DEA Efficiency Measurement and Mathematical Representation

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18 Questions

What is the goal of Data Envelopment Analysis (DEA)?

Maximize the efficiency of converting inputs into outputs

In DEA, what does 𝜃𝑖 represent in the mathematical formulation?

Efficiency score of DMU 𝑖

What is a key step in the DEA process after defining the DMUs and selecting inputs and outputs?

Data Collection

What does 𝜆𝑗 represent in the DEA formulation?

Weight assigned to inputs

How is each DMU's efficiency measured in relation to the efficient frontier?

By its distance relative to the frontier

Which step in the DEA process involves choosing the appropriate model based on data nature and desired outputs?

DEA Model Specification

What does DEA stand for in the context of supply chain management?

Data Envelopment Analysis

How does DEA identify the most efficient units in a supply chain?

By constructing an efficient frontier based on inputs and outputs

What is the main purpose of DEA in the context of supply chain management?

To determine if a firm is completely efficient or can improve its performance

In DEA, what do inputs typically include when evaluating supply chain efficiency?

Labor and capital factors

How does DEA help inefficient units improve their performance in a supply chain?

By identifying benchmarks set by efficient DMUs

What does the construction of an efficient frontier represent in DEA?

The best performance achievable by DMUs based on inputs and outputs

What does the CCR Model assume in Data Envelopment Analysis (DEA)?

Constant returns to scale (CRS)

In DEA, what does the BCC Model allow for that the CCR Model does not?

Variable returns to scale (VRS)

Which DEA model is more flexible in evaluating entities operating under different scale efficiencies?

BCC Model

What can be multiplied by a constant factor in the CCR Model without affecting efficiency scores?

Both inputs and outputs

Which DEA model evaluates entities assuming they may operate at either increasing or decreasing returns to scale?

BCC Model

What is a characteristic of the BCC Model that distinguishes it from the CCR Model?

Consideration of variable returns to scale

This quiz covers the basic concept of Data Envelopment Analysis (DEA) for measuring efficiency in converting inputs to outputs. The quiz includes a mathematical representation of DEA and the variables involved such as inputs, outputs, efficiency score, and weights.

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