diff --git a/R/nearmiss.R b/R/nearmiss.R
index e305ae8..ef587e3 100644
--- a/R/nearmiss.R
+++ b/R/nearmiss.R
@@ -162,9 +162,11 @@ bake.step_nearmiss <- function(object, new_data, ...) {
   with_seed(
     seed = object$seed,
     code = {
+      original_levels <- levels(new_data[[object$column]])
       new_data <- nearmiss(new_data, object$column,
                            k = object$neighbors,
                            under_ratio = object$under_ratio)
+      new_data[[object$column]] <- factor(new_data[[object$column]], levels = original_levels)
     }
   )
 
diff --git a/R/rose.R b/R/rose.R
index 54a72fd..bb5cfd6 100644
--- a/R/rose.R
+++ b/R/rose.R
@@ -186,11 +186,13 @@ bake.step_rose <- function(object, new_data, ...) {
   with_seed(
     seed = object$seed,
     code = {
+      original_levels <- levels(new_data[[object$column]])
       new_data <- ROSE(string2formula(object$column), new_data,
                        N = majority_size * object$over_ratio,
                        p = object$minority_prop,
                        hmult.majo = object$majority_smoothness,
                        hmult.mino = object$minority_smoothness)$data
+      new_data[[object$column]] <- factor(new_data[[object$column]], levels = original_levels)
     }
   )
 
diff --git a/R/tomek.R b/R/tomek.R
index 8983925..5360e2a 100644
--- a/R/tomek.R
+++ b/R/tomek.R
@@ -147,10 +147,10 @@ response_0_1 <- function(x) {
   ifelse(x == names(sort(table(x)))[1], 1, 0)
 }
 # Turns 0-1 coded variable back into factor variable
-response_0_1_to_org <- function(old, new) {
+response_0_1_to_org <- function(old, new, levels) {
   ref <- names(sort(table(old)))
   names(ref) <- c("1", "0")
-  factor(unname(ref[as.character(new)]))
+  factor(unname(ref[as.character(new)]), levels = levels)
 }
 
 #' @importFrom tibble as_tibble tibble
@@ -165,6 +165,7 @@ bake.step_tomek <- function(object, new_data, ...) {
   with_seed(
     seed = object$seed,
     code = {
+      original_levels <- levels(new_data[[object$column]])
       tomek_data <- ubTomek(X = select(new_data, -!!object$column),
                             Y = response_0_1(new_data[[object$column]]),
                             verbose = FALSE)
@@ -174,7 +175,7 @@ bake.step_tomek <- function(object, new_data, ...) {
   new_data0 <- mutate(
     tomek_data$X,
     !!object$column := response_0_1_to_org(new_data[[object$column]],
-                                           tomek_data$Y)
+                                           tomek_data$Y, levels = original_levels)
     )
 
   as_tibble(new_data0[names(new_data)])