Podcast
Questions and Answers
Which of the following accurately describes the relationship between MAD and MFE?
Which of the following accurately describes the relationship between MAD and MFE?
What is one reason for holding inventory related to uncertainties?
What is one reason for holding inventory related to uncertainties?
Which of the following is NOT a component of inventory holding cost?
Which of the following is NOT a component of inventory holding cost?
How does Q* typically change when demand increases?
How does Q* typically change when demand increases?
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What is a key aspect of managing inventory during seasonal demand fluctuations?
What is a key aspect of managing inventory during seasonal demand fluctuations?
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What is a characteristic of a pull process in supply chain management?
What is a characteristic of a pull process in supply chain management?
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How does a push process function in supply chain management?
How does a push process function in supply chain management?
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Which of the following best describes the push/pull boundary?
Which of the following best describes the push/pull boundary?
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What is the purpose of forecasting in supply chain management?
What is the purpose of forecasting in supply chain management?
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What is a potential effect of implementing more pull processes in a supply chain?
What is a potential effect of implementing more pull processes in a supply chain?
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Which of the following statements is true regarding long-term forecasts?
Which of the following statements is true regarding long-term forecasts?
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Which objective is a common conflict for manufacturing in the supply chain?
Which objective is a common conflict for manufacturing in the supply chain?
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What describes a time series that has no systematic variability?
What describes a time series that has no systematic variability?
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In the context of supply chain surplus, what does SC Surplus equal?
In the context of supply chain surplus, what does SC Surplus equal?
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What would likely be the effect of using a larger 'N' in the moving average calculation?
What would likely be the effect of using a larger 'N' in the moving average calculation?
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Which of the following products is most likely to benefit from a push strategy due to their characteristics?
Which of the following products is most likely to benefit from a push strategy due to their characteristics?
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Which measure indicates that a forecast consistently overestimates demand?
Which measure indicates that a forecast consistently overestimates demand?
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In exponential smoothing, which value of alpha would be more appropriate for forecasting stable demand?
In exponential smoothing, which value of alpha would be more appropriate for forecasting stable demand?
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What does a Mean Absolute Deviation (MAD) close to zero indicate?
What does a Mean Absolute Deviation (MAD) close to zero indicate?
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Which of the following is true regarding the Mean Squared Error (MSE)?
Which of the following is true regarding the Mean Squared Error (MSE)?
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If the Tracking Signal (TS) is within the range of [-0.5, 0.5], what can be concluded?
If the Tracking Signal (TS) is within the range of [-0.5, 0.5], what can be concluded?
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What is the relationship between optimal order quantity and average forecast demand?
What is the relationship between optimal order quantity and average forecast demand?
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What happens to average profit as the order quantity increases?
What happens to average profit as the order quantity increases?
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In the context of the Newsvendor model with continuous demand, what does Q* represent?
In the context of the Newsvendor model with continuous demand, what does Q* represent?
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What does the variable z* represent when desired Cycle Service Level (CSL) is higher than 0.5?
What does the variable z* represent when desired Cycle Service Level (CSL) is higher than 0.5?
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How does safety stock (SS) change with an increase in Cycle Service Level (CSL)?
How does safety stock (SS) change with an increase in Cycle Service Level (CSL)?
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If the desired CSL is lower than 0.5, what happens to Q* and z*?
If the desired CSL is lower than 0.5, what happens to Q* and z*?
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What is the implication of running out of stock regarding customer goodwill?
What is the implication of running out of stock regarding customer goodwill?
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In the analysis of Q and z in relation to CSL, what happens when CSL = 0.5?
In the analysis of Q and z in relation to CSL, what happens when CSL = 0.5?
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What is a significant drawback of the revenue-sharing contract?
What is a significant drawback of the revenue-sharing contract?
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In what situations is the buy-back contract deemed unsuitable?
In what situations is the buy-back contract deemed unsuitable?
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How does aligning the incentives of firms in a supply chain impact performance?
How does aligning the incentives of firms in a supply chain impact performance?
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What is a critical factor for achieving the same order quantity under a buy-back contract compared to an integrated supply chain?
What is a critical factor for achieving the same order quantity under a buy-back contract compared to an integrated supply chain?
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What advantage does the buy-back contract have over the revenue-sharing contract?
What advantage does the buy-back contract have over the revenue-sharing contract?
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What scenario is most suited for implementing a revenue-sharing contract?
What scenario is most suited for implementing a revenue-sharing contract?
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What is one potential benefit of reducing the Mean Absolute Deviation (MAD) in a supply chain?
What is one potential benefit of reducing the Mean Absolute Deviation (MAD) in a supply chain?
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What does the primary objective of a revenue-sharing contract aim to achieve for firms in a supply chain?
What does the primary objective of a revenue-sharing contract aim to achieve for firms in a supply chain?
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Study Notes
Push and Pull Boundary
- Pull processes are initiated in response to customer orders, while push processes are initiated in anticipation of customer orders.
- Push processes rely on forecasting, while pull processes use actual customer demand.
- Push processes are more efficient for products with stable demand and long production lead times, while pull processes are better suited for products with variable demand and shorter lead times.
- The push/pull boundary separates the push and pull parts of the supply chain.
Reducing Customer Demand Uncertainty
- Shifting from a push to a pull model can result in reduced customer demand uncertainty.
Conflicting Objectives in the Supply Chain
- Different stakeholders in the supply chain (purchasing, manufacturing, customers) often have conflicting objectives.
- These conflicting objectives can make it difficult to achieve optimal supply chain performance.
- There is a trade-off between cost efficiency and responsiveness.
SC Surplus
- The goal of a supply chain is to maximize SC surplus.
- SC surplus is calculated by subtracting the supply chain cost (SC Cost) from the consumer value.
- Consumer value is the sum of the price and consumer surplus.
- SC Profitability is the difference between the price and SC Cost.
- Only the consumer contributes revenue to the supply chain.
The Purpose of Forecasting
- Forecasting helps explain systematic variability in demand.
- Forecasting helps quantify unsystematic variability in demand.
Facts about Forecasting
- A good forecast is a range, not a single number.
- Long-term forecasts are less accurate than short-term forecasts.
- Aggregate forecasts tend to be more accurate than forecasts for individual products.
- The bullwhip effect is the amplification of demand variability as it moves up the supply chain.
Types of Forecasting
- Qualitative Forecasting: Relies on subjective methods like intuition and experience.
- Causal Models: Use data to identify cause-and-effect relationships between variables.
- Time Series Models: Use historical data to predict future demand.
Time Series
- A time series is a sequence of data points collected at regular intervals.
- Level: The average value of the data points.
- Trend: A consistent upward or downward movement in the data.
- Seasonality: A cyclical pattern in the data that repeats over time.
- Random Noise: Unpredictable fluctuations in the data.
- A stationary time series has no systematic variability.
Moving Average
- A moving average forecast is based on the average of recent historical demand data.
- A larger N (number of periods considered in the average) makes the forecast more responsive and variable (volatile).
- A smaller N makes the forecast more smooth.
Exponential Smoothing
- Exponential smoothing forecasts are weighted averages of current and past demand data.
- A small alpha puts more weight on past demand, resulting in a smoother forecast.
- A large alpha puts more weight on recent demand, leading to a more variable (responsive) forecast.
Forecasting Error
- Forecasting error measures the difference between the forecast and actual demand.
Measures of Accuracy
- MAE (Mean Absolute Error): Average of the absolute values of forecast errors.
- MSE (Mean Squared Error): Average of the squared forecast errors.
- MAPE (Mean Absolute Percentage Error): Average of the absolute percentage errors.
Measures of Bias
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MFE (Mean Forecast Error): Average of the forecast errors.
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RSFE (Running Sum of Forecast Errors): Sum of the forecast errors over time.
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A forecast is biased if it consistently overestimates or underestimates demand.
Inventory Management
- Reasons for holding Inventory:
- Economies of scale
- Uncertainties (demand, lead time, supply)
- Speculation
- Smoothing
- Transportation
Inventory Holding Cost
- Includes all costs associated with physically holding inventory:
- Maintenance and handling
- Warehouse costs
- Opportunity costs
- Obsolescence
- Insurance
- Investment in warehouse facilities
EOQ (Economic Order Quantity)
- The optimal order quantity that minimizes total ordering and holding costs.
- Calculated by balancing ordering costs and holding costs.
Observation under Q*
- The annual holding cost equals the annual ordering cost at Q*.
- Total costs fluctuate minimally around Q*.
- Q* increases with demand (D) and ordering cost (S) and decreases with holding cost (H).
- Changes in D or S proportionally affect Q*.
- Changes in H have a square root effect on Q*.
Newsvendor Model
- Used to model inventory situations with short lifecycles and uncertain demand where the goal is to find the optimal order quantity that maximizes expected profit.
Discrete Demand
- The optimal order quantity is the highest quantity where the expected profit is greater than the expected loss.
- The probability of not running out of stock (Pr(D≤Q)) is called the cycle service level (CSL).
Loss of Goodwill
- The cost of stockouts can include loss of customer goodwill, an intangible asset of companies.
Facts about the Newsvendor Model:
- The optimal order quantity may not equal average forecast demand.
- The optimal quantity depends on the relationship between marginal profit and marginal cost.
- As order quantity increases, average profit first rises, then decreases.
- Larger production quantities increase risk, leading to a higher chance of both significant gains and significant losses.
Continuous Demand
- The optimal order quantity is found by setting marginal gain equal to marginal cost.
- The formula for Q* is: Q* = μp + z* ση (where μp is expected demand, z* is the safety factor, σ is the standard deviation of demand, and η is the unit cost)
Analysis of Q and Z
- The impact of the desired CSL on the safety factor (z*) and the optimal order quantity (Q*):
- CSL of 0.5: z*=0, Q* = μD
- CSL > 0.5 : z* > 0, Q* > μD, Q* is increasing in σ
- CSL < 0.5 : z* < 0, Q* < μD, Q* is decreasing in σ
Demand Forecasting
- Demand has both a systematic component (μD) and an unsystematic (random) component (σD).
- μD is estimated using a point forecasting method (e.g., moving average).
- σD is typically calculated as 1.25 times the MAD (Mean Absolute Deviation) from historical data.
Facts about Safety Stock
- Safety stock increases at an increasing rate with the CSL.
- Higher service levels require higher safety stock.
- Lower MAD leads to lower safety stock.
Supply Chain Coordination Contracts
- Supply Chain Coordination: Aligning individual firm objectives to achieve optimal supply chain performance.
- Revenue-Sharing Contract: The supplier sells products at a lower wholesale price, and the retailer shares a portion of their revenue with the supplier.
- Buy-back Contract: The supplier agrees to buy back unsold inventory from the retailer at a predetermined buyback price.
Summary
- Supply chain coordination contracts can help align incentives and improve profitability.
- Revenue-sharing contracts are effective for products with high demand variability.
- Buy-back contracts transfer some risk from the retailer to the supplier.
Solution to Buy-back Contract Question
- The buy-back price should be set to ensure the same critical ratio under the buy-back contract as in an integrated supply chain.
Revenue-Sharing vs. Buy-back Contracts
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Revenue-Sharing:
- Suitable for products with peak demand.
- Requires monitoring of retailer revenues.
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Buy-back:
- Entails less risk for retailers.
- Not ideal for products with high transportation costs, distant suppliers, or low salvage value.
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Description
Explore the fundamental concepts of push and pull processes in supply chain management. This quiz covers the differences between push and pull models, their impact on customer demand uncertainty, and the conflicting objectives among supply chain stakeholders. Test your understanding of these critical supply chain strategies!