DataEnvelopmentAnalysis.jl

A Julia package for efficiency and productivity measurement using Data Envelopment Analysis (DEA)

Documentation	Build Status	Coverage	Zenodo

DataEnvelopmentAnalysis.jl is a Julia package that provides functions for efficiency and productivity measurement using Data Envelopment Analysis (DEA). Particularly, it implements a variety of technical efficiency models, economic efficiency models and productivity change models.

The package is being developed for Julia 1.0 and above on Linux, macOS, and Windows.

The packes uses internally the JuMP modelling language for mathematicall optimization with solvers GLPK and Ipopt.

Installation

The package can be installed with the Julia package manager:

julia> using Pkg; Pkg.add("DataEnvelopmentAnalysis")

Available models

Technical efficiency DEA models

• Radial input and output oriented model.
• Directional distance function model.
• Additive models: weighted additive model, measure of inefficiency proportions (MIP), normalized weighted additive model, range adjusted measure (RAM), bounded adjusted measure (BAM).
• Generalized distance function model.
• Russell graph and oriented model.
• Enhanced Russell Graph Slack Based Measure.
• Modified directional distance function.
• Hölder distance function.
• Reverse directional distance function.

Economic efficiency DEA models

• Cost model.
• Revenue model.
• Profit model.
• Profitability model.

Productivity change models

• Mamlmquist index.

Authors

DataEnvelopmentAnalysis.jl is being developed by Javier Barbero and José Luís Zofío.