R/interpret_omega_squared.R

Defines functions interpret_omega_squared

Documented in interpret_omega_squared

#' Interpret ANOVA Effect Sizes
#'
#' @param es Value or vector of (partial) eta / omega / epsilon squared or semipartial r squared values.
#' @param rules Can be `"field2013"` (default), `"cohen1992"` or custom set of [rules()].
#' @param ... Not used for now.
#'
#' @section Rules:
#'
#' - Field (2013) (`"field2013"`; default)
#'   - **ES < 0.01** - Very small
#'   - **0.01 <= ES < 0.06** - Small
#'   - **0.06 <= ES < 0.14** - Medium
#'   - **ES >= 0.14 ** - Large
#' - Cohen (1992) (`"cohen1992"`) applicable to one-way anova, or to *partial*
#' eta / omega / epsilon squared in multi-way anova.
#'   - **ES < 0.02** - Very small
#'   - **0.02 <= ES < 0.13** - Small
#'   - **0.13 <= ES < 0.26** - Medium
#'   - **ES >= 0.26** - Large
#'
#' @examples
#' interpret_eta_squared(.02)
#' interpret_eta_squared(c(.5, .02), rules = "cohen1992")
#' @seealso https://imaging.mrc-cbu.cam.ac.uk/statswiki/FAQ/effectSize/
#'
#'
#' @references
#' - Field, A (2013) Discovering statistics using IBM SPSS Statistics. Fourth
#' Edition. Sage:London.
#'
#' - Cohen, J. (1992). A power primer. Psychological bulletin, 112(1), 155.
#'
#' @keywords interpreters
#' @export
interpret_omega_squared <- function(es, rules = "field2013", ...) {
  rules <- .match.rules(
    rules,
    list(
      field2013 = rules(c(0.01, 0.06, 0.14),
        c("very small", "small", "medium", "large"),
        name = "field2013", right = FALSE
      ),
      cohen1992 = rules(c(0.02, 0.13, 0.26),
        c("very small", "small", "medium", "large"),
        name = "cohen1992", right = FALSE
      )
    )
  )

  interpret(es, rules)
}

#' @export
#' @rdname interpret_omega_squared
interpret_eta_squared <- interpret_omega_squared

#' @export
#' @rdname interpret_omega_squared
interpret_epsilon_squared <- interpret_omega_squared

#' @export
#' @rdname interpret_omega_squared
interpret_r2_semipartial <- interpret_omega_squared
easystats/effectsize documentation built on April 25, 2024, 9:58 p.m.