Learn R Programming

careless

Collection of Implementations for Indices of Careless Responding.

Description

Careless or insufficient effort responding in surveys, i.e. responding to items without regard to their content, is a common occurrence in surveys. These types of responses constitute significant problems for data quality leading to distortions in data analysis and hypothesis testing, such as spurious correlations. The R package careless provides solutions designed to detect such careless / insufficient effort responses by allowing easy calculation of indices proposed in the literature. It currently supports the calculation of Longstring, Even-Odd Consistency, Psychometric Synonyms/Antonyms, Mahalanobis Distance, and Intra-individual Response Variability (also termed Inter-item Standard Deviation).

Current Version

Current version is 1.2.2

Installing from source

To install this package:

  1. Install and load the devtools package (if necessary). In R, paste the following into the console, note, you may need to update R or R Studio first:
install.packages('devtools')
library('devtools')
  1. Download and install the careless package from the Github source code.
install_github('ryentes/careless')
library('careless')

APA Citation

Yentes, R.D., & Wilhelm, F. (2018) careless: Procedures for computing indices of careless responding. R packages version 1.2.0 url: https://github.com/ryentes/careless

License

This package is free and open source software, licensed under MIT License.

Copy Link

Version

Install

install.packages('careless')

Monthly Downloads

574

Version

1.2.2

License

MIT + file LICENSE

Issues

Pull Requests

Stars

Forks

Maintainer

Richard Yentes

Last Published

October 1st, 2023

Functions in careless (1.2.2)

careless

careless: A package providing procedures for computing indices of careless responding
careless_dataset

Simulated dataset with insufficient effort responses.
mahad

Find and graph Mahalanobis Distance (D) and flag potential outliers.
psychsyn_critval

Compute the correlations between all possible item pairs and order them by the magnitude of the correlation
psychsyn

Computes the psychometric synonym/antonym score
evenodd

Calculates the even-odd consistency score
psychant

Computes the psychometric antonym score
irv

Calculates the intra-individual response variability (IRV)
longstring

Identifies the longest string of identical consecutive responses for each observation
careless_dataset2

Simulated dataset with careless responses.