diff --git a/apps/portal/prisma/seed-salaries.ts b/apps/portal/prisma/seed-salaries.ts
index c4f14469..5cedeaf9 100644
--- a/apps/portal/prisma/seed-salaries.ts
+++ b/apps/portal/prisma/seed-salaries.ts
@@ -47,7 +47,7 @@ const getJobTitle = (role: string) => {
   const processedRole = role.toUpperCase().trim();
 
   if (processedRole.includes('ML ENGINEER')) {
-    return 'ai-ml-engineer';
+    return 'machine-learning-engineer';
   } else if (processedRole.includes('BACKEND')) {
     return 'back-end-engineer';
   } else if (processedRole.includes('DATA')) {
@@ -117,13 +117,13 @@ const seedSalaries = async () => {
   });
 
   // get countryId of Singapore
-  const singapore = (await prisma.city.findFirst({
+  const singapore = await prisma.city.findFirst({
     where: {
-      name: "Singapore"
-    }
-  }))
+      name: 'Singapore',
+    },
+  });
 
-  console.log("Singapore ID: " + singapore?.id)
+  console.log('Singapore ID: ' + singapore?.id);
   // break;
   // seed here
 
@@ -171,8 +171,8 @@ const seedSalaries = async () => {
                       jobType: 'INTERN',
                       location: {
                         connect: {
-                          id: singapore.id
-                        }
+                          id: singapore.id,
+                        },
                       }, // TODO: DEFAULT AS SG
                       monthYearReceived: xlSerialToJsDate(data.Timestamp),
                       negotiationStrategy: '',
@@ -193,10 +193,10 @@ const seedSalaries = async () => {
                               ),
                               currency: 'SGD', // assume sgd
                               value: data.Income
-                                  ? typeof data.Income === 'number'
-                                    ? data.Income
-                                    : 0
-                                  : 0,
+                                ? typeof data.Income === 'number'
+                                  ? data.Income
+                                  : 0
+                                : 0,
                             },
                           },
                           startYear: xlSerialToJsDate(
@@ -235,8 +235,8 @@ const seedSalaries = async () => {
                       jobType: 'FULLTIME',
                       location: {
                         connect: {
-                          id: singapore.id
-                        }
+                          id: singapore.id,
+                        },
                       }, // TODO: DEFAULT AS SG
                       monthYearReceived: xlSerialToJsDate(data.Timestamp),
                       negotiationStrategy: '',
@@ -256,10 +256,10 @@ const seedSalaries = async () => {
                               ),
                               currency: 'SGD', // assume sgd
                               value: data.Income
-                                  ? typeof data.Income === 'number'
-                                    ? data.Income
-                                    : 0
-                                  : 0,
+                                ? typeof data.Income === 'number'
+                                  ? data.Income
+                                  : 0
+                                : 0,
                             },
                           },
                           bonus: {
@@ -358,8 +358,8 @@ const generateAllAnalysis = async () => {
 
 Promise.all([seedSalaries()])
   .then(() => {
-    console.log(createdProfileIds.length + " profiles created")
-    console.log("Busy crunching analysis.....")
+    console.log(createdProfileIds.length + ' profiles created');
+    console.log('Busy crunching analysis.....');
   })
   .then(() => generateAllAnalysis())
   .then((_data) => {
diff --git a/apps/portal/src/components/shared/JobTitles.ts b/apps/portal/src/components/shared/JobTitles.ts
index 0dfcb336..1c1edc11 100644
--- a/apps/portal/src/components/shared/JobTitles.ts
+++ b/apps/portal/src/components/shared/JobTitles.ts
@@ -1,27 +1,52 @@
 export const JobTitleLabels = {
-  'ai-ml-engineer': 'AI/ML Engineer',
+  'ai-engineer': 'Artificial Intelligence (AI) Engineer',
   'algorithms-engineer': 'Algorithms Engineer',
   'android-engineer': 'Android Software Engineer',
   'applications-engineer': 'Applications Engineer',
   'back-end-engineer': 'Back End Engineer',
+  'business-analyst': 'Business Analyst',
   'business-engineer': 'Business Engineer',
+  'capacity-engineer': 'Capacity Engineer',
+  'customer-engineer': 'Customer Engineer',
+  'data-analyst': 'Data Analyst',
   'data-engineer': 'Data Engineer',
+  'data-scientist': 'Data Scientist',
   'devops-engineer': 'DevOps Engineer',
+  'engineering-director': 'Engineering Director',
+  'engineering-manager': 'Engineering Manager',
   'enterprise-engineer': 'Enterprise Engineer',
+  'forward-deployed-engineer': 'Forward Deployed Engineer',
   'front-end-engineer': 'Front End Engineer',
+  'full-stack-engineer': 'Full Stack Engineer',
+  'gameplay-engineer': 'Gameplay Engineer',
   'hardware-engineer': 'Hardware Engineer',
+  'infrastructure-engineer': 'Infrastructure Engineer',
   'ios-engineer': 'iOS Software Engineer',
+  'machine-learning-engineer': 'Machine Learning (ML) Engineer',
+  'machine-learning-researcher': 'Machine Learning (ML) Researcher',
   'mobile-engineer': 'Mobile Software Engineer (iOS + Android)',
   'networks-engineer': 'Networks Engineer',
   'partner-engineer': 'Partner Engineer',
+  'product-engineer': 'Product Engineer',
+  'product-manager': 'Product Manager',
   'production-engineer': 'Production Engineer',
+  'project-manager': 'Project Manager',
+  'release-engineer': 'Release Engineer',
   'research-engineer': 'Research Engineer',
+  'research-scientist': 'Research Scientist',
+  'rotational-engineer': 'Rotational Engineer',
   'sales-engineer': 'Sales Engineer',
   'security-engineer': 'Security Engineer',
   'site-reliability-engineer': 'Site Reliability Engineer (SRE)',
   'software-engineer': 'Software Engineer',
+  'solutions-architect': 'Solutions Architect',
+  'solutions-engineer': 'Solutions Engineer',
+  'systems-analyst': 'Systems Analyst',
   'systems-engineer': 'Systems Engineer',
+  'tech-ops-engineer': 'Tech Ops Engineer',
+  'technical-program-manager': 'Technical Program Manager',
   'test-engineer': 'QA/Test Engineer (SDET)',
+  'ux-engineer': 'User Experience (UX) Engineer',
 };
 
 export type JobTitleType = keyof typeof JobTitleLabels;