diff --git a/DESCRIPTION b/DESCRIPTION
index 13f6b4fd1..2363df65b 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -1,7 +1,7 @@
 Type: Package
 Package: parameters
 Title: Processing of Model Parameters
-Version: 0.28.0.15
+Version: 0.28.0.16
 Authors@R:
     c(person(given = "Daniel",
              family = "Lüdecke",
diff --git a/NEWS.md b/NEWS.md
index 8d7c933da..bdf705134 100644
--- a/NEWS.md
+++ b/NEWS.md
@@ -16,6 +16,9 @@
 * Fixed issue with `equivalence_test()` for models of class `glmmTMB` with
   `beta_family()`.
 
+* `exponentiate = TRUE` in `model_parameters()` did not exponentiate location
+  and scale parameters for models from package *ordinal*.
+
 # parameters 0.28.0
 
 ## Breaking Changes
diff --git a/R/utils_model_parameters.R b/R/utils_model_parameters.R
index 3c1151573..356305752 100644
--- a/R/utils_model_parameters.R
+++ b/R/utils_model_parameters.R
@@ -347,12 +347,9 @@
     if (inherits(model, "mvord")) {
       rows <- params$Component != "correlation"
     } else if (is.null(params$Component)) {
-      # don't exponentiate dispersion
       rows <- seq_len(nrow(params))
-    } else if (inherits(model, c("clm", "clm2", "clmm"))) {
-      ## TODO: make sure we catch all ordinal models properly here
-      rows <- !tolower(params$Component) %in% c("location", "scale")
     } else {
+      # don't exponentiate dispersion
       rows <- !tolower(params$Component) %in% c("dispersion", "residual")
     }
     params[rows, columns] <- exp(params[rows, columns])
diff --git a/inst/WORDLIST b/inst/WORDLIST
index 40092a61f..f42bd3482 100644
--- a/inst/WORDLIST
+++ b/inst/WORDLIST
@@ -327,6 +327,7 @@ nestedLogit
 nlme
 nnet
 nubmer
+onwards
 pam
 pamk
 patilindrajeets
diff --git a/tests/testthat/_snaps/model_parameters_ordinal.md b/tests/testthat/_snaps/model_parameters_ordinal.md
index 11f04370b..a0c285338 100644
--- a/tests/testthat/_snaps/model_parameters_ordinal.md
+++ b/tests/testthat/_snaps/model_parameters_ordinal.md
@@ -17,13 +17,13 @@
       
       Parameter  | Estimate |   SE |       95% CI |     z |      p
       ------------------------------------------------------------
-      Stim [Old] |     0.55 | 0.04 | [0.47, 0.63] | 13.64 | < .001
+      Stim [Old] |     1.74 | 0.07 | [1.60, 1.88] | 13.64 | < .001
       
       # Scale Parameters
       
       Parameter  | Estimate |   SE |       95% CI |     z |      p
       ------------------------------------------------------------
-      Stim [Old] |    -0.04 | 0.04 | [0.47, 0.63] | 13.64 | < .001
+      Stim [Old] |     0.96 | 0.04 | [1.60, 1.88] | 13.64 | < .001
     Message
       
       Uncertainty intervals (equal-tailed) and p-values (two-tailed) computed
@@ -48,13 +48,13 @@
       
       Parameter  | Estimate |   SE |       95% CI |     z |      p
       ------------------------------------------------------------
-      Stim [Old] |     0.55 | 0.04 | [0.47, 0.63] | 13.64 | < .001
+      Stim [Old] |     1.74 | 0.07 | [1.60, 1.88] | 13.64 | < .001
       
       # Scale Parameters
       
-      Parameter  | Estimate |   SE |        95% CI |     z |     p
-      ------------------------------------------------------------
-      Stim [Old] |    -0.04 | 0.04 | [-0.12, 0.04] | -1.11 | 0.268
+      Parameter  | Estimate |   SE |       95% CI |     z |     p
+      -----------------------------------------------------------
+      Stim [Old] |     0.96 | 0.04 | [0.89, 1.04] | -1.11 | 0.268
     Message
       
       Uncertainty intervals (equal-tailed) and p-values (two-tailed) computed
diff --git a/tests/testthat/test-marginaleffects.R b/tests/testthat/test-marginaleffects.R
index 05c4c526e..989a9e3fc 100644
--- a/tests/testthat/test-marginaleffects.R
+++ b/tests/testthat/test-marginaleffects.R
@@ -265,20 +265,20 @@ test_that("modelbased, tidiers work", {
 })
 
 
-## TODO: check this test locally
-
-# Following test may fail on CI, probably due to scoping issues?
-# ── Error (test-marginaleffects.R:179:3): predictions, using bayestestR #1063 ───
-# Error in ``[.data.frame`(data, random_factors)`: undefined columns selected
-# Backtrace:
-#     ▆
-#  1. ├─insight::get_datagrid(m, by = "Days", include_random = TRUE) at test-marginaleffects.R:179:3
-#  2. └─insight:::get_datagrid.default(m, by = "Days", include_random = TRUE)
-#  3.   ├─base::lapply(data[random_factors], as.factor)
-#  4.   ├─data[random_factors]
-#  5.   └─base::`[.data.frame`(data, random_factors)
-
 test_that("predictions, using bayestestR #1063", {
+  # Following test may fail on CI, probably due to scoping issues?
+  # ── Error (test-marginaleffects.R:179:3): predictions, using bayestestR #1063 ───
+  # Error in ``[.data.frame`(data, random_factors)`: undefined columns selected
+  # Backtrace:
+  #     ▆
+  #  1. ├─insight::get_datagrid(m, by = "Days", include_random = TRUE) at test-marginaleffects.R:179:3
+  #  2. └─insight:::get_datagrid.default(m, by = "Days", include_random = TRUE)
+  #  3.   ├─base::lapply(data[random_factors], as.factor)
+  #  4.   ├─data[random_factors]
+  #  5.   └─base::`[.data.frame`(data, random_factors)
+  ## TODO: check this test locally
+  skip("TODO: check this test locally, fails on CI, probably due to scoping issues?")
+
   skip_on_ci()
   skip_on_cran()
   skip_if_not_installed("curl")
diff --git a/tests/testthat/test-model_parameters_ordinal.R b/tests/testthat/test-model_parameters_ordinal.R
index 834fe6e22..9f71f8138 100644
--- a/tests/testthat/test-model_parameters_ordinal.R
+++ b/tests/testthat/test-model_parameters_ordinal.R
@@ -53,7 +53,7 @@ test_that("model_parameters.clm", {
   mp <- model_parameters(m1, exponentiate = TRUE)
   expect_equal(
     mp$Coefficient,
-    c(0.48266, 0.85332, 1.30451, 2.006, 3.4376, 0.55237, -0.04069),
+    c(0.48266, 0.85332, 1.30451, 2.006, 3.4376, 1.737366, 0.9601267),
     tolerance = 1e-4
   )
 
@@ -85,7 +85,7 @@ test_that("model_parameters.clm2", {
   mp <- model_parameters(m2, exponentiate = TRUE)
   expect_equal(
     mp$Coefficient,
-    c(0.48266, 0.85332, 1.30451, 2.006, 3.4376, 0.55237, -0.04069),
+    c(0.48266, 0.85332, 1.30451, 2.006, 3.4376, 1.73737, 0.96013),
     tolerance = 1e-4
   )