diff --git a/x-pack/legacy/plugins/ml/server/models/job_service/new_job_caps/__mocks__/results/farequote_job_caps.json b/x-pack/legacy/plugins/ml/server/models/job_service/new_job_caps/__mocks__/results/farequote_job_caps.json
index c005d9a5b5aaa..9c10f9083be5e 100644
--- a/x-pack/legacy/plugins/ml/server/models/job_service/new_job_caps/__mocks__/results/farequote_job_caps.json
+++ b/x-pack/legacy/plugins/ml/server/models/job_service/new_job_caps/__mocks__/results/farequote_job_caps.json
@@ -397,6 +397,7 @@
           "min": "min"
         },
         "fieldIds": [
+          "airline",
           "responsetime"
         ]
       },
@@ -411,6 +412,7 @@
           "min": "min"
         },
         "fieldIds": [
+          "airline",
           "responsetime"
         ]
       },
@@ -425,6 +427,7 @@
           "min": "min"
         },
         "fieldIds": [
+          "airline",
           "responsetime"
         ]
       },
@@ -479,7 +482,10 @@
         "aggIds": [
           "distinct_count",
           "high_distinct_count",
-          "low_distinct_count"
+          "low_distinct_count",
+          "info_content",
+          "high_info_content",
+          "low_info_content"
         ]
       },
       {
diff --git a/x-pack/legacy/plugins/ml/server/models/job_service/new_job_caps/field_service.ts b/x-pack/legacy/plugins/ml/server/models/job_service/new_job_caps/field_service.ts
index 2521250642ac3..0de5fe14bb346 100644
--- a/x-pack/legacy/plugins/ml/server/models/job_service/new_job_caps/field_service.ts
+++ b/x-pack/legacy/plugins/ml/server/models/job_service/new_job_caps/field_service.ts
@@ -135,6 +135,7 @@ async function combineFieldsAndAggs(
   rollupFields: RollupFields
 ): Promise<NewJobCaps> {
   const keywordFields = getKeywordFields(fields);
+  const textFields = getTextFields(fields);
   const numericalFields = getNumericalFields(fields);
   const ipFields = getIpFields(fields);
   const geoFields = getGeoFields(fields);
@@ -148,6 +149,10 @@ async function combineFieldsAndAggs(
         case ML_JOB_AGGREGATION.LAT_LONG:
           geoFields.forEach(f => mix(f, a));
           break;
+        case ML_JOB_AGGREGATION.INFO_CONTENT:
+        case ML_JOB_AGGREGATION.HIGH_INFO_CONTENT:
+        case ML_JOB_AGGREGATION.LOW_INFO_CONTENT:
+          textFields.forEach(f => mix(f, a));
         case ML_JOB_AGGREGATION.DISTINCT_COUNT:
         case ML_JOB_AGGREGATION.HIGH_DISTINCT_COUNT:
         case ML_JOB_AGGREGATION.LOW_DISTINCT_COUNT:
@@ -220,6 +225,10 @@ function getKeywordFields(fields: Field[]): Field[] {
   return fields.filter(f => f.type === ES_FIELD_TYPES.KEYWORD);
 }
 
+function getTextFields(fields: Field[]): Field[] {
+  return fields.filter(f => f.type === ES_FIELD_TYPES.TEXT);
+}
+
 function getIpFields(fields: Field[]): Field[] {
   return fields.filter(f => f.type === ES_FIELD_TYPES.IP);
 }