diff --git a/DESCRIPTION b/DESCRIPTION
index bf2622588..f74f6e7f1 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -1,7 +1,7 @@
 Type: Package
 Package: performance
 Title: Assessment of Regression Models Performance
-Version: 0.12.3
+Version: 0.12.3.1
 Authors@R:
     c(person(given = "Daniel",
              family = "Lüdecke",
diff --git a/NEWS.md b/NEWS.md
index 7be029839..a956b116d 100644
--- a/NEWS.md
+++ b/NEWS.md
@@ -1,3 +1,9 @@
+# performance 0.12.4
+
+## Changes
+
+* Minor revisions to the printed output of `check_dag()`.
+
 # performance 0.12.3
 
 ## New functions
diff --git a/tests/testthat/_snaps/check_dag.md b/tests/testthat/_snaps/check_dag.md
index 47420aa89..aa3ebc45e 100644
--- a/tests/testthat/_snaps/check_dag.md
+++ b/tests/testthat/_snaps/check_dag.md
@@ -1,136 +1,3 @@
-# check_dag
-
-    Code
-      print(dag)
-    Output
-      # Check for correct adjustment sets
-      - Outcome: y
-      - Exposure: x
-      
-      Identification of direct and total effects
-      
-      Model is correctly specified.
-      No adjustment needed to estimate the direct and total effect of `x` on `y`.
-      
-
----
-
-    Code
-      print(dag)
-    Output
-      # Check for correct adjustment sets
-      - Outcome: y
-      - Exposure: x
-      - Adjustment: b
-      
-      Identification of direct and total effects
-      
-      Model is correctly specified.
-      All minimal sufficient adjustments to estimate the direct and total effect were done.
-      
-
----
-
-    Code
-      print(dag)
-    Output
-      # Check for correct adjustment sets
-      - Outcome: y
-      - Exposure: x
-      
-      Identification of direct and total effects
-      
-      Incorrectly adjusted!
-      To estimate the direct and total effect, at least adjust for `b`.
-      Currently, the model does not adjust for any variables.
-      
-
----
-
-    Code
-      print(dag)
-    Output
-      # Check for correct adjustment sets
-      - Outcome: y
-      - Exposure: x
-      - Adjustment: c
-      
-      Identification of direct and total effects
-      
-      Incorrectly adjusted!
-      To estimate the direct and total effect, at least adjust for `b` and `c`.
-      Currently, the model only adjusts for `c`.
-      
-
----
-
-    Code
-      print(dag)
-    Output
-      # Check for correct adjustment sets
-      - Outcome: y
-      - Exposure: x
-      - Adjustment: c
-      
-      Identification of direct and total effects
-      
-      Incorrectly adjusted!
-      To estimate the direct and total effect, at least adjust for `b` and `c`.
-      Currently, the model only adjusts for `c`.
-      
-
----
-
-    Code
-      print(dag)
-    Output
-      # Check for correct adjustment sets
-      - Outcome: mpg
-      - Exposure: wt
-      - Adjustments: cyl, disp and gear
-      
-      Identification of direct and total effects
-      
-      Model is correctly specified.
-      All minimal sufficient adjustments to estimate the direct and total effect were done.
-      
-
-# check_dag, multiple adjustment sets
-
-    Code
-      print(dag)
-    Output
-      # Check for correct adjustment sets
-      - Outcome: exam
-      - Exposure: podcast
-      
-      Identification of direct and total effects
-      
-      Incorrectly adjusted!
-      To estimate the direct and total effect, at least adjust for one of the following sets:
-      - alertness, prepared
-      - alertness, skills_course
-      - mood, prepared
-      - mood, skills_course.
-      Currently, the model does not adjust for any variables.
-      
-
----
-
-    Code
-      print(dag)
-    Output
-      # Check for correct adjustment sets
-      - Outcome: exam
-      - Exposure: podcast
-      - Adjustments: alertness and prepared
-      
-      Identification of direct and total effects
-      
-      Model is correctly specified.
-      All minimal sufficient adjustments to estimate the direct and total effect were done.
-      
-
 # check_dag, different adjustements for total and direct
 
     Code
@@ -143,14 +10,12 @@
       Identification of direct effects
       
       Incorrectly adjusted!
-      To estimate the direct effect, at least adjust for `x1` and `x2`.
-      Currently, the model does not adjust for any variables.
+      To estimate the direct effect, at least adjust for `x1` and `x2`. Currently, the model does not adjust for any variables.
       
       Identification of total effects
       
       Incorrectly adjusted!
-      To estimate the total effect, at least adjust for `x1`.
-      Currently, the model does not adjust for any variables.
+      To estimate the total effect, at least adjust for `x1`. Currently, the model does not adjust for any variables.
       
 
 ---
@@ -166,8 +31,7 @@
       Identification of direct effects
       
       Incorrectly adjusted!
-      To estimate the direct effect, at least adjust for `x1` and `x2`.
-      Currently, the model only adjusts for `x1`.
+      To estimate the direct effect, at least adjust for `x1` and `x2`. Currently, the model only adjusts for `x1`. You possibly also need to adjust for `x2` to block biasing paths.
       
       Identification of total effects
       
@@ -188,8 +52,7 @@
       Identification of direct effects
       
       Incorrectly adjusted!
-      To estimate the direct effect, at least adjust for `x1` and `x2`.
-      Currently, the model only adjusts for `x2`.
+      To estimate the direct effect, at least adjust for `x1` and `x2`. Currently, the model only adjusts for `x2`. You possibly also need to adjust for `x1` to block biasing paths.
       
       Identification of total effects