diff --git a/app/models/machine_learning.rb b/app/models/machine_learning.rb
index c58b8361af7..76be044b80d 100644
--- a/app/models/machine_learning.rb
+++ b/app/models/machine_learning.rb
@@ -195,17 +195,24 @@ def description_from(script_filename)
 
   private
 
+    def create_data_folder
+      FileUtils.mkdir_p DATA_FOLDER
+    end
+
     def export_proposals_to_json
+      create_data_folder
       filename = DATA_FOLDER.join(MachineLearning.proposals_filename)
       Proposal::Exporter.new.to_json_file(filename)
     end
 
     def export_budget_investments_to_json
+      create_data_folder
       filename = DATA_FOLDER.join(MachineLearning.investments_filename)
       Budget::Investment::Exporter.new(Array.new).to_json_file(filename)
     end
 
     def export_comments_to_json
+      create_data_folder
       filename = DATA_FOLDER.join(MachineLearning.comments_filename)
       Comment::Exporter.new.to_json_file(filename)
     end
diff --git a/spec/models/machine_learning_spec.rb b/spec/models/machine_learning_spec.rb
index ebbb1c6078a..da0788e15eb 100644
--- a/spec/models/machine_learning_spec.rb
+++ b/spec/models/machine_learning_spec.rb
@@ -303,9 +303,6 @@ def full_sanitizer(string)
 
   describe "#export_proposals_to_json" do
     it "creates a JSON file with all proposals" do
-      require "fileutils"
-      FileUtils.mkdir_p Rails.root.join("public", "machine_learning", "data")
-
       first_proposal = create(:proposal)
       last_proposal = create(:proposal)
 
@@ -332,9 +329,6 @@ def full_sanitizer(string)
 
   describe "#export_budget_investments_to_json" do
     it "creates a JSON file with all budget investments" do
-      require "fileutils"
-      FileUtils.mkdir_p Rails.root.join("public", "machine_learning", "data")
-
       first_budget_investment = create(:budget_investment)
       last_budget_investment = create(:budget_investment)
 
@@ -359,9 +353,6 @@ def full_sanitizer(string)
 
   describe "#export_comments_to_json" do
     it "creates a JSON file with all comments" do
-      require "fileutils"
-      FileUtils.mkdir_p Rails.root.join("public", "machine_learning", "data")
-
       first_comment = create(:comment)
       last_comment = create(:comment)
 
diff --git a/spec/system/admin/machine_learning_spec.rb b/spec/system/admin/machine_learning_spec.rb
index ebc83de6db0..32a59f281dd 100644
--- a/spec/system/admin/machine_learning_spec.rb
+++ b/spec/system/admin/machine_learning_spec.rb
@@ -207,8 +207,7 @@
   end
 
   scenario "Show output files info on settins page" do
-    require "fileutils"
-    FileUtils.mkdir_p Rails.root.join("public", "machine_learning", "data")
+    FileUtils.mkdir_p MachineLearning::DATA_FOLDER
 
     allow_any_instance_of(MachineLearning).to receive(:run) do
       MachineLearningJob.first.update!(finished_at: 2.minutes.from_now)