diff --git a/R/adjust-numeric-calibration.R b/R/adjust-numeric-calibration.R
index 65c2ba4..ab78a16 100644
--- a/R/adjust-numeric-calibration.R
+++ b/R/adjust-numeric-calibration.R
@@ -3,6 +3,29 @@
 #' @param x A [container()].
 #' @param calibrator A pre-trained calibration method from the \pkg{probably}
 #' package, such as [probably::cal_estimate_linear()].
+#' @examples
+#' library(modeldata)
+#' library(probably)
+#' library(tibble)
+#'
+#' # create example data
+#' set.seed(1)
+#' dat <- tibble(y = rnorm(100), y_pred = y/2 + rnorm(100))
+#'
+#' dat
+#'
+#' # calibrate numeric predictions
+#' reg_cal <- cal_estimate_linear(dat, truth = y, estimate = y_pred)
+#'
+#' # specify calibration
+#' reg_ctr <-
+#'   container(mode = "regression") %>%
+#'   adjust_numeric_calibration(reg_cal)
+#'
+#' # "train" container
+#' reg_ctr_trained <- fit(reg_ctr, dat, outcome = y, estimate = y_pred)
+#'
+#' predict(reg_ctr, dat)
 #' @export
 adjust_numeric_calibration <- function(x, calibrator) {
   check_container(x)
diff --git a/man/adjust_numeric_calibration.Rd b/man/adjust_numeric_calibration.Rd
index 6c13706..f8e6315 100644
--- a/man/adjust_numeric_calibration.Rd
+++ b/man/adjust_numeric_calibration.Rd
@@ -15,3 +15,27 @@ package, such as \code{\link[probably:cal_estimate_linear]{probably::cal_estimat
 \description{
 Re-calibrate numeric predictions
 }
+\examples{
+library(modeldata)
+library(probably)
+library(tibble)
+
+# create example data
+set.seed(1)
+dat <- tibble(y = rnorm(100), y_pred = y/2 + rnorm(100))
+
+dat
+
+# calibrate numeric predictions
+reg_cal <- cal_estimate_linear(dat, truth = y, estimate = y_pred)
+
+# specify calibration
+reg_ctr <-
+  container(mode = "regression") \%>\%
+  adjust_numeric_calibration(reg_cal)
+
+# "train" container
+reg_ctr_trained <- fit(reg_ctr, dat, outcome = y, estimate = y_pred)
+
+predict(reg_ctr, dat)
+}