diff --git a/DESCRIPTION b/DESCRIPTION
index 3b95351d9..19bada6a3 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -1,7 +1,7 @@
 Type: Package
 Package: performance
 Title: Assessment of Regression Models Performance
-Version: 0.10.5.4
+Version: 0.10.5.5
 Authors@R: 
     c(person(given = "Daniel",
              family = "Lüdecke",
diff --git a/NEWS.md b/NEWS.md
index 40e57d346..47fad4e59 100644
--- a/NEWS.md
+++ b/NEWS.md
@@ -7,6 +7,11 @@
   the previous method, which used `parallel::detectCores()`. Now you should
   set the number of cores via `options(mc.cores = 4)`.
 
+## Bug fixes
+
+* Fixed issues is `check_model()` for models that used data sets with
+  variables of class `"haven_labelled"`.
+
 # performance 0.10.5
 
 ## Changes to functions
diff --git a/R/check_model_diagnostics.R b/R/check_model_diagnostics.R
index 3b86799cc..371e32609 100644
--- a/R/check_model_diagnostics.R
+++ b/R/check_model_diagnostics.R
@@ -153,7 +153,7 @@
 # prepare data for normality of residuals plot ----------------------------------
 
 .diag_norm <- function(model, verbose = TRUE) {
-  r <- try(stats::residuals(model), silent = TRUE)
+  r <- try(as.numeric(stats::residuals(model)), silent = TRUE)
 
   if (inherits(r, "try-error")) {
     insight::format_alert(sprintf("Non-normality of residuals could not be computed. Cannot extract residuals from objects of class '%s'.", class(model)[1]))
@@ -183,7 +183,7 @@
   n_params <- tryCatch(model$rank, error = function(e) insight::n_parameters(model))
 
   infl <- stats::influence(model, do.coef = FALSE)
-  resid <- insight::get_residuals(model)
+  resid <- as.numeric(insight::get_residuals(model))
 
   std_resid <- tryCatch(stats::rstandard(model, infl), error = function(e) resid)
 
@@ -212,8 +212,8 @@
   ncv <- tryCatch(
     {
       data.frame(
-        x = stats::fitted(model),
-        y = stats::residuals(model)
+        x = as.numeric(stats::fitted(model)),
+        y = as.numeric(stats::residuals(model))
       )
     },
     error = function(e) {