diff --git a/app/routes/students.py b/app/routes/students.py
index 8dba774..eceafca 100644
--- a/app/routes/students.py
+++ b/app/routes/students.py
@@ -380,11 +380,37 @@ def import_students():
 @main_bp.route("/api/statistics/students")
 def get_student_statistics():
     """获取学员统计数据"""
-    # 全体学员数量
-    total_students = Student.query.count()
+    # 获取筛选参数
+    mine_filter = request.args.get("mine", "false") == "true"
+    class_id_filter = request.args.get("class_id", type=int)
+    current_user_id = session.get("user_id")
 
-    # 全体问题记录
-    problems = StudentProblem.query.all()
+    # 基础查询：班级
+    class_query = Class.query.filter_by(active=True)
+    if mine_filter and current_user_id:
+        class_query = class_query.filter_by(teacher_id=current_user_id)
+    if class_id_filter:
+        class_query = class_query.filter_by(id=class_id_filter)
+    classes = class_query.all()
+
+    # 获取班级IDs
+    class_ids = [c.id for c in classes]
+
+    # 学员过滤
+    student_query = Student.query
+    if class_ids:
+        student_query = student_query.filter(Student.class_id.in_(class_ids))
+    else:
+        student_query = student_query.filter(Student.id == -1)  # 无班级时返回空
+    students = student_query.all()
+    student_ids = [s.id for s in students]
+
+    # 全体学员数量
+    total_students = len(students)
+
+    # 问题记录过滤
+    problem_query = StudentProblem.query.filter(StudentProblem.student_id.in_(student_ids)) if student_ids else StudentProblem.query.filter(StudentProblem.id == -1)
+    problems = problem_query.all()
 
     # 问题级别分布（来自 StudentProblem.level）
     levels = ["启蒙", "入门", "进阶", "熟练", "精通"]
@@ -400,7 +426,6 @@ def get_student_statistics():
             severity_dist[p.severity] += 1
 
     # 各班级学员数量
-    classes = Class.query.filter_by(active=True).all()
     class_student_count = []
     for c in classes:
         class_student_count.append({
diff --git a/app/templates/statistics.html b/app/templates/statistics.html
index d700e81..c91be16 100644
--- a/app/templates/statistics.html
+++ b/app/templates/statistics.html
@@ -6,6 +6,20 @@
 <div class="container-fluid py-4">
     <h2 class="mb-4"><i class="bi bi-bar-chart"></i> 数据统计</h2>
 
+    <!-- 筛选工具栏 -->
+    <div class="card mb-4">
+        <div class="card-body">
+            <div class="d-flex flex-wrap gap-3 align-items-center">
+                <button class="btn btn-primary btn-sm" id="mineFilterBtn" onclick="toggleMineFilter()">
+                    <i class="bi bi-person"></i> 我的
+                </button>
+                <select class="form-select form-select-sm" style="width:auto; min-width:120px;" id="classFilter" onchange="loadStatistics()">
+                    <option value="">全部班级</option>
+                </select>
+            </div>
+        </div>
+    </div>
+
     <!-- 顶部统计卡片 -->
     <div class="row mb-4">
         <div class="col-md-4">
@@ -131,12 +145,43 @@
 {% block extra_js %}
 <script>
 let severityChart, levelChart, classStudentChart, classProblemChart, problemNameChart;
+let mineFilterActive = false;
+
+function toggleMineFilter() {
+    mineFilterActive = !mineFilterActive;
+    const btn = document.getElementById('mineFilterBtn');
+    if (mineFilterActive) {
+        btn.classList.add('active');
+    } else {
+        btn.classList.remove('active');
+    }
+    loadStatistics();
+}
 
 async function loadStatistics() {
     try {
-        const resp = await fetch('/api/statistics/students');
+        const params = new URLSearchParams();
+        if (mineFilterActive) params.set('mine', 'true');
+        const classId = document.getElementById('classFilter').value;
+        if (classId) params.set('class_id', classId);
+
+        const resp = await fetch('/api/statistics/students?' + params.toString());
         const data = await resp.json();
 
+        // 填充班级筛选器
+        const classSelect = document.getElementById('classFilter');
+        if (classSelect.options.length <= 1) {
+            for (const c of data.classes || []) {
+                const opt = document.createElement('option');
+                opt.value = c.id;
+                opt.textContent = c.name;
+                classSelect.appendChild(opt);
+            }
+        }
+        if (classId) {
+            classSelect.value = classId;
+        }
+
         // 更新顶部卡片
         document.getElementById('totalStudents').textContent = data.total_students || 0;
         document.getElementById('totalProblems').textContent = data.total_problems || 0;