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careless  

Procedures for Computing Indices of Careless Responding
View on CRAN: Click here


Download and install careless package within the R console
Install from CRAN:
install.packages("careless")

Install from Github:
library("remotes")
install_github("cran/careless")

Install by package version:
library("remotes")
install_version("careless", "1.2.2")



Attach the package and use:
library("careless")
Maintained by
Richard Yentes
[Scholar Profile | Author Map]
All associated links for this package
First Published: 2018-06-19
Latest Update: 2023-10-01
Description:
When taking online surveys, participants sometimes respond to items without regard to their content. These types of responses, referred to as careless or insufficient effort responding, 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). For a review of these methods, see Curran (2016) .
How to cite:
Richard Yentes (2018). careless: Procedures for Computing Indices of Careless Responding. R package version 1.2.2, https://cran.r-project.org/web/packages/careless. Accessed 28 Oct. 2026.
Previous versions and publish date:
(2026-07-09 07:24), 1.1.3 (2018-06-19 16:08), 1.2.1 (2021-03-15 16:00)
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Complete documentation for careless
Functions, R codes and Examples using the careless R package
Some associated functions: careless . careless_dataset . careless_dataset2 . evenodd . irv . longstring . mahad . psychant . psychsyn . psychsyn_critval . 
Some associated R codes: careless-package.R . careless.R . careless_dataset.R . careless_dataset2.R . evenodd.R . irv.R . longstring.R . mahad.R . psychant.R . psychsyn.R . psychsyn_critval.R .  Full careless package functions and examples
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