diff --git a/R/classicProcess.R b/R/classicProcess.R
index ab63e96..10311d9 100644
--- a/R/classicProcess.R
+++ b/R/classicProcess.R
@@ -1648,7 +1648,7 @@ procModelGraphSingleModel <- function(modelOptions, globalDependent, options) {
 
   procPathPlot <- createJaspPlot(title = gettext("Conceptual path plot"), height = 320, width = 480)
   procPathPlot$dependOn(
-    options = c("pathPlotsLegend", "pathPlotsLabelLength", "pathPlotsColor", "pathPlotsColorPalette"),
+    options = c("pathPlotsLegendLabels", "pathPlotsLegendColor", "pathPlotsLabelLength", "pathPlotsColor", "pathPlotsColorPalette"),
     nestedOptions = list(c("processModels", as.character(modelIdx), "conceptualPathPlot"))
   )
   container[["conceptPathPlot"]] <- procPathPlot
@@ -1663,7 +1663,7 @@ procModelGraphSingleModel <- function(modelOptions, globalDependent, options) {
 
   procPathPlot <- createJaspPlot(title = gettext("Statistical path plot"), height = 320, width = 480)
   procPathPlot$dependOn(
-    options = c("statisticalPathPlotsParameterEstimates", "pathPlotsLegend", "pathPlotsLabelLength", "pathPlotsColor", "pathPlotsColorPalette"),
+    options = c("statisticalPathPlotsParameterEstimates", "pathPlotsLegendLabels", "pathPlotsLegendColor", "pathPlotsLabelLength", "pathPlotsColor", "pathPlotsColorPalette"),
     nestedOptions = list(c("processModels", as.character(modelIdx), "statisticalPathPlot"))
   )
   container[["statPathPlot"]] <- procPathPlot
@@ -2013,13 +2013,13 @@ procModelGraphSingleModel <- function(modelOptions, globalDependent, options) {
   nodeVis[nodeLabels == ""] = 1
 
   # Create dummy alpha variable for nodes (nessecary for creating the legend)
-  nodeAlpha <- if (options[["pathPlotsLegend"]]) nodeLabels else NULL
+  nodeAlpha <- if (options[["pathPlotsLegendLabels"]]) nodeLabels else NULL
 
   # Create node type variable for coloring
-  nodeType <- as.factor(ifelse(nodeLabels %in% decodeColNames(mediators), 0,
-    ifelse(nodeLabels %in% decodeColNames(mods) | grepl(":", nodeLabels), 1,
-      ifelse(nodeLabels %in% decodeColNames(independent), 2,
-        ifelse(nodeLabels %in% decodeColNames(dependent), 3, 4)
+  nodeType <- as.factor(ifelse(nodeLabels %in% decodeColNames(mediators), "Mediator",
+    ifelse(nodeLabels %in% decodeColNames(mods) | grepl(":", nodeLabels), "Moderator",
+      ifelse(nodeLabels %in% decodeColNames(independent), "Independent",
+        ifelse(nodeLabels %in% decodeColNames(dependent), "Dependent", NA)
       )
     )
   ))
@@ -2076,9 +2076,16 @@ procModelGraphSingleModel <- function(modelOptions, globalDependent, options) {
     ) +
     # Make helper nodes transparent and hide color from legend
     ggplot2::scale_color_manual(values = c("black", "transparent"), guide = NULL) +
-    ggplot2::scale_fill_manual(values = colorPalette, guide = NULL)
+    ggplot2::scale_fill_manual(
+      values = colorPalette,
+      # Remove helper node fill color (transparent) from legend
+      na.translate = FALSE,
+      guide = if (options[["pathPlotsLegendColor"]]) ggplot2::guide_legend(
+        title = NULL
+      ) else NULL
+    )
 
-  if (options[["pathPlotsLegend"]]) {
+  if (options[["pathPlotsLegendLabels"]]) {
     nodeLabelUnique <- unique(nodeLabels)
     nodeLabelUniqueSorted <- sort(nodeLabelUnique, index.return = TRUE)
     # Add legend for label abbreviations by manually overiding dummy alpha variable
diff --git a/inst/qml/ClassicProcess.qml b/inst/qml/ClassicProcess.qml
index 0553278..2382f53 100644
--- a/inst/qml/ClassicProcess.qml
+++ b/inst/qml/ClassicProcess.qml
@@ -474,7 +474,7 @@ Form
 		Group
 		{
 			title: qsTr("Path Plots")
-			columns: 4
+			columns: 3
 
 			CheckBox
 			{
@@ -482,12 +482,6 @@ Form
 				label: qsTr("Parameter estimates")
 			}
 
-			CheckBox
-			{
-				name: "pathPlotsLegend"
-				label: qsTr("Legend")
-			}
-
 			IntegerField
 			{
 				name: "pathPlotsLabelLength"
@@ -510,6 +504,23 @@ Form
 					label: ""
 				}
 			}
+
+			Group
+			{
+				title: qsTr("Legend")
+				columns: 2
+
+				CheckBox
+				{
+					name: "pathPlotsLegendLabels"
+					label: qsTr("Labels")
+				}
+				CheckBox
+				{
+					name: "pathPlotsLegendColor"
+					label: qsTr("Color")
+				}
+			}
 		}
 
     }