that are longer than a year
Seasonal Variations
Show peaks & valleys that repeat over a consistent interval such as hours, days, weeks, months, seasons, or years.
Random variations
Due to unexpected or unpredictable events.
Naive Forecast
The estimate of the next period is equal to the demand in the past period.
Simple Moving Average Forecast
Uses historical data to generate a forecast. Works well when demand is stable over time.
Weighted Moving Average Forecast
Is based on an n-period weighted moving average.
Exponential Smoothing Forecast
A type of weighted moving average where only two data points are needed.
Linear Trend Forecast
Trend can be estimated using simple linear regression to fit a line to a time series
Near Field Communication (NFC)
secure form of data exchange between an NFC tag & Android-powered devices
Cause & Effect Models
One or several external variables are identified that are related to demand.
Simple Regression
Only one explanatory variable is used & is similar to the previous trend model. The difference is that the x variable is no longer time but an explanatory variable.
Multiple Regression
Several explanatory variables are used to make the forecast.
Formula for Forecast Error
the difference between actual quantity & the forecast.
Several measures of forecasting accuracy follow
1. Mean absolute deviation (MAD)
2. Mean absolute percentage error (MAPE)
3. Mean squared error (MSE)
Mean Absolute Deviation (MAD)
A MAD of 0 indicates the forecast exactly predicted demand.
Mean absolute percentage error (MAPE)
Provides a perspective of the true magnitude of the forecast error.
Mean Squared Error (MSE)
Analogous to variance, large forecast errors are heavily penalized.
Running Sum of Forecast Errors (RSFE)
Indicates bias in the forecasts or the tendency of a forecast to be consistently higher or lower than actual demand.
Tracking signal
Determines if forecast is within acceptable control limits. if the tracking signal falls outside the pre-set control limits, there is a bias problem with the forecasting method and an evaluation of the way forecasts are generated is warranted.
Collaborative Planning, Forecasting and Replenishment (CPFR)
A set of business processes that entities in a supply chain can use for collaboration on a number or retailer/manufacturer functions towards overall efficiency in the supply chain.
Opperations Planning
Is usually hierarchical & can be divided into three broad categories :
1.Long-range
2. Intermediate
3.Short-range
Long-range - Aggregate Production Plan (APP)
usually covers a year or more, involves the construction of facilities & major equipment purchase
Lead capacity strategy - proactive approach
adds or subtracts capacity in anticipation of future market conditions and demand
Six Sigma
Near quality perfection (the statistical likelihood of non-defects 99.99966% of the time)
Lean Six Sigma (or Lean Six)
Describes the melding of lean production and Six Sigma quality practices.
*Lean and Six Sigma are complimentary philosophies
Lag capacity strategy - reactive approach
adjusts its capacity in response to demand
Match or tracking capacity strategy
moderate strategy - adjusts capacity in small amounts in response to demand and changing market conditions
Chase Strategy
-Adjusts capacity to match demand
• Firm hires & lays off workers to match demand
• Finished goods inventory remains constant
• Works well for make-to-order firms
• Generally produce one-of-a-kind, specialty products
• Generally require low skilled labor
• Can be problematic when highly skilled workers are needed in a tight labor market
Level Strategy
-Relies on constant output rate varying inventory & backlog according to fluctuating demand
• Firm relies on fluctuating finished goods & backlogs to meet demand
• Works well for make-to-stock firms
• Inventory carrying and stockout costs are major cost concerns
• Works well with highly skilled workers
Mixed Production Strategy
-Maintains stable core workforce using overtime, subcontracting & part time workers to manage short-term demand
• Complementary products (with different demand cycles) may be produced
• Additional shift may be scheduled
• Works well with firms producing multiple products
Intermediate - master production schedule - MPS
plan spans six to eighteen months. Shows the quantity & timing of end items
Short-range - i.e., materials requirement planning - MRP
plan covers few days to few weeks. Detailed planning process for components & parts to support the master production schedule
Closed-loop MRP
Incorporates the aggregate production plan, the master production schedule material requirements plan, & capacity requirements plan.
resource planning
process of determining the production capacity required to meet demand
Manufacturing Resource Planning (MRPII)
Incorporates the business and sales plans with the closed-loop MRP system
Enterprise Resource Planning (ERP)
Is an extension of MRP-II
Distribution Requirement Planning (DRP)
time-phased net requirements from warehouses & distribution centers
Aggregate Production Plan
process that translates annual business plans & demand forecasts into a production plan for a product family
Master Production Schedule (MPS)
detailed disaggregation of the aggregate production plan, listing the exact end items to be produced by a specific period.
-More detailed than APP & easier to plan under stable demand.
-Planning horizon is shorter than APP, but longer than the lead time to produce the item.
- Note: For the service industry, the master production schedule may just be the appointment book
The MPS
The Production quantity to meet demand from all sources & is used for computing the requirements of all time-phased end items.
System Nervousness
Small changes in the upper-level-production plan cause major changes in the lower-level production plan.
Firms use a time fence to deal with nervousness by separating the planning horizon into-
1. Firmed Segment (AKA demand time fence) from current period to several weeks into future. Can only be altered by senior management.
2. Tentative Segment (AKA planning time fence) From end of firmed segment to several weeks into the future.
Available-to-Promise (ATP) Quantity
The difference between confirmed customer orders & the quantity the firm planned to produce
Three basic methods of calculating the available-to-promise quantities
1. Discrete available-to-promise
2. Cumulative available-to-promise without look ahead
3. Cumulative available-to-promise with look ahead
Bill of Materials (BOM)
Document that shows an inclusive listing of all component parts & assemblies making up the final product.
Dependent Demand
all components and subassemblies required for the final assembly of one unit
Independent Demand
Demand for final products affected by trends, seasonal patterns, & general market conditions
Multilevel Bill of Materials
Shows the parent-component relationships & the specific units of components known as the planning factor. Often presented as an indented bill of materials.
Super Bill of Materials (AKA planning BOM, Pseudo BOM, Phantom BOM, or family BOM)
enables the firm to forecast the total demand end products
Material Requirements Planning (MRP)
A computer-based materials management system that calculates the exact quantities, need dates, & planed order releases for subassemblies & materials required to manufacture a final product.
MRP requires:
-The independent demand information
-parent-component relationships from the BOM
-Inventory status of final product & components
-Planned order releases (the output of the MRP system)
Disadvantage of MRP
Loss of visibility, especially acute for products with a deep BOM, & ignores capacity & shop floor conditions
Parent
Item generating demand for lower-level components
Components
Parts demanded by a parent
Net Requirement
The unsatisfied item requirement for a specific time period. Gross requirement for period minus current on-hand inventory
Scheduled Receipt
A committed order awaiting delivery for a specific period
Projected on-hand inventory
Projected closing inventory at end of period. beginning inventory minus gross requirement, plus scheduled receipt & planned receipt & planned receipt from planed order releases.
Planned Order Release
Specific order to be released to the shop or to the supplier.
Planned order receipt
projected receipt based on generation of a planned order release
Time Bucket
Time period used on the MRP. days or weeks
Explosion
Process of converting a parent items planned order releases into components gross requirements
Planning Factor
Number of components needed to produce a unit of the parent item
Firmed planned order
Planned order that the MRP computer logic system does not automatically change when conditions change to prevent system nervousness
Pegging
Relates gross requirements for a part to the planned order releases
Low-level coding
Assigns the lowest level on BOM to all common components to avoid duplicate MRP computations
Lot size
Order size for MRP logic
Safety Stock
Protects against uncertainties in demand supply, quality, and lead time
Scheduled receipts
Open orders scheduled to arrive
Net requirements
Actual amount needed in each time period
Planned-order Receipts
Quantity expected to received at the beginning of the period offset by lead time
Planned-order Releases
Planned amount to order in each time period
Resource Requirement Planning(RRP)
A Long-range capacity planning module, checks whether aggregate resources are capable of satisying the aggregate production. Resources considered include gross labor hours & Machine hours
rough-cut Capacity plan (RCCP)
-medium-range capacity plan that checks feasibility of MPS
• Converts MPS from production needed to capacity required, then compares to capacity available
Capacity requirement Planning (CRP)
a short-range capacity planning technique that is used to check the feasibility of the material requirements plan
Cloud-based forecasting
supplier-hosted or software-as-a-service (SaaS)
advanced forecasting applications that is provided on a subscription basis
Distribution requirements planning (DRP)
A time-phased finished good inventory replenishment plan in a distribution network
-DRP is a logical extension of the MRP system & ties physical distribution to manufacturing planning and control system
Enterprise Resource Planing Systems (ERP)
integrates internal operations with a common software platform & centralized database system
Two types of ERP implementation
1. Best-of-Breed - Pick the best application for each individual function.
2. Single Integrator Solution - Pick all the desired applications from a single vendor.
Advantages and Disadvantages of ERP systems
Advantages:
-Added visibility reduce supply chain inventories
-Helps to standardize manufacturing processes
-Measure performance & communicate via a standardized method
Disadvantages:
-Substantial time & capital investment
-Complexity
-Firms adapt processes to meet ERP system
Inventory Management models
Generally classified as dependent demand and independent demand models
The primary Functions of Inventory are
Buffer- from uncertainty in the marketplace
Decouple- dependencies in the supply chain(e.g., Safety stock)
Raw Materials
Unprocessed purchase inputs.
Work-in-Process(WIP)
Partially processed materials not yet ready for sales
Finished goods
Products completed and ready for shipment
Maintenance, Repair & Operating(MRO)
Materials used in production of products (e.g., cleaners and brooms)
Inventory Cost
Direct Costs - Directly traceable to unit produced(e.g., labor)
Indirect Costs - Cannot be traced directly to the unit produced (e.g., overhead)
Fixed costs- Independent of the output quantity (e.g., buildings, equipment, & plant security)
Variable costs- Vary with output level (e.g., materials)
Order costs- Direct variable costs for making an order. in MFG set up costs are related to machine set up
Holding or Carrying costs - Incurred for holding inventory in storage