NCA: Necessary Condition Analysis
Performs a Necessary Condition Analysis (NCA). (Dul, J. 2016. Necessary Condition Analysis (NCA). ”Logic and Methodology of 'Necessary but not Sufficient' causality." Organizational Research Methods 19(1), 10-52) <doi:10.1177/1094428115584005>.
NCA identifies necessary (but not sufficient) conditions in datasets, where x causes (e.g. precedes) y. Instead of drawing a regression line ”through the middle of the data” in an xy-plot, NCA draws the ceiling line. The ceiling line y = f(x) separates the area with observations from the area without observations.
(Nearly) all observations are below the ceiling line: y <= f(x). The empty zone is in the upper left hand corner of the xy-plot (with the convention that the x-axis is ”horizontal” and the y-axis is ”vertical” and that values increase ”upwards” and ”to the right”). The ceiling line is a (piecewise) linear non-decreasing line: a linear step function or a straight line. It indicates which level of x (e.g. an effort or input) is necessary but not sufficient for a (desired) level of y (e.g. good performance or output). A quick start guide for using this package can be found here: <https://repub.eur.nl/pub/78323/> or <https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2624981>.
| Version: |
4.0.3 |
| Depends: |
R (≥ 3.5.0) |
| Imports: |
gplots, quantreg, KernSmooth, lpSolve, ggplot2, doParallel, foreach, iterators, plotly, truncnorm |
| Suggests: |
testthat |
| Published: |
2025-10-14 |
| DOI: |
10.32614/CRAN.package.NCA |
| Author: |
Jan Dul [aut],
Govert Buijs [cre] |
| Maintainer: |
Govert Buijs <buijs at rsm.nl> |
| License: |
GPL (≥ 3) |
| URL: |
https://www.eur.nl/en/erim/erim/research-initiatives/necessary-condition-analysis |
| NeedsCompilation: |
no |
| Materials: |
NEWS |
| CRAN checks: |
NCA results |
Documentation:
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