diff --git a/x-pack/legacy/plugins/apm/public/components/app/ServiceDetails/ServiceIntegrations/MachineLearningFlyout/view.tsx b/x-pack/legacy/plugins/apm/public/components/app/ServiceDetails/ServiceIntegrations/MachineLearningFlyout/view.tsx
index 31fc4db8f1a2f0..cff190cd98a11a 100644
--- a/x-pack/legacy/plugins/apm/public/components/app/ServiceDetails/ServiceIntegrations/MachineLearningFlyout/view.tsx
+++ b/x-pack/legacy/plugins/apm/public/components/app/ServiceDetails/ServiceIntegrations/MachineLearningFlyout/view.tsx
@@ -209,7 +209,7 @@ export function MachineLearningFlyoutView({
                 {i18n.translate(
                   'xpack.apm.serviceDetails.enableAnomalyDetectionPanel.createNewJobButtonLabel',
                   {
-                    defaultMessage: 'Create new job'
+                    defaultMessage: 'Create job'
                   }
                 )}
               </EuiButton>
diff --git a/x-pack/plugins/ml/public/application/explorer/components/explorer_no_jobs_found/__snapshots__/explorer_no_jobs_found.test.js.snap b/x-pack/plugins/ml/public/application/explorer/components/explorer_no_jobs_found/__snapshots__/explorer_no_jobs_found.test.js.snap
index 8aec3c8336da93..c6503a639997db 100644
--- a/x-pack/plugins/ml/public/application/explorer/components/explorer_no_jobs_found/__snapshots__/explorer_no_jobs_found.test.js.snap
+++ b/x-pack/plugins/ml/public/application/explorer/components/explorer_no_jobs_found/__snapshots__/explorer_no_jobs_found.test.js.snap
@@ -9,7 +9,7 @@ exports[`ExplorerNoInfluencersFound snapshot 1`] = `
       href="ml#/jobs"
     >
       <FormattedMessage
-        defaultMessage="Create new job"
+        defaultMessage="Create job"
         id="xpack.ml.explorer.createNewJobLinkText"
         values={Object {}}
       />
diff --git a/x-pack/plugins/ml/public/application/explorer/components/explorer_no_jobs_found/explorer_no_jobs_found.js b/x-pack/plugins/ml/public/application/explorer/components/explorer_no_jobs_found/explorer_no_jobs_found.js
index 5cce2e1eece951..e334c0fb0f70c8 100644
--- a/x-pack/plugins/ml/public/application/explorer/components/explorer_no_jobs_found/explorer_no_jobs_found.js
+++ b/x-pack/plugins/ml/public/application/explorer/components/explorer_no_jobs_found/explorer_no_jobs_found.js
@@ -25,7 +25,7 @@ export const ExplorerNoJobsFound = () => (
       <EuiButton color="primary" fill href="ml#/jobs">
         <FormattedMessage
           id="xpack.ml.explorer.createNewJobLinkText"
-          defaultMessage="Create new job"
+          defaultMessage="Create job"
         />
       </EuiButton>
     }
diff --git a/x-pack/plugins/ml/public/application/jobs/jobs_list/components/jobs_stats_bar/jobs_stats_bar.js b/x-pack/plugins/ml/public/application/jobs/jobs_list/components/jobs_stats_bar/jobs_stats_bar.js
index 08155f3f4edbad..3c791ff6589781 100644
--- a/x-pack/plugins/ml/public/application/jobs/jobs_list/components/jobs_stats_bar/jobs_stats_bar.js
+++ b/x-pack/plugins/ml/public/application/jobs/jobs_list/components/jobs_stats_bar/jobs_stats_bar.js
@@ -15,7 +15,7 @@ function createJobStats(jobsSummaryList) {
   const jobStats = {
     activeNodes: {
       label: i18n.translate('xpack.ml.jobsList.statsBar.activeMLNodesLabel', {
-        defaultMessage: 'Active ML Nodes',
+        defaultMessage: 'Active ML nodes',
       }),
       value: 0,
       show: true,
diff --git a/x-pack/plugins/ml/public/application/jobs/jobs_list/components/new_job_button/new_job_button.js b/x-pack/plugins/ml/public/application/jobs/jobs_list/components/new_job_button/new_job_button.js
index cacca839a4f59f..1297ca5b9afd1a 100644
--- a/x-pack/plugins/ml/public/application/jobs/jobs_list/components/new_job_button/new_job_button.js
+++ b/x-pack/plugins/ml/public/application/jobs/jobs_list/components/new_job_button/new_job_button.js
@@ -29,7 +29,7 @@ export function NewJobButton() {
     >
       <FormattedMessage
         id="xpack.ml.jobsList.createNewJobButtonLabel"
-        defaultMessage="Create new job"
+        defaultMessage="Create job"
       />
     </EuiButton>
   );
diff --git a/x-pack/plugins/ml/public/application/overview/components/anomaly_detection_panel/utils.ts b/x-pack/plugins/ml/public/application/overview/components/anomaly_detection_panel/utils.ts
index eab40c0f577f86..b030a1ef45ab03 100644
--- a/x-pack/plugins/ml/public/application/overview/components/anomaly_detection_panel/utils.ts
+++ b/x-pack/plugins/ml/public/application/overview/components/anomaly_detection_panel/utils.ts
@@ -72,7 +72,7 @@ export function getStatsBarData(jobsList: any) {
   const jobStats = {
     activeNodes: {
       label: i18n.translate('xpack.ml.overviewJobsList.statsBar.activeMLNodesLabel', {
-        defaultMessage: 'Active ML Nodes',
+        defaultMessage: 'Active ML nodes',
       }),
       value: 0,
       show: true,
diff --git a/x-pack/plugins/ml/public/application/services/job_service.js b/x-pack/plugins/ml/public/application/services/job_service.js
index fe3663d6a3ddb1..8bcede35c656d0 100644
--- a/x-pack/plugins/ml/public/application/services/job_service.js
+++ b/x-pack/plugins/ml/public/application/services/job_service.js
@@ -45,7 +45,7 @@ class JobService {
     this.jobStats = {
       activeNodes: {
         label: i18n.translate('xpack.ml.jobService.activeMLNodesLabel', {
-          defaultMessage: 'Active ML Nodes',
+          defaultMessage: 'Active ML nodes',
         }),
         value: 0,
         show: true,