diff --git a/web/src/views/CourseGradeStatisticsView.vue b/web/src/views/CourseGradeStatisticsView.vue
index 8aa7f46..afc2b7e 100644
--- a/web/src/views/CourseGradeStatisticsView.vue
+++ b/web/src/views/CourseGradeStatisticsView.vue
@@ -24,6 +24,14 @@ const rows = computed(() => [
 
 const selectedRow = computed(() => rows.value.find(item => item.key === activeScope.value) ?? rows.value[0])
 const selectedDistribution = computed(() => selectedRow.value?.value.distribution ?? [])
+const recommendation = computed(() => {
+  const value = selectedRow.value?.value
+  if (!value) return ''
+  if (Number(value.passRate) < 70) return `合格率为 ${score(value.passRate)}%，建议优先复核低分段学生的平时与期末分项，并安排针对性答疑。`
+  if (Number(value.averageScore) < 70) return `平均分为 ${score(value.averageScore)}，建议检查易失分知识点与教学进度，结合分数段安排补强。`
+  if (Number(value.standardDeviation) > 20) return `成绩离散度较高，建议关注不同教学班或学生群体的学习差异，核对评价标准与教学支持。`
+  return `平均分 ${score(value.averageScore)}、合格率 ${score(value.passRate)}%，当前表现稳定；可重点关注低分段学生的持续跟进。`
+})
 
 function score(value: unknown) {
   return Number(value).toFixed(1)
@@ -210,6 +218,7 @@ onBeforeUnmount(() => {
         </dl>
       </article>
     </section>
+    <section v-if="recommendation" class="action-advice"><span>ACTION ADVICE</span><p>{{ recommendation }}</p></section>
     <el-empty v-else-if="!loading" description="暂无可展示的课程统计" />
 
     <section v-if="rows.length" class="chart-panel">
diff --git a/web/src/views/StudentDashboardView.vue b/web/src/views/StudentDashboardView.vue
index 96a3ac0..c35566a 100644
--- a/web/src/views/StudentDashboardView.vue
+++ b/web/src/views/StudentDashboardView.vue
@@ -102,6 +102,7 @@ const exams = ref<ExamItem[]>([])
 const grades = ref<GradeItem[]>([])
 const dashboardGreeting = ref<DashboardGreeting | null>(null)
 const warnings = ref<WarningItem[]>([])
+const graduation = ref<any>(null)
 const now = ref(new Date())
 
 const categoryLabels: Record<string, string> = {
@@ -311,6 +312,7 @@ async function loadOverview() {
     http.get('/grades/student/transcript'),
     http.get<DashboardGreeting>('/dashboard/greeting'),
     http.get<WarningItem[]>('/warnings/my-warnings'),
+    http.get('/student/academic-planning'),
   ])
 
   if (results[0].status === 'fulfilled') {
@@ -342,6 +344,7 @@ async function loadOverview() {
   } else {
     failedSections.value.push('学业风险雷达')
   }
+  if (results[6].status === 'fulfilled') graduation.value = results[6].value.data
   loading.value = false
 }
 
@@ -391,6 +394,11 @@ onMounted(loadOverview)
       </div>
     </section>
 
+    <section v-if="graduation?.baseline" class="graduation-nav">
+      <div><span class="panel-kicker">GRADUATION NAVIGATION</span><h3>毕业导航</h3><p>已完成 {{ graduation.baseline.planCompletedCredits ?? 0 }} 学分，距离培养方案要求还差 {{ graduation.baseline.creditGap ?? 0 }} 学分。</p></div>
+      <button type="button" @click="router.push('/academic-planning')">查看毕业航线 <el-icon><ArrowRight /></el-icon></button>
+    </section>
+
     <el-alert
       v-if="failedSections.length"
       type="warning"
@@ -648,6 +656,7 @@ onMounted(loadOverview)
   border: 1px solid #dce6eb;
   background: #fbfdfd;
 }
+.graduation-nav{padding:19px 22px;display:flex;justify-content:space-between;align-items:center;gap:18px;border:1px solid #dce6eb;background:#f7faf9}.graduation-nav h3{margin:7px 0;color:var(--ink);font-size:17px}.graduation-nav p{margin:0;color:#59677a;font-size:12px;line-height:1.6}.graduation-nav button{display:inline-flex;align-items:center;gap:5px;border:0;background:transparent;color:var(--indigo);font-size:12px;white-space:nowrap}
 
 .student-risk-radar.attention { border-left: 3px solid #c4812a; background: #fffcf6; }
 .student-risk-radar header { display: flex; align-items: flex-start; justify-content: space-between; gap: 16px; }
@@ -1002,6 +1011,7 @@ onMounted(loadOverview)
 @media (max-width: 600px) {
   .student-greeting-insights { padding: 15px 18px; grid-template-columns: 1fr; }
   .student-risk-radar { padding: 18px; }
+  .graduation-nav{padding:18px;align-items:flex-start;flex-direction:column}
   .risk-list button { grid-template-columns: 1fr auto; }
   .risk-list span { grid-column: 1 / -1; }
   .student-overview {