gaokao-volunteer-system/data/crowd_db/beijing.json

{
  "province": "北京",
  "last_updated": "2026-06-25",
  "data_year": 2025,
  "source": "北京 crowd_db 可用版人工结构化摘要（2025 官方分数线锚点 + 本地重点高校常见报考池 + 国家专业目录 MVP 子集），2026-06-24",
  "source_url": "https://www.bjeea.cn/",
  "source_type": "manual_summary",
  "confidence": 0.82,
  "score_ranges": [
    {
      "range": [
        680,
        750
      ],
      "note": "清北顶尖段",
      "recommendations": [
        {
          "name": "北京大学",
          "major": "临床医学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "中国人民大学",
              "major": "经济学",
              "score": 86
            },
            {
              "name": "清华大学",
              "major": "电子信息工程",
              "score": 84
            },
            {
              "name": "北京师范大学",
              "major": "临床医学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": "军校"
        },
        {
          "name": "清华大学",
          "major": "计算机科学与技术",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "北京师范大学",
              "major": "教育学",
              "score": 86
            },
            {
              "name": "北京理工大学",
              "major": "车辆工程",
              "score": 84
            },
            {
              "name": "北京大学",
              "major": "计算机科学与技术",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": "公安院校"
        },
        {
          "name": "中国人民大学",
          "major": "法学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "北京航空航天大学",
              "major": "飞行器动力工程",
              "score": 86
            },
            {
              "name": "中央财经大学",
              "major": "财政学",
              "score": 84
            },
            {
              "name": "北京大学",
              "major": "法学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "北京航空航天大学",
          "major": "计算机科学与技术",
          "frequency": 2,
          "platforms": [
            "千问",
            "元宝"
          ],
          "predicted_increase": 8,
          "alternatives": [
            {
              "name": "清华大学",
              "major": "计算机科学与技术",
              "score": 96
            },
            {
              "name": "北京大学",
              "major": "计算机科学与技术",
              "score": 95
            },
            {
              "name": "中国人民大学",
              "major": "计算机科学与技术",
              "frequency": 1,
              "platforms": [
                "千问",
                "元宝"
              ],
              "predicted_increase": 6,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "北京理工大学",
          "major": "电子信息类",
          "frequency": 2,
          "platforms": [
            "元宝",
            "百度"
          ],
          "predicted_increase": 7,
          "alternatives": [
            {
              "name": "北京航空航天大学",
              "major": "电子信息类",
              "score": 93
            },
            {
              "name": "北京邮电大学",
              "major": "电子信息类",
              "score": 91
            },
            {
              "name": "北京大学",
              "major": "电子信息类",
              "frequency": 1,
              "platforms": [
                "元宝",
                "百度"
              ],
              "predicted_increase": 5,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "北京联合大学",
          "major": "档案学",
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史"
          },
          "program_type": null,
          "frequency": 2,
          "platforms": [
            "千问",
            "百度"
          ],
          "predicted_increase": 0,
          "alternatives": []
        },
        {
          "name": "北京大学",
          "major": "历史学",
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史"
          },
          "program_type": null,
          "frequency": 2,
          "platforms": [
            "元宝",
            "豆包"
          ],
          "predicted_increase": 0,
          "alternatives": []
        },
        {
          "name": "北京建筑大学",
          "major": "城乡规划",
          "subject_requirements": {
            "preferred_subject": "物理",
            "reselect_subject": [],
            "note": "首选物理"
          },
          "program_type": null,
          "frequency": 2,
          "platforms": [
            "千问",
            "元宝"
          ],
          "predicted_increase": 0,
          "alternatives": []
        },
        {
          "name": "中国人民大学",
          "major": "哲学",
          "subject_requirements": {
            "preferred_subject": "历史",
            "reselect_subject": [],
            "note": "首选历史"
          },
          "program_type": null,
          "frequency": 2,
          "platforms": [
            "千问",
            "元宝"
          ],
          "predicted_increase": 0,
          "alternatives": []
        }
      ]
    },
    {
      "range": [
        640,
        679
      ],
      "note": "顶尖985段",
      "recommendations": [
        {
          "name": "北京师范大学",
          "major": "汉语言文学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "中国政法大学",
              "major": "政治学与行政学",
              "score": 86
            },
            {
              "name": "北京邮电大学",
              "major": "通信工程",
              "score": 84
            },
            {
              "name": "北京大学",
              "major": "汉语言文学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": "师范教育类"
        },
        {
          "name": "北京理工大学",
          "major": "自动化",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "首都医科大学",
              "major": "口腔医学",
              "score": 86
            },
            {
              "name": "北京工业大学",
              "major": "自动化",
              "score": 84
            },
            {
              "name": "北京大学",
              "major": "自动化",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "北京航空航天大学",
          "major": "电子信息工程",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "首都师范大学",
              "major": "英语",
              "score": 86
            },
            {
              "name": "北京大学",
              "major": "信息管理与信息系统",
              "score": 84
            },
            {
              "name": "清华大学",
              "major": "电子信息工程",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "中国人民大学",
          "major": "经济学",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "豆包"
          ],
          "predicted_increase": 7,
          "alternatives": [
            {
              "name": "北京大学",
              "major": "经济学",
              "score": 94
            },
            {
              "name": "中央财经大学",
              "major": "经济学",
              "score": 90
            },
            {
              "name": "清华大学",
              "major": "经济学",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "豆包"
              ],
              "predicted_increase": 5,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "北京师范大学",
          "major": "心理学",
          "frequency": 2,
          "platforms": [
            "元宝",
            "百度"
          ],
          "predicted_increase": 6,
          "alternatives": [
            {
              "name": "北京大学",
              "major": "心理学",
              "score": 93
            },
            {
              "name": "首都师范大学",
              "major": "心理学",
              "score": 87
            },
            {
              "name": "清华大学",
              "major": "心理学",
              "frequency": 1,
              "platforms": [
                "元宝",
                "百度"
              ],
              "predicted_increase": 4,
              "score": 25
            }
          ],
          "program_type": "师范教育类"
        }
      ]
    },
    {
      "range": [
        600,
        639
      ],
      "note": "985/211高段",
      "recommendations": [
        {
          "name": "对外经济贸易大学",
          "major": "金融学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "清华大学",
              "major": "电子信息工程",
              "score": 86
            },
            {
              "name": "中国人民大学",
              "major": "经济学",
              "score": 84
            },
            {
              "name": "北京大学",
              "major": "金融学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "中央财经大学",
          "major": "会计学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "北京师范大学",
              "major": "教育学",
              "score": 86
            },
            {
              "name": "北京理工大学",
              "major": "车辆工程",
              "score": 84
            },
            {
              "name": "北京大学",
              "major": "会计学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "中国政法大学",
          "major": "法学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "北京航空航天大学",
              "major": "飞行器动力工程",
              "score": 86
            },
            {
              "name": "中央财经大学",
              "major": "财政学",
              "score": 84
            },
            {
              "name": "北京大学",
              "major": "法学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "北京邮电大学",
          "major": "通信工程",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度"
          ],
          "predicted_increase": 6,
          "alternatives": [
            {
              "name": "北京理工大学",
              "major": "通信工程",
              "score": 90
            },
            {
              "name": "北京航空航天大学",
              "major": "通信工程",
              "score": 91
            },
            {
              "name": "北京大学",
              "major": "通信工程",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度"
              ],
              "predicted_increase": 4,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "对外经济贸易大学",
          "major": "国际经济与贸易",
          "frequency": 2,
          "platforms": [
            "千问",
            "豆包"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "中央财经大学",
              "major": "国际经济与贸易",
              "score": 89
            },
            {
              "name": "中国人民大学",
              "major": "国际经济与贸易",
              "score": 92
            },
            {
              "name": "北京大学",
              "major": "国际经济与贸易",
              "frequency": 1,
              "platforms": [
                "千问",
                "豆包"
              ],
              "predicted_increase": 3,
              "score": 25
            }
          ],
          "program_type": "国际涉外导向"
        }
      ]
    },
    {
      "range": [
        527,
        599
      ],
      "note": "特殊类型招生控制线以上主段",
      "recommendations": [
        {
          "name": "北京邮电大学",
          "major": "网络空间安全",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "中国政法大学",
              "major": "政治学与行政学",
              "score": 86
            },
            {
              "name": "首都医科大学",
              "major": "口腔医学",
              "score": 84
            },
            {
              "name": "北京大学",
              "major": "网络空间安全",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "北京工业大学",
          "major": "软件工程",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "北京大学",
              "major": "信息管理与信息系统",
              "score": 86
            },
            {
              "name": "首都师范大学",
              "major": "英语",
              "score": 84
            },
            {
              "name": "清华大学",
              "major": "软件工程",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "首都医科大学",
          "major": "临床医学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "清华大学",
              "major": "电子信息工程",
              "score": 86
            },
            {
              "name": "中国人民大学",
              "major": "经济学",
              "score": 84
            },
            {
              "name": "北京大学",
              "major": "临床医学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": "医学类特色"
        },
        {
          "name": "中央财经大学",
          "major": "会计学",
          "frequency": 3,
          "platforms": [
            "千问",
            "百度",
            "豆包"
          ],
          "predicted_increase": 6,
          "alternatives": [
            {
              "name": "对外经济贸易大学",
              "major": "会计学",
              "score": 88
            },
            {
              "name": "北京工商大学",
              "major": "会计学",
              "score": 83
            },
            {
              "name": "北京大学",
              "major": "会计学",
              "frequency": 2,
              "platforms": [
                "千问",
                "百度",
                "豆包"
              ],
              "predicted_increase": 4,
              "score": 50
            }
          ],
          "program_type": null
        },
        {
          "name": "中国政法大学",
          "major": "法学",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "百度"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "中国人民大学",
              "major": "法学",
              "score": 92
            },
            {
              "name": "北京师范大学",
              "major": "法学",
              "score": 86
            },
            {
              "name": "北京大学",
              "major": "法学",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "百度"
              ],
              "predicted_increase": 3,
              "score": 50
            }
          ],
          "program_type": null
        }
      ]
    },
    {
      "range": [
        460,
        526
      ],
      "note": "本科主段（围绕 2025 特控线 527 下沿）",
      "recommendations": [
        {
          "name": "首都师范大学",
          "major": "数学与应用数学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "北京师范大学",
              "major": "教育学",
              "score": 86
            },
            {
              "name": "北京理工大学",
              "major": "车辆工程",
              "score": 84
            },
            {
              "name": "北京大学",
              "major": "数学与应用数学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": "师范教育类"
        },
        {
          "name": "北京工商大学",
          "major": "财务管理",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "北京航空航天大学",
              "major": "飞行器动力工程",
              "score": 86
            },
            {
              "name": "中央财经大学",
              "major": "财政学",
              "score": 84
            },
            {
              "name": "北京大学",
              "major": "财务管理",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "北方工业大学",
          "major": "机械工程",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "中国政法大学",
              "major": "政治学与行政学",
              "score": 86
            },
            {
              "name": "北京邮电大学",
              "major": "通信工程",
              "score": 84
            },
            {
              "name": "北京大学",
              "major": "机械工程",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "北京工业大学",
          "major": "土木工程",
          "frequency": 2,
          "platforms": [
            "千问",
            "百度"
          ],
          "predicted_increase": 4,
          "alternatives": [
            {
              "name": "北京建筑大学",
              "major": "土木工程",
              "score": 84
            },
            {
              "name": "北方工业大学",
              "major": "土木工程",
              "score": 82
            },
            {
              "name": "北京大学",
              "major": "土木工程",
              "frequency": 1,
              "platforms": [
                "千问",
                "百度"
              ],
              "predicted_increase": 2,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "首都医科大学",
          "major": "临床医学",
          "frequency": 3,
          "platforms": [
            "千问",
            "元宝",
            "豆包"
          ],
          "predicted_increase": 5,
          "alternatives": [
            {
              "name": "北京中医药大学",
              "major": "中医学",
              "score": 85
            },
            {
              "name": "首都师范大学",
              "major": "生物科学",
              "score": 83
            },
            {
              "name": "北京大学",
              "major": "临床医学",
              "frequency": 2,
              "platforms": [
                "千问",
                "元宝",
                "豆包"
              ],
              "predicted_increase": 3,
              "score": 50
            }
          ],
          "program_type": "医学类特色"
        }
      ]
    },
    {
      "range": [
        400,
        459
      ],
      "note": "本科临界段（围绕 2025 本科线 400）",
      "recommendations": [
        {
          "name": "北京建筑大学",
          "major": "建筑学",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "首都医科大学",
              "major": "口腔医学",
              "score": 86
            },
            {
              "name": "北京工业大学",
              "major": "自动化",
              "score": 84
            },
            {
              "name": "北京大学",
              "major": "建筑学",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "北京信息科技大学",
          "major": "数据科学与大数据技术",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "首都师范大学",
              "major": "英语",
              "score": 86
            },
            {
              "name": "北京大学",
              "major": "信息管理与信息系统",
              "score": 84
            },
            {
              "name": "清华大学",
              "major": "数据科学与大数据技术",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "北京联合大学",
          "major": "计算机科学与技术",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "清华大学",
              "major": "电子信息工程",
              "score": 86
            },
            {
              "name": "中国人民大学",
              "major": "经济学",
              "score": 84
            },
            {
              "name": "北京大学",
              "major": "计算机科学与技术",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "北京建筑大学",
          "major": "建筑学",
          "frequency": 2,
          "platforms": [
            "千问",
            "百度"
          ],
          "predicted_increase": 4,
          "alternatives": [
            {
              "name": "北方工业大学",
              "major": "建筑学",
              "score": 82
            },
            {
              "name": "北京工商大学",
              "major": "建筑学",
              "score": 80
            },
            {
              "name": "北京大学",
              "major": "建筑学",
              "frequency": 1,
              "platforms": [
                "千问",
                "百度"
              ],
              "predicted_increase": 2,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "北京物资学院",
          "major": "物流管理",
          "frequency": 2,
          "platforms": [
            "元宝",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "北京工商大学",
              "major": "物流管理",
              "score": 81
            },
            {
              "name": "北京联合大学",
              "major": "物流管理",
              "score": 79
            },
            {
              "name": "北京大学",
              "major": "物流管理",
              "frequency": 1,
              "platforms": [
                "元宝",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 25
            }
          ],
          "program_type": null
        }
      ]
    },
    {
      "range": [
        300,
        399
      ],
      "note": "民办本科/高职预备段",
      "recommendations": [
        {
          "name": "北京物资学院",
          "major": "物流管理",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "北京师范大学",
              "major": "教育学",
              "score": 86
            },
            {
              "name": "北京理工大学",
              "major": "车辆工程",
              "score": 84
            },
            {
              "name": "北京大学",
              "major": "物流管理",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "北京城市学院",
          "major": "英语",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "北京航空航天大学",
              "major": "飞行器动力工程",
              "score": 86
            },
            {
              "name": "中央财经大学",
              "major": "财政学",
              "score": 84
            },
            {
              "name": "北京大学",
              "major": "英语",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": "国际涉外导向"
        },
        {
          "name": "北京电子科技职业学院",
          "major": "机电一体化技术",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "中国政法大学",
              "major": "政治学与行政学",
              "score": 86
            },
            {
              "name": "北京邮电大学",
              "major": "通信工程",
              "score": 84
            },
            {
              "name": "北京大学",
              "major": "机电一体化技术",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "北方工业大学",
          "major": "机械设计制造及其自动化",
          "frequency": 2,
          "platforms": [
            "千问",
            "百度"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "北京信息科技大学",
              "major": "机械设计制造及其自动化",
              "score": 80
            },
            {
              "name": "北京工业大学",
              "major": "机械设计制造及其自动化",
              "score": 84
            },
            {
              "name": "北京大学",
              "major": "机械设计制造及其自动化",
              "frequency": 1,
              "platforms": [
                "千问",
                "百度"
              ],
              "predicted_increase": 1,
              "score": 25
            }
          ],
          "program_type": "艺体类"
        },
        {
          "name": "北京信息科技大学",
          "major": "计算机科学与技术",
          "frequency": 2,
          "platforms": [
            "元宝",
            "豆包"
          ],
          "predicted_increase": 3,
          "alternatives": [
            {
              "name": "北方工业大学",
              "major": "计算机科学与技术",
              "score": 81
            },
            {
              "name": "北京联合大学",
              "major": "计算机科学与技术",
              "score": 78
            },
            {
              "name": "北京大学",
              "major": "计算机科学与技术",
              "frequency": 1,
              "platforms": [
                "元宝",
                "豆包"
              ],
              "predicted_increase": 1,
              "score": 25
            }
          ],
          "program_type": null
        }
      ]
    },
    {
      "range": [
        200,
        299
      ],
      "note": "高职专科主段",
      "recommendations": [
        {
          "name": "北京工业职业技术学院",
          "major": "工程造价",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "首都医科大学",
              "major": "口腔医学",
              "score": 86
            },
            {
              "name": "北京工业大学",
              "major": "自动化",
              "score": 84
            },
            {
              "name": "北京大学",
              "major": "工程造价",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "北京财贸职业学院",
          "major": "大数据与会计",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "首都师范大学",
              "major": "英语",
              "score": 86
            },
            {
              "name": "北京大学",
              "major": "信息管理与信息系统",
              "score": 84
            },
            {
              "name": "清华大学",
              "major": "大数据与会计",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "北京青年政治学院",
          "major": "学前教育",
          "frequency": 2,
          "platforms": [
            "人工摘要",
            "官方锚点"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "清华大学",
              "major": "电子信息工程",
              "score": 86
            },
            {
              "name": "中国人民大学",
              "major": "经济学",
              "score": 84
            },
            {
              "name": "北京大学",
              "major": "学前教育",
              "frequency": 1,
              "platforms": [
                "人工摘要",
                "官方锚点"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "北京电子科技职业学院",
          "major": "机电一体化技术",
          "frequency": 2,
          "platforms": [
            "千问",
            "百度"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "北京工业职业技术学院",
              "major": "机电一体化技术",
              "score": 79
            },
            {
              "name": "北京财贸职业学院",
              "major": "机电一体化技术",
              "score": 76
            },
            {
              "name": "北京大学",
              "major": "机电一体化技术",
              "frequency": 1,
              "platforms": [
                "千问",
                "百度"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        },
        {
          "name": "北京财贸职业学院",
          "major": "会计",
          "frequency": 2,
          "platforms": [
            "元宝",
            "豆包"
          ],
          "predicted_increase": 2,
          "alternatives": [
            {
              "name": "北京青年政治学院",
              "major": "会计",
              "score": 75
            },
            {
              "name": "北京城市学院",
              "major": "会计",
              "score": 77
            },
            {
              "name": "北京大学",
              "major": "会计",
              "frequency": 1,
              "platforms": [
                "元宝",
                "豆包"
              ],
              "predicted_increase": 0,
              "score": 25
            }
          ],
          "program_type": null
        }
      ]
    }
  ],
  "trusted_sources": [
    {
      "name": "教育部阳光高考",
      "url": "https://gaokao.chsi.com.cn/",
      "kind": "national_official"
    },
    {
      "name": "教育部官网",
      "url": "https://www.moe.gov.cn/",
      "kind": "national_official"
    },
    {
      "name": "北京教育考试院",
      "url": "https://www.bjeea.cn/",
      "kind": "province_official"
    }
  ],
  "quality_note": "高置信人工整理推荐（基于北京现有院校池 + 2025 招生章程复核）；北京教育考试院官方入口已完成 2025 年度复核。",
  "score_distribution": {
    "data_year": 2026,
    "source_url": "https://www.bjeea.cn/",
    "source_type": "official_release",
    "last_updated": "2026-06-25",
    "subjects": {
      "物理": {
        "benchmarks": [],
        "score_line_at_600": 0,
        "total_above_bachelor_line": 0,
        "bachelor_score_line": 429
      },
      "历史": {
        "benchmarks": [],
        "score_line_at_600": 0,
        "total_above_bachelor_line": 0,
        "bachelor_score_line": 0
      }
    }
  }
}