diff --git a/DESCRIPTION b/DESCRIPTION
index eeee80702..b72b9b48c 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -79,3 +79,4 @@ Config/Needs/website:
     rstudio/bslib,
     r-lib/pkgdown,
     easystats/easystatstemplate
+Remotes: easystats/insight
diff --git a/R/format.R b/R/format.R
index a73fbdbcf..84374fa13 100644
--- a/R/format.R
+++ b/R/format.R
@@ -20,16 +20,16 @@ format.parameters_distribution <- function(x, digits = 2, format = NULL, ci_widt
     ci_lvl <- attributes(x)$ci
     centrality_ci <- attributes(x)$first_centrality
 
-    if (!is.null(centrality_ci)) {
-      ci_suffix <- paste0(" (", centrality_ci, ")")
-    } else {
+    if (is.null(centrality_ci)) {
       ci_suffix <- ""
+    } else {
+      ci_suffix <- paste0(" (", centrality_ci, ")")
     }
 
-    if (!is.null(ci_lvl)) {
-      colnames(x)[which(colnames(x) == "CI_low")] <- sprintf("%i%% CI%s", round(100 * ci_lvl), ci_suffix)
-    } else {
+    if (is.null(ci_lvl)) {
       colnames(x)[which(colnames(x) == "CI_low")] <- sprintf("CI%s", ci_suffix)
+    } else {
+      colnames(x)[which(colnames(x) == "CI_low")] <- sprintf("%i%% CI%s", round(100 * ci_lvl), ci_suffix)
     }
   }
 
diff --git a/tests/testthat/_snaps/describe_distribution.md b/tests/testthat/_snaps/describe_distribution.md
index 28d08d954..1e9d73ebc 100644
--- a/tests/testthat/_snaps/describe_distribution.md
+++ b/tests/testthat/_snaps/describe_distribution.md
@@ -1,3 +1,21 @@
+# describe_distribution - factor
+
+    Code
+      describe_distribution(factor(substring("statistics", 1:10, 1:10)))
+    Output
+      Mean | SD |  Range | Skewness | Kurtosis |  n | n_Missing
+      ---------------------------------------------------------
+           |    | [a, t] |    -0.77 |    -0.13 | 10 |         0
+
+# describe_distribution - character
+
+    Code
+      describe_distribution(as.character(ToothGrowth$supp))
+    Output
+      Mean | SD |    Range | Skewness | Kurtosis |  n | n_Missing
+      -----------------------------------------------------------
+           |    | [VC, OJ] |        0 |    -2.07 | 60 |         0
+
 # describe_distribution formatting
 
     Code
@@ -14,10 +32,10 @@
     Output
       Variable |   Mean |     SD |    IQR |           90% CI |           Range | Skewness | Kurtosis |  n | n_Missing
       ---------------------------------------------------------------------------------------------------------------
-      mpg      |  20.09 |   6.03 |   7.53 | [ 18.70,  21.61] | [10.40,  33.90] |     0.67 |    -0.02 | 32 |         0
-      cyl      |   6.19 |   1.79 |   4.00 | [  5.69,   6.62] | [ 4.00,   8.00] |    -0.19 |    -1.76 | 32 |         0
-      disp     | 230.72 | 123.94 | 221.53 | [194.91, 269.80] | [71.10, 472.00] |     0.42 |    -1.07 | 32 |         0
-      hp       | 146.69 |  68.56 |  84.50 | [128.62, 168.03] | [52.00, 335.00] |     0.80 |     0.28 | 32 |         0
+      mpg      |  20.09 |   6.03 |   7.53 | [ 18.52,  21.40] | [10.40,  33.90] |     0.67 |    -0.02 | 32 |         0
+      cyl      |   6.19 |   1.79 |   4.00 | [  5.75,   6.62] | [ 4.00,   8.00] |    -0.19 |    -1.76 | 32 |         0
+      disp     | 230.72 | 123.94 | 221.53 | [195.47, 257.75] | [71.10, 472.00] |     0.42 |    -1.07 | 32 |         0
+      hp       | 146.69 |  68.56 |  84.50 | [127.28, 168.31] | [52.00, 335.00] |     0.80 |     0.28 | 32 |         0
 
 ---
 
@@ -26,8 +44,8 @@
     Output
       Variable | Trimmed (10%) |     SD |    IQR |           90% CI |           Range | Skewness | Kurtosis |  n | n_Missing
       ----------------------------------------------------------------------------------------------------------------------
-      mpg      |         19.70 |   6.03 |   7.53 | [ 18.25,  21.47] | [10.40,  33.90] |     0.67 |    -0.02 | 32 |         0
-      cyl      |          6.23 |   1.79 |   4.00 | [  5.68,   6.92] | [ 4.00,   8.00] |    -0.19 |    -1.76 | 32 |         0
-      disp     |        222.52 | 123.94 | 221.53 | [193.15, 266.02] | [71.10, 472.00] |     0.42 |    -1.07 | 32 |         0
-      hp       |        141.19 |  68.56 |  84.50 | [121.71, 162.27] | [52.00, 335.00] |     0.80 |     0.28 | 32 |         0
+      mpg      |         19.70 |   6.03 |   7.53 | [ 17.92,  21.35] | [10.40,  33.90] |     0.67 |    -0.02 | 32 |         0
+      cyl      |          6.23 |   1.79 |   4.00 | [  5.61,   6.77] | [ 4.00,   8.00] |    -0.19 |    -1.76 | 32 |         0
+      disp     |        222.52 | 123.94 | 221.53 | [181.61, 258.52] | [71.10, 472.00] |     0.42 |    -1.07 | 32 |         0
+      hp       |        141.19 |  68.56 |  84.50 | [125.27, 160.73] | [52.00, 335.00] |     0.80 |     0.28 | 32 |         0