{"schema_version": 1, "kind": "hiring_market_observation", "evidence_status": "VERIFIED", "observation_date": "2026-10-31", "generated_at": "2026-10-31T00:31:52+08:00", "data_as_of": "2026-10-31T00:31:45+08:00", "timezone": "Asia/Shanghai", "scope": {"unit": "企业招聘来源中的岗位记录，以 source + source_job_id 唯一标识；不是招聘人数。", "population": "本次数据库快照中所有 is_active = 1 的收录记录，不限于可索引页面。", "source_cohort": ["agtech", "aidc", "alibaba", "alibaba_campus", "alihealth", "aliyun", "amap", "ant", "ant_campus", "baidu", "baidu_campus", "bdo_china_campus", "bdo_china_internship", "bdo_china_social", "bilibili", "bilibili_campus", "bytedance", "bytedance_campus", "cainiao", "cainiao_post", "calb_campus", "calb_social", "ctrip", "ctrip_campus", "cxmt_campus", "cxmt_internship", "cxmt_social", "dahua_cpa_campus", "dahua_cpa_social", "dahua_tech_campus", "dahua_tech_internship", "dahua_tech_social", "dewu", "dewu_campus", "dingtalk", "eleme", "eve_energy_campus", "eve_energy_social", "fliggy", "freshippo", "gotion_campus", "gotion_internship", "gotion_social", "huawei", "huawei_campus", "hujing", "jd", "jd_campus", "kuaishou", "kuaishou_campus", "kuaishou_trainee", "lingxi", "meituan", "meituan_campus", "netease", "netease_game_campus", "netease_game_internship", "netease_leihuo_campus", "netease_web_campus", "netease_web_internship", "pccpa_campus", "pccpa_internship", "pccpa_social", "pdd", "pdd_campus", "qianwen", "semitronix_campus", "semitronix_social", "smic_campus", "smic_overseas", "smic_social", "svolt_campus", "svolt_social", "taotian", "tencent", "tencent_campus", "thead", "tongyi", "xiaohongshu", "xiaohongshu_campus", "xiaomi", "xiaomi_campus"], "active_source_cohort": ["agtech", "aidc", "alibaba", "alibaba_campus", "alihealth", "aliyun", "amap", "ant", "ant_campus", "baidu", "baidu_campus", "bdo_china_campus", "bdo_china_internship", "bdo_china_social", "bilibili", "bilibili_campus", "bytedance", "bytedance_campus", "cainiao", "cainiao_post", "calb_campus", "calb_social", "ctrip", "ctrip_campus", "cxmt_campus", "cxmt_internship", "cxmt_social", "dahua_cpa_campus", "dahua_cpa_social", "dahua_tech_campus", "dahua_tech_internship", "dahua_tech_social", "dewu", "dewu_campus", "dingtalk", "eleme", "eve_energy_campus", "eve_energy_social", "fliggy", "freshippo", "gotion_campus", "gotion_internship", "gotion_social", "huawei", "huawei_campus", "hujing", "jd", "jd_campus", "kuaishou", "kuaishou_campus", "kuaishou_trainee", "lingxi", "meituan", "meituan_campus", "netease", "netease_game_campus", "netease_game_internship", "netease_leihuo_campus", "netease_web_campus", "netease_web_internship", "pccpa_campus", "pccpa_internship", "pccpa_social", "pdd", "pdd_campus", "qianwen", "semitronix_campus", "semitronix_social", "smic_campus", "smic_overseas", "smic_social", "svolt_campus", "svolt_social", "taotian", "tencent", "tencent_campus", "thead", "tongyi", "xiaohongshu", "xiaohongshu_campus", "xiaomi", "xiaomi_campus"], "source_cohort_sha256": "ea773dfa12bd6c83256f50b3d4ab3065855d4237117f17f5a6069c8fd695e39c", "active_source_cohort_sha256": "ea773dfa12bd6c83256f50b3d4ab3065855d4237117f17f5a6069c8fd695e39c", "configured_source_count": 82, "observed_source_count": 82, "source_count_unit": "招聘来源配置，不是独立企业；同一企业可有多个来源。", "metadata_sha256": "4483a2a13fe512c1f74b9eb32e5a87708b58417e4fbaaeb6f8ca7ef4ccb56437", "cross_source_deduplication": false}, "overview": {"historical_count": 88801, "active_count": 51051, "inactive_count": 37750, "active_source_count": 82, "coverage_start": "2026-08-03T15:41:40+08:00", "unknown_status_count": 0}, "job_types": [{"job_type": "social", "label": "社招", "active_count": 33753, "source_count": 47, "count": 33753, "denominator": 51051, "rate_percent": 66.12}, {"job_type": "internship", "label": "实习", "active_count": 9908, "source_count": 23, "count": 9908, "denominator": 51051, "rate_percent": 19.41}, {"job_type": "campus", "label": "校招", "active_count": 7390, "source_count": 29, "count": 7390, "denominator": 51051, "rate_percent": 14.48}], "cities": {"rows": [{"key": "beijing", "label": "北京", "term": "北京", "active_count": 20330, "count": 20330, "denominator": 51051, "rate_percent": 39.82}, {"key": "shanghai", "label": "上海", "term": "上海", "active_count": 14326, "count": 14326, "denominator": 51051, "rate_percent": 28.06}, {"key": "hangzhou", "label": "杭州", "term": "杭州", "active_count": 8631, "count": 8631, "denominator": 51051, "rate_percent": 16.91}, {"key": "shenzhen", "label": "深圳", "term": "深圳", "active_count": 5765, "count": 5765, "denominator": 51051, "rate_percent": 11.29}, {"key": "guangzhou", "label": "广州", "term": "广州", "active_count": 2237, "count": 2237, "denominator": 51051, "rate_percent": 4.38}, {"key": "chengdu", "label": "成都", "term": "成都", "active_count": 1137, "count": 1137, "denominator": 51051, "rate_percent": 2.23}, {"key": "wuhan", "label": "武汉", "term": "武汉", "active_count": 742, "count": 742, "denominator": 51051, "rate_percent": 1.45}, {"key": "nanjing", "label": "南京", "term": "南京", "active_count": 700, "count": 700, "denominator": 51051, "rate_percent": 1.37}, {"key": "xian", "label": "西安", "term": "西安", "active_count": 509, "count": 509, "denominator": 51051, "rate_percent": 1.0}, {"key": "suzhou", "label": "苏州", "term": "苏州", "active_count": 192, "count": 192, "denominator": 51051, "rate_percent": 0.38}], "denominator": 51051, "multi_location": true, "job_type_rows": [{"key": "beijing", "label": "北京", "job_type": "social", "job_type_label": "社招", "active_count": 12353, "source_count": 41, "count": 12353, "denominator": 20330, "rate_percent": 60.76}, {"key": "beijing", "label": "北京", "job_type": "internship", "job_type_label": "实习", "active_count": 4285, "source_count": 17, "count": 4285, "denominator": 20330, "rate_percent": 21.08}, {"key": "beijing", "label": "北京", "job_type": "campus", "job_type_label": "校招", "active_count": 3692, "source_count": 23, "count": 3692, "denominator": 20330, "rate_percent": 18.16}, {"key": "shanghai", "label": "上海", "job_type": "social", "job_type_label": "社招", "active_count": 8812, "source_count": 44, "count": 8812, "denominator": 14326, "rate_percent": 61.51}, {"key": "shanghai", "label": "上海", "job_type": "internship", "job_type_label": "实习", "active_count": 2818, "source_count": 18, "count": 2818, "denominator": 14326, "rate_percent": 19.67}, {"key": "shanghai", "label": "上海", "job_type": "campus", "job_type_label": "校招", "active_count": 2696, "source_count": 23, "count": 2696, "denominator": 14326, "rate_percent": 18.82}, {"key": "shenzhen", "label": "深圳", "job_type": "social", "job_type_label": "社招", "active_count": 3539, "source_count": 39, "count": 3539, "denominator": 5765, "rate_percent": 61.39}, {"key": "shenzhen", "label": "深圳", "job_type": "internship", "job_type_label": "实习", "active_count": 1116, "source_count": 13, "count": 1116, "denominator": 5765, "rate_percent": 19.36}, {"key": "shenzhen", "label": "深圳", "job_type": "campus", "job_type_label": "校招", "active_count": 1110, "source_count": 17, "count": 1110, "denominator": 5765, "rate_percent": 19.25}, {"key": "guangzhou", "label": "广州", "job_type": "social", "job_type_label": "社招", "active_count": 1614, "source_count": 34, "count": 1614, "denominator": 2237, "rate_percent": 72.15}, {"key": "guangzhou", "label": "广州", "job_type": "campus", "job_type_label": "校招", "active_count": 321, "source_count": 12, "count": 321, "denominator": 2237, "rate_percent": 14.35}, {"key": "guangzhou", "label": "广州", "job_type": "internship", "job_type_label": "实习", "active_count": 302, "source_count": 10, "count": 302, "denominator": 2237, "rate_percent": 13.5}, {"key": "hangzhou", "label": "杭州", "job_type": "social", "job_type_label": "社招", "active_count": 5643, "source_count": 35, "count": 5643, "denominator": 8631, "rate_percent": 65.38}, {"key": "hangzhou", "label": "杭州", "job_type": "internship", "job_type_label": "实习", "active_count": 1612, "source_count": 15, "count": 1612, "denominator": 8631, "rate_percent": 18.68}, {"key": "hangzhou", "label": "杭州", "job_type": "campus", "job_type_label": "校招", "active_count": 1376, "source_count": 17, "count": 1376, "denominator": 8631, "rate_percent": 15.94}, {"key": "chengdu", "label": "成都", "job_type": "social", "job_type_label": "社招", "active_count": 736, "source_count": 31, "count": 736, "denominator": 1137, "rate_percent": 64.73}, {"key": "chengdu", "label": "成都", "job_type": "campus", "job_type_label": "校招", "active_count": 233, "source_count": 17, "count": 233, "denominator": 1137, "rate_percent": 20.49}, {"key": "chengdu", "label": "成都", "job_type": "internship", "job_type_label": "实习", "active_count": 168, "source_count": 9, "count": 168, "denominator": 1137, "rate_percent": 14.78}, {"key": "nanjing", "label": "南京", "job_type": "social", "job_type_label": "社招", "active_count": 407, "source_count": 29, "count": 407, "denominator": 700, "rate_percent": 58.14}, {"key": "nanjing", "label": "南京", "job_type": "campus", "job_type_label": "校招", "active_count": 269, "source_count": 11, "count": 269, "denominator": 700, "rate_percent": 38.43}, {"key": "nanjing", "label": "南京", "job_type": "internship", "job_type_label": "实习", "active_count": 24, "source_count": 4, "count": 24, "denominator": 700, "rate_percent": 3.43}, {"key": "wuhan", "label": "武汉", "job_type": "social", "job_type_label": "社招", "active_count": 486, "source_count": 29, "count": 486, "denominator": 742, "rate_percent": 65.5}, {"key": "wuhan", "label": "武汉", "job_type": "campus", "job_type_label": "校招", "active_count": 212, "source_count": 12, "count": 212, "denominator": 742, "rate_percent": 28.57}, {"key": "wuhan", "label": "武汉", "job_type": "internship", "job_type_label": "实习", "active_count": 44, "source_count": 7, "count": 44, "denominator": 742, "rate_percent": 5.93}, {"key": "xian", "label": "西安", "job_type": "social", "job_type_label": "社招", "active_count": 336, "source_count": 22, "count": 336, "denominator": 509, "rate_percent": 66.01}, {"key": "xian", "label": "西安", "job_type": "campus", "job_type_label": "校招", "active_count": 134, "source_count": 12, "count": 134, "denominator": 509, "rate_percent": 26.33}, {"key": "xian", "label": "西安", "job_type": "internship", "job_type_label": "实习", "active_count": 39, "source_count": 6, "count": 39, "denominator": 509, "rate_percent": 7.66}, {"key": "suzhou", "label": "苏州", "job_type": "social", "job_type_label": "社招", "active_count": 119, "source_count": 20, "count": 119, "denominator": 192, "rate_percent": 61.98}, {"key": "suzhou", "label": "苏州", "job_type": "campus", "job_type_label": "校招", "active_count": 53, "source_count": 7, "count": 53, "denominator": 192, "rate_percent": 27.6}, {"key": "suzhou", "label": "苏州", "job_type": "internship", "job_type_label": "实习", "active_count": 20, "source_count": 3, "count": 20, "denominator": 192, "rate_percent": 10.42}], "matched_any_selected_city_count": 42593, "not_matched_selected_cities_count": 8458, "city_membership_count": 54569}, "quality": {"description": {"count": 50858, "denominator": 51051, "rate_percent": 99.62}, "requirements": {"count": 50541, "denominator": 51051, "rate_percent": 99.0}, "official_posted_at_present": {"count": 43229, "denominator": 51051, "rate_percent": 84.68}, "official_posted_at_valid": {"count": 43229, "denominator": 51051, "rate_percent": 84.68}, "location": {"count": 50872, "denominator": 51051, "rate_percent": 99.65}, "description_and_requirements": {"count": 50530, "denominator": 51051, "rate_percent": 98.98}}, "sources": [{"source": "agtech", "label": "亚博科技招聘", "official_url": "https://talent.agtech.com/off-campus/position-list?lang=zh&search=", "configured": true, "historical_count": 22, "active_count": 9, "count": 9, "denominator": 51051, "rate_percent": 0.02, "first_retained_job_seen_at": "2026-08-04T08:47:24+08:00", "first_retained_run_at": "2026-08-04T08:47:08+08:00", "last_job_verified_at": "2026-10-31T00:06:31+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:06:31+08:00", "latest_run_collected_count": 9, "last_success_finished_at": "2026-10-31T00:06:31+08:00", "consecutive_failed_runs": 0}, {"source": "aidc", "label": "阿里巴巴国际招聘", "official_url": "https://aidc-jobs.alibaba.com/off-campus/position-list?city=&cityCode=&lang=zh&search=", "configured": true, "historical_count": 358, "active_count": 10, "count": 10, "denominator": 51051, "rate_percent": 0.02, "first_retained_job_seen_at": "2026-08-04T08:50:43+08:00", "first_retained_run_at": "2026-08-04T08:50:00+08:00", "last_job_verified_at": "2026-10-30T10:03:56+08:00", "latest_run_status": "failed", "latest_run_finished_at": "2026-10-31T00:04:15+08:00", "latest_run_collected_count": 0, "last_success_finished_at": "2026-10-30T10:03:56+08:00", "consecutive_failed_runs": 7}, {"source": "alibaba", "label": "阿里集团招聘", "official_url": "https://talent-holding.alibaba.com/off-campus/position-list?lang=zh", "configured": true, "historical_count": 976, "active_count": 615, "count": 615, "denominator": 51051, "rate_percent": 1.2, "first_retained_job_seen_at": "2026-08-03T17:56:35+08:00", "first_retained_run_at": "2026-08-03T15:41:50+08:00", "last_job_verified_at": "2026-10-31T00:03:28+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:03:29+08:00", "latest_run_collected_count": 615, "last_success_finished_at": "2026-10-31T00:03:29+08:00", "consecutive_failed_runs": 0}, {"source": "alibaba_campus", "label": "阿里系校园招聘", "official_url": "https://campus-talent.alibaba.com/campus/position", "configured": true, "historical_count": 1341, "active_count": 1084, "count": 1084, "denominator": 51051, "rate_percent": 2.12, "first_retained_job_seen_at": "2026-08-06T14:14:18+08:00", "first_retained_run_at": "2026-08-06T14:14:09+08:00", "last_job_verified_at": "2026-10-31T00:20:21+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:20:22+08:00", "latest_run_collected_count": 1084, "last_success_finished_at": "2026-10-31T00:20:22+08:00", "consecutive_failed_runs": 0}, {"source": "alihealth", "label": "阿里健康招聘", "official_url": "https://careers.alihealth.cn/off-campus/position-list?lang=zh&search=", "configured": true, "historical_count": 100, "active_count": 49, "count": 49, "denominator": 51051, "rate_percent": 0.1, "first_retained_job_seen_at": "2026-08-04T08:55:09+08:00", "first_retained_run_at": "2026-08-04T08:54:53+08:00", "last_job_verified_at": "2026-10-31T00:06:20+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:06:20+08:00", "latest_run_collected_count": 49, "last_success_finished_at": "2026-10-31T00:06:20+08:00", "consecutive_failed_runs": 0}, {"source": "aliyun", "label": "阿里云招聘", "official_url": "https://careers.aliyun.com/off-campus/position-list?lang=zh", "configured": true, "historical_count": 1132, "active_count": 769, "count": 769, "denominator": 51051, "rate_percent": 1.51, "first_retained_job_seen_at": "2026-08-04T09:12:15+08:00", "first_retained_run_at": "2026-08-04T08:50:43+08:00", "last_job_verified_at": "2026-10-20T10:03:56+08:00", "latest_run_status": "failed", "latest_run_finished_at": "2026-10-31T00:05:45+08:00", "latest_run_collected_count": 0, "last_success_finished_at": "2026-10-12T18:03:07+08:00", "consecutive_failed_runs": 118}, {"source": "amap", "label": "高德地图招聘", "official_url": "https://talent.amap.com/off-campus/position-list?lang=zh", "configured": true, "historical_count": 421, "active_count": 263, "count": 263, "denominator": 51051, "rate_percent": 0.52, "first_retained_job_seen_at": "2026-08-04T08:53:36+08:00", "first_retained_run_at": "2026-08-04T08:53:09+08:00", "last_job_verified_at": "2026-10-31T00:06:07+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:06:08+08:00", "latest_run_collected_count": 263, "last_success_finished_at": "2026-10-31T00:06:08+08:00", "consecutive_failed_runs": 0}, {"source": "ant", "label": "蚂蚁集团招聘", "official_url": "https://talent.antgroup.com/off-campus?search=", "configured": true, "historical_count": 1993, "active_count": 1180, "count": 1180, "denominator": 51051, "rate_percent": 2.31, "first_retained_job_seen_at": "2026-08-03T19:42:53+08:00", "first_retained_run_at": "2026-08-03T19:42:37+08:00", "last_job_verified_at": "2026-10-31T00:19:57+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:19:58+08:00", "latest_run_collected_count": 1180, "last_success_finished_at": "2026-10-31T00:19:58+08:00", "consecutive_failed_runs": 0}, {"source": "ant_campus", "label": "蚂蚁集团校园招聘", "official_url": "https://talent.antgroup.com/campus-full-list?search=", "configured": true, "historical_count": 516, "active_count": 411, "count": 411, "denominator": 51051, "rate_percent": 0.81, "first_retained_job_seen_at": "2026-08-06T14:17:01+08:00", "first_retained_run_at": "2026-08-06T14:16:50+08:00", "last_job_verified_at": "2026-10-31T00:28:24+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:28:24+08:00", "latest_run_collected_count": 411, "last_success_finished_at": "2026-10-31T00:28:24+08:00", "consecutive_failed_runs": 0}, {"source": "baidu", "label": "百度招聘", "official_url": "https://talent.baidu.com/jobs/", "configured": true, "historical_count": 2122, "active_count": 1699, "count": 1699, "denominator": 51051, "rate_percent": 3.33, "first_retained_job_seen_at": "2026-08-03T17:56:46+08:00", "first_retained_run_at": "2026-08-03T17:56:35+08:00", "last_job_verified_at": "2026-10-31T00:07:02+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:07:03+08:00", "latest_run_collected_count": 1699, "last_success_finished_at": "2026-10-31T00:07:03+08:00", "consecutive_failed_runs": 0}, {"source": "baidu_campus", "label": "百度校园招聘", "official_url": "https://talent.baidu.com/jobs/list", "configured": true, "historical_count": 1014, "active_count": 684, "count": 684, "denominator": 51051, "rate_percent": 1.34, "first_retained_job_seen_at": "2026-08-06T14:14:33+08:00", "first_retained_run_at": "2026-08-06T14:14:30+08:00", "last_job_verified_at": "2026-10-31T00:20:47+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:20:47+08:00", "latest_run_collected_count": 684, "last_success_finished_at": "2026-10-31T00:20:47+08:00", "consecutive_failed_runs": 0}, {"source": "bdo_china_campus", "label": "立信校园招聘", "official_url": "https://bdochina.zhiye.com/campus/jobs#KeyWords=", "configured": true, "historical_count": 129, "active_count": 78, "count": 78, "denominator": 51051, "rate_percent": 0.15, "first_retained_job_seen_at": "2026-08-18T15:59:16+08:00", "first_retained_run_at": "2026-08-18T15:59:16+08:00", "last_job_verified_at": "2026-10-31T00:28:26+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:28:26+08:00", "latest_run_collected_count": 78, "last_success_finished_at": "2026-10-31T00:28:26+08:00", "consecutive_failed_runs": 0}, {"source": "bdo_china_internship", "label": "立信实习招聘", "official_url": "https://bdochina.zhiye.com/intern/jobs", "configured": true, "historical_count": 41, "active_count": 29, "count": 29, "denominator": 51051, "rate_percent": 0.06, "first_retained_job_seen_at": "2026-08-18T15:59:17+08:00", "first_retained_run_at": "2026-08-18T15:59:17+08:00", "last_job_verified_at": "2026-10-31T00:28:28+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:28:28+08:00", "latest_run_collected_count": 29, "last_success_finished_at": "2026-10-31T00:28:28+08:00", "consecutive_failed_runs": 0}, {"source": "bdo_china_social", "label": "立信社会招聘", "official_url": "https://bdochina.zhiye.com/social/jobs", "configured": true, "historical_count": 190, "active_count": 173, "count": 173, "denominator": 51051, "rate_percent": 0.34, "first_retained_job_seen_at": "2026-08-18T15:59:17+08:00", "first_retained_run_at": "2026-08-18T15:59:16+08:00", "last_job_verified_at": "2026-10-31T00:28:27+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:28:27+08:00", "latest_run_collected_count": 173, "last_success_finished_at": "2026-10-31T00:28:27+08:00", "consecutive_failed_runs": 0}, {"source": "bilibili", "label": "哔哩哔哩招聘", "official_url": "https://jobs.bilibili.com/social/positions", "configured": true, "historical_count": 796, "active_count": 476, "count": 476, "denominator": 51051, "rate_percent": 0.93, "first_retained_job_seen_at": "2026-08-03T15:56:09+08:00", "first_retained_run_at": "2026-08-03T15:56:06+08:00", "last_job_verified_at": "2026-10-31T00:03:06+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:03:07+08:00", "latest_run_collected_count": 476, "last_success_finished_at": "2026-10-31T00:03:07+08:00", "consecutive_failed_runs": 0}, {"source": "bilibili_campus", "label": "哔哩哔哩校园招聘", "official_url": "https://jobs.bilibili.com/campus/positions?type=3", "configured": true, "historical_count": 734, "active_count": 390, "count": 390, "denominator": 51051, "rate_percent": 0.76, "first_retained_job_seen_at": "2026-08-06T14:15:31+08:00", "first_retained_run_at": "2026-08-06T14:15:27+08:00", "last_job_verified_at": "2026-10-31T00:23:33+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:23:33+08:00", "latest_run_collected_count": 390, "last_success_finished_at": "2026-10-31T00:23:33+08:00", "consecutive_failed_runs": 0}, {"source": "bytedance", "label": "字节跳动招聘", "official_url": "https://jobs.bytedance.com/experienced/position/list?keywords=", "configured": true, "historical_count": 12384, "active_count": 6073, "count": 6073, "denominator": 51051, "rate_percent": 11.9, "first_retained_job_seen_at": "2026-08-03T19:52:18+08:00", "first_retained_run_at": "2026-08-03T19:51:19+08:00", "last_job_verified_at": "2026-10-31T00:11:32+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:11:44+08:00", "latest_run_collected_count": 6073, "last_success_finished_at": "2026-10-31T00:11:44+08:00", "consecutive_failed_runs": 0}, {"source": "bytedance_campus", "label": "字节跳动校园招聘", "official_url": "https://jobs.bytedance.com/campus/position", "configured": true, "historical_count": 13518, "active_count": 6972, "count": 6972, "denominator": 51051, "rate_percent": 13.66, "first_retained_job_seen_at": "2026-08-06T14:15:14+08:00", "first_retained_run_at": "2026-08-06T14:14:33+08:00", "last_job_verified_at": "2026-10-31T00:22:54+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:23:01+08:00", "latest_run_collected_count": 6972, "last_success_finished_at": "2026-10-31T00:23:01+08:00", "consecutive_failed_runs": 0}, {"source": "cainiao", "label": "菜鸟招聘", "official_url": "https://talent.cainiao.com/social-recruitment", "configured": true, "historical_count": 199, "active_count": 98, "count": 98, "denominator": 51051, "rate_percent": 0.19, "first_retained_job_seen_at": "2026-08-04T08:53:57+08:00", "first_retained_run_at": "2026-08-04T08:53:37+08:00", "last_job_verified_at": "2026-10-31T00:06:14+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:06:14+08:00", "latest_run_collected_count": 98, "last_success_finished_at": "2026-10-31T00:06:14+08:00", "consecutive_failed_runs": 0}, {"source": "cainiao_post", "label": "菜鸟驿站招聘", "official_url": "https://talent-post.alibaba.com/off-campus/position-list?lang=zh&search=", "configured": true, "historical_count": 80, "active_count": 44, "count": 44, "denominator": 51051, "rate_percent": 0.09, "first_retained_job_seen_at": "2026-08-04T08:55:47+08:00", "first_retained_run_at": "2026-08-04T08:55:31+08:00", "last_job_verified_at": "2026-10-31T00:06:23+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:06:23+08:00", "latest_run_collected_count": 44, "last_success_finished_at": "2026-10-31T00:06:23+08:00", "consecutive_failed_runs": 0}, {"source": "calb_campus", "label": "中创新航校园招聘", "official_url": "https://calbjs.zhiye.com/campus/jobs", "configured": true, "historical_count": 113, "active_count": 72, "count": 72, "denominator": 51051, "rate_percent": 0.14, "first_retained_job_seen_at": "2026-08-28T15:05:47+08:00", "first_retained_run_at": "2026-08-28T15:05:47+08:00", "last_job_verified_at": "2026-10-31T00:28:39+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:28:39+08:00", "latest_run_collected_count": 72, "last_success_finished_at": "2026-10-31T00:28:39+08:00", "consecutive_failed_runs": 0}, {"source": "calb_social", "label": "中创新航社会招聘", "official_url": "https://calbjs.zhiye.com/social/jobs", "configured": true, "historical_count": 180, "active_count": 170, "count": 170, "denominator": 51051, "rate_percent": 0.33, "first_retained_job_seen_at": "2026-08-28T15:05:47+08:00", "first_retained_run_at": "2026-08-28T15:05:46+08:00", "last_job_verified_at": "2026-10-31T00:28:38+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:28:38+08:00", "latest_run_collected_count": 170, "last_success_finished_at": "2026-10-31T00:28:38+08:00", "consecutive_failed_runs": 0}, {"source": "ctrip", "label": "携程招聘", "official_url": "https://job.ctrip.com/#/experienced/jobList", "configured": true, "historical_count": 6835, "active_count": 484, "count": 484, "denominator": 51051, "rate_percent": 0.95, "first_retained_job_seen_at": "2026-08-03T16:00:58+08:00", "first_retained_run_at": "2026-08-03T16:00:53+08:00", "last_job_verified_at": "2026-10-31T00:03:18+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:03:20+08:00", "latest_run_collected_count": 484, "last_success_finished_at": "2026-10-31T00:03:20+08:00", "consecutive_failed_runs": 0}, {"source": "ctrip_campus", "label": "携程校园招聘", "official_url": "https://job.ctrip.com/#/campus/jobList", "configured": true, "historical_count": 63, "active_count": 53, "count": 53, "denominator": 51051, "rate_percent": 0.1, "first_retained_job_seen_at": "2026-08-20T12:28:41+08:00", "first_retained_run_at": "2026-08-06T14:16:17+08:00", "last_job_verified_at": "2026-10-31T00:27:36+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:27:36+08:00", "latest_run_collected_count": 53, "last_success_finished_at": "2026-10-31T00:27:36+08:00", "consecutive_failed_runs": 0}, {"source": "cxmt_campus", "label": "长鑫存储校园招聘", "official_url": "https://cxmt.zhiye.com/campus/jobs", "configured": true, "historical_count": 246, "active_count": 195, "count": 195, "denominator": 51051, "rate_percent": 0.38, "first_retained_job_seen_at": "2026-08-28T15:09:49+08:00", "first_retained_run_at": "2026-08-28T15:09:48+08:00", "last_job_verified_at": "2026-10-31T00:31:05+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:31:05+08:00", "latest_run_collected_count": 195, "last_success_finished_at": "2026-10-31T00:31:05+08:00", "consecutive_failed_runs": 0}, {"source": "cxmt_internship", "label": "长鑫存储实习招聘", "official_url": "https://cxmt.zhiye.com/intern/jobs", "configured": true, "historical_count": 17, "active_count": 16, "count": 16, "denominator": 51051, "rate_percent": 0.03, "first_retained_job_seen_at": "2026-08-28T15:09:49+08:00", "first_retained_run_at": "2026-08-28T15:09:49+08:00", "last_job_verified_at": "2026-10-31T00:31:06+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:31:06+08:00", "latest_run_collected_count": 16, "last_success_finished_at": "2026-10-31T00:31:06+08:00", "consecutive_failed_runs": 0}, {"source": "cxmt_social", "label": "长鑫存储社会招聘", "official_url": "https://cxmt.zhiye.com/social/jobs", "configured": true, "historical_count": 1878, "active_count": 1616, "count": 1616, "denominator": 51051, "rate_percent": 3.17, "first_retained_job_seen_at": "2026-08-28T15:09:48+08:00", "first_retained_run_at": "2026-08-28T15:09:42+08:00", "last_job_verified_at": "2026-10-31T00:31:03+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:31:04+08:00", "latest_run_collected_count": 1616, "last_success_finished_at": "2026-10-31T00:31:04+08:00", "consecutive_failed_runs": 0}, {"source": "dahua_cpa_campus", "label": "大华校园招聘", "official_url": "https://zhaopin.dahua-cpa.com/campus/jobs", "configured": true, "historical_count": 45, "active_count": 20, "count": 20, "denominator": 51051, "rate_percent": 0.04, "first_retained_job_seen_at": "2026-08-18T15:59:18+08:00", "first_retained_run_at": "2026-08-18T15:59:18+08:00", "last_job_verified_at": "2026-10-31T00:28:29+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:28:29+08:00", "latest_run_collected_count": 20, "last_success_finished_at": "2026-10-31T00:28:29+08:00", "consecutive_failed_runs": 0}, {"source": "dahua_cpa_social", "label": "大华社会招聘", "official_url": "https://zhaopin.dahua-cpa.com/social/jobs", "configured": true, "historical_count": 73, "active_count": 66, "count": 66, "denominator": 51051, "rate_percent": 0.13, "first_retained_job_seen_at": "2026-08-18T15:59:18+08:00", "first_retained_run_at": "2026-08-18T15:59:17+08:00", "last_job_verified_at": "2026-10-31T00:28:28+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:28:28+08:00", "latest_run_collected_count": 66, "last_success_finished_at": "2026-10-31T00:28:28+08:00", "consecutive_failed_runs": 0}, {"source": "dahua_tech_campus", "label": "大华股份校园招聘", "official_url": "https://job.dahuatech.com/#/CampusPosition?id=11", "configured": true, "historical_count": 166, "active_count": 130, "count": 130, "denominator": 51051, "rate_percent": 0.25, "first_retained_job_seen_at": "2026-08-25T14:09:57+08:00", "first_retained_run_at": "2026-08-25T14:09:56+08:00", "last_job_verified_at": "2026-10-31T00:28:31+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:28:31+08:00", "latest_run_collected_count": 130, "last_success_finished_at": "2026-10-31T00:28:31+08:00", "consecutive_failed_runs": 0}, {"source": "dahua_tech_internship", "label": "大华股份实习招聘", "official_url": "https://job.dahuatech.com/#/SelfControl?id=16", "configured": true, "historical_count": 109, "active_count": 46, "count": 46, "denominator": 51051, "rate_percent": 0.09, "first_retained_job_seen_at": "2026-08-25T14:09:57+08:00", "first_retained_run_at": "2026-08-25T14:09:57+08:00", "last_job_verified_at": "2026-10-31T00:28:31+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:28:31+08:00", "latest_run_collected_count": 46, "last_success_finished_at": "2026-10-31T00:28:31+08:00", "consecutive_failed_runs": 0}, {"source": "dahua_tech_social", "label": "大华股份社会招聘", "official_url": "https://job.dahuatech.com/#/SocietyPosition?id=3", "configured": true, "historical_count": 184, "active_count": 183, "count": 183, "denominator": 51051, "rate_percent": 0.36, "first_retained_job_seen_at": "2026-08-25T14:09:56+08:00", "first_retained_run_at": "2026-08-25T14:09:55+08:00", "last_job_verified_at": "2026-10-31T00:28:30+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:28:30+08:00", "latest_run_collected_count": 183, "last_success_finished_at": "2026-10-31T00:28:30+08:00", "consecutive_failed_runs": 0}, {"source": "dewu", "label": "得物招聘", "official_url": "https://careers.dewu.com/index/position/list?", "configured": true, "historical_count": 734, "active_count": 531, "count": 531, "denominator": 51051, "rate_percent": 1.04, "first_retained_job_seen_at": "2026-08-03T18:15:42+08:00", "first_retained_run_at": "2026-08-03T18:14:54+08:00", "last_job_verified_at": "2026-10-31T00:09:01+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:09:02+08:00", "latest_run_collected_count": 531, "last_success_finished_at": "2026-10-31T00:09:02+08:00", "consecutive_failed_runs": 0}, {"source": "dewu_campus", "label": "得物校园招聘", "official_url": "https://campus.dewu.com/578078/position/list", "configured": true, "historical_count": 232, "active_count": 154, "count": 154, "denominator": 51051, "rate_percent": 0.3, "first_retained_job_seen_at": "2026-08-06T14:15:25+08:00", "first_retained_run_at": "2026-08-06T14:15:15+08:00", "last_job_verified_at": "2026-10-31T00:23:06+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:23:06+08:00", "latest_run_collected_count": 154, "last_success_finished_at": "2026-10-31T00:23:06+08:00", "consecutive_failed_runs": 0}, {"source": "dingtalk", "label": "钉钉招聘", "official_url": "https://talent.dingtalk.com/off-campus/position-list?lang=zh&search=", "configured": true, "historical_count": 216, "active_count": 110, "count": 110, "denominator": 51051, "rate_percent": 0.22, "first_retained_job_seen_at": "2026-08-04T08:52:18+08:00", "first_retained_run_at": "2026-08-04T08:52:02+08:00", "last_job_verified_at": "2026-10-31T00:05:48+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:05:48+08:00", "latest_run_collected_count": 110, "last_success_finished_at": "2026-10-31T00:05:48+08:00", "consecutive_failed_runs": 0}, {"source": "eleme", "label": "淘宝闪购招聘", "official_url": "https://talent.ele.me/off-campus/position-list?lang=zh", "configured": true, "historical_count": 467, "active_count": 282, "count": 282, "denominator": 51051, "rate_percent": 0.55, "first_retained_job_seen_at": "2026-08-04T08:49:38+08:00", "first_retained_run_at": "2026-08-04T08:49:11+08:00", "last_job_verified_at": "2026-10-31T00:03:37+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:03:37+08:00", "latest_run_collected_count": 282, "last_success_finished_at": "2026-10-31T00:03:37+08:00", "consecutive_failed_runs": 0}, {"source": "eve_energy_campus", "label": "亿纬锂能校园招聘", "official_url": "https://wecruit.hotjob.cn/SU630487ca0dcad45aa7768a79/pb/school.html", "configured": true, "historical_count": 186, "active_count": 108, "count": 108, "denominator": 51051, "rate_percent": 0.21, "first_retained_job_seen_at": "2026-08-28T15:09:24+08:00", "first_retained_run_at": "2026-08-28T15:09:22+08:00", "last_job_verified_at": "2026-10-31T00:30:38+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:30:38+08:00", "latest_run_collected_count": 108, "last_success_finished_at": "2026-10-31T00:30:38+08:00", "consecutive_failed_runs": 0}, {"source": "eve_energy_social", "label": "亿纬锂能社会招聘", "official_url": "https://wecruit.hotjob.cn/SU630487ca0dcad45aa7768a79/pb/social.html?currentPage=1", "configured": true, "historical_count": 1351, "active_count": 1161, "count": 1161, "denominator": 51051, "rate_percent": 2.27, "first_retained_job_seen_at": "2026-08-28T15:06:20+08:00", "first_retained_run_at": "2026-08-28T15:05:47+08:00", "last_job_verified_at": "2026-10-31T00:30:34+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:30:34+08:00", "latest_run_collected_count": 1161, "last_success_finished_at": "2026-10-31T00:30:34+08:00", "consecutive_failed_runs": 0}, {"source": "fliggy", "label": "飞猪招聘", "official_url": "https://career.fliggy.com/off-campus/position-list?lang=zh&search=", "configured": true, "historical_count": 303, "active_count": 156, "count": 156, "denominator": 51051, "rate_percent": 0.31, "first_retained_job_seen_at": "2026-08-04T08:50:00+08:00", "first_retained_run_at": "2026-08-04T08:49:38+08:00", "last_job_verified_at": "2026-10-31T00:03:39+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:03:40+08:00", "latest_run_collected_count": 156, "last_success_finished_at": "2026-10-31T00:03:40+08:00", "consecutive_failed_runs": 0}, {"source": "freshippo", "label": "盒马招聘", "official_url": "https://hire.freshippo.com/off-campus/position-list?lang=zh&search=", "configured": true, "historical_count": 580, "active_count": 278, "count": 278, "denominator": 51051, "rate_percent": 0.54, "first_retained_job_seen_at": "2026-08-04T08:54:53+08:00", "first_retained_run_at": "2026-08-04T08:54:19+08:00", "last_job_verified_at": "2026-10-31T00:06:19+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:06:20+08:00", "latest_run_collected_count": 278, "last_success_finished_at": "2026-10-31T00:06:20+08:00", "consecutive_failed_runs": 0}, {"source": "gotion_campus", "label": "国轩高科校园招聘", "official_url": "https://gotion.zhiye.com/campus", "configured": true, "historical_count": 653, "active_count": 609, "count": 609, "denominator": 51051, "rate_percent": 1.19, "first_retained_job_seen_at": "2026-09-16T10:30:28+08:00", "first_retained_run_at": "2026-08-28T15:09:41+08:00", "last_job_verified_at": "2026-10-31T00:30:49+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:30:50+08:00", "latest_run_collected_count": 609, "last_success_finished_at": "2026-10-31T00:30:50+08:00", "consecutive_failed_runs": 0}, {"source": "gotion_internship", "label": "国轩高科实习招聘", "official_url": "https://gotion.zhiye.com/intern/jobs", "configured": true, "historical_count": 54, "active_count": 4, "count": 4, "denominator": 51051, "rate_percent": 0.01, "first_retained_job_seen_at": "2026-08-28T15:09:42+08:00", "first_retained_run_at": "2026-08-28T15:09:41+08:00", "last_job_verified_at": "2026-10-31T00:30:50+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:30:50+08:00", "latest_run_collected_count": 4, "last_success_finished_at": "2026-10-31T00:30:50+08:00", "consecutive_failed_runs": 0}, {"source": "gotion_social", "label": "国轩高科社会招聘", "official_url": "https://gotion.zhiye.com/social", "configured": true, "historical_count": 379, "active_count": 335, "count": 335, "denominator": 51051, "rate_percent": 0.66, "first_retained_job_seen_at": "2026-08-28T15:09:41+08:00", "first_retained_run_at": "2026-08-28T15:09:39+08:00", "last_job_verified_at": "2026-10-31T00:30:44+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:30:44+08:00", "latest_run_collected_count": 335, "last_success_finished_at": "2026-10-31T00:30:44+08:00", "consecutive_failed_runs": 0}, {"source": "huawei", "label": "华为招聘", "official_url": "https://career.huawei.com/cn/social-recruitment-job-list?", "configured": true, "historical_count": 715, "active_count": 548, "count": 548, "denominator": 51051, "rate_percent": 1.07, "first_retained_job_seen_at": "2026-08-03T15:41:50+08:00", "first_retained_run_at": "2026-08-03T15:41:40+08:00", "last_job_verified_at": "2026-10-31T00:01:55+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:01:56+08:00", "latest_run_collected_count": 548, "last_success_finished_at": "2026-10-31T00:01:56+08:00", "consecutive_failed_runs": 0}, {"source": "huawei_campus", "label": "华为校园招聘", "official_url": "https://career.huawei.com/cn/campus-recruitment-job-list?recruitmentType=FRESH_GRADUATE", "configured": true, "historical_count": 103, "active_count": 102, "count": 102, "denominator": 51051, "rate_percent": 0.2, "first_retained_job_seen_at": "2026-08-06T14:14:29+08:00", "first_retained_run_at": "2026-08-06T14:14:18+08:00", "last_job_verified_at": "2026-10-31T00:20:37+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:20:37+08:00", "latest_run_collected_count": 102, "last_success_finished_at": "2026-10-31T00:20:37+08:00", "consecutive_failed_runs": 0}, {"source": "hujing", "label": "虎鲸文娱集团招聘", "official_url": "https://jobs.hujing-dme.com/off-campus/position-list?lang=zh", "configured": true, "historical_count": 235, "active_count": 102, "count": 102, "denominator": 51051, "rate_percent": 0.2, "first_retained_job_seen_at": "2026-08-04T08:54:19+08:00", "first_retained_run_at": "2026-08-04T08:53:57+08:00", "last_job_verified_at": "2026-10-31T00:06:16+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:06:16+08:00", "latest_run_collected_count": 102, "last_success_finished_at": "2026-10-31T00:06:16+08:00", "consecutive_failed_runs": 0}, {"source": "jd", "label": "京东招聘", "official_url": "https://zhaopin.jd.com/web/job/job_info_list/3", "configured": true, "historical_count": 4668, "active_count": 1982, "count": 1982, "denominator": 51051, "rate_percent": 3.88, "first_retained_job_seen_at": "2026-08-03T15:51:44+08:00", "first_retained_run_at": "2026-08-03T15:50:04+08:00", "last_job_verified_at": "2026-10-31T00:02:13+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:02:20+08:00", "latest_run_collected_count": 1982, "last_success_finished_at": "2026-10-31T00:02:20+08:00", "consecutive_failed_runs": 0}, {"source": "jd_campus", "label": "京东校园招聘", "official_url": "https://campus.jd.com/home#/jobs", "configured": true, "historical_count": 148, "active_count": 132, "count": 132, "denominator": 51051, "rate_percent": 0.26, "first_retained_job_seen_at": "2026-08-06T14:15:26+08:00", "first_retained_run_at": "2026-08-06T14:15:25+08:00", "last_job_verified_at": "2026-10-31T00:23:08+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:23:08+08:00", "latest_run_collected_count": 132, "last_success_finished_at": "2026-10-31T00:23:08+08:00", "consecutive_failed_runs": 0}, {"source": "kuaishou", "label": "快手招聘", "official_url": "https://zhaopin.kuaishou.cn/recruit/e/#/official/social/?", "configured": true, "historical_count": 1785, "active_count": 1134, "count": 1134, "denominator": 51051, "rate_percent": 2.22, "first_retained_job_seen_at": "2026-08-03T18:39:59+08:00", "first_retained_run_at": "2026-08-03T18:38:28+08:00", "last_job_verified_at": "2026-10-31T00:17:57+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:18:15+08:00", "latest_run_collected_count": 1134, "last_success_finished_at": "2026-10-31T00:18:15+08:00", "consecutive_failed_runs": 0}, {"source": "kuaishou_campus", "label": "快手校园招聘", "official_url": "https://campus.kuaishou.cn/recruit/campus/e/#/campus/jobs?pageNum=1&recruitSubProjectCodes=20271779425607", "configured": true, "historical_count": 768, "active_count": 691, "count": 691, "denominator": 51051, "rate_percent": 1.35, "first_retained_job_seen_at": "2026-08-06T14:15:35+08:00", "first_retained_run_at": "2026-08-06T14:15:31+08:00", "last_job_verified_at": "2026-10-31T00:23:42+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:23:42+08:00", "latest_run_collected_count": 691, "last_success_finished_at": "2026-10-31T00:23:42+08:00", "consecutive_failed_runs": 0}, {"source": "kuaishou_trainee", "label": "快手日常实习", "official_url": "https://zhaopin.kuaishou.cn/recruit/e/#/official/trainee/?workLocationCode=domestic", "configured": true, "historical_count": 1428, "active_count": 1124, "count": 1124, "denominator": 51051, "rate_percent": 2.2, "first_retained_job_seen_at": "2026-08-06T14:16:17+08:00", "first_retained_run_at": "2026-08-06T14:15:35+08:00", "last_job_verified_at": "2026-10-31T00:27:18+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:27:18+08:00", "latest_run_collected_count": 1124, "last_success_finished_at": "2026-10-31T00:27:18+08:00", "consecutive_failed_runs": 0}, {"source": "lingxi", "label": "灵犀互娱招聘", "official_url": "https://talent.lingxigames.com/off-campus/position-list?lang=zh&search=", "configured": true, "historical_count": 206, "active_count": 124, "count": 124, "denominator": 51051, "rate_percent": 0.24, "first_retained_job_seen_at": "2026-08-04T08:55:31+08:00", "first_retained_run_at": "2026-08-04T08:55:09+08:00", "last_job_verified_at": "2026-10-31T00:06:22+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:06:23+08:00", "latest_run_collected_count": 124, "last_success_finished_at": "2026-10-31T00:06:23+08:00", "consecutive_failed_runs": 0}, {"source": "meituan", "label": "美团招聘", "official_url": "https://zhaopin.meituan.com/web/position", "configured": true, "historical_count": 5015, "active_count": 3292, "count": 3292, "denominator": 51051, "rate_percent": 6.45, "first_retained_job_seen_at": "2026-08-03T18:04:35+08:00", "first_retained_run_at": "2026-08-03T18:04:23+08:00", "last_job_verified_at": "2026-10-31T00:07:31+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:07:34+08:00", "latest_run_collected_count": 3292, "last_success_finished_at": "2026-10-31T00:07:34+08:00", "consecutive_failed_runs": 0}, {"source": "meituan_campus", "label": "美团校园招聘", "official_url": "https://zhaopin.meituan.com/web/campus", "configured": true, "historical_count": 842, "active_count": 569, "count": 569, "denominator": 51051, "rate_percent": 1.11, "first_retained_job_seen_at": "2026-08-06T14:15:15+08:00", "first_retained_run_at": "2026-08-06T14:15:14+08:00", "last_job_verified_at": "2026-10-31T00:23:03+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:23:03+08:00", "latest_run_collected_count": 569, "last_success_finished_at": "2026-10-31T00:23:03+08:00", "consecutive_failed_runs": 0}, {"source": "netease", "label": "网易招聘", "official_url": "https://hr.163.com/job-list.html", "configured": true, "historical_count": 4009, "active_count": 2741, "count": 2741, "denominator": 51051, "rate_percent": 5.37, "first_retained_job_seen_at": "2026-08-03T15:56:05+08:00", "first_retained_run_at": "2026-08-03T15:55:59+08:00", "last_job_verified_at": "2026-10-31T00:02:55+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:02:56+08:00", "latest_run_collected_count": 2741, "last_success_finished_at": "2026-10-31T00:02:56+08:00", "consecutive_failed_runs": 0}, {"source": "netease_game_campus", "label": "网易互娱校园招聘", "official_url": "https://campus.game.163.com/app/job/position?id=102", "configured": true, "historical_count": 55, "active_count": 38, "count": 38, "denominator": 51051, "rate_percent": 0.07, "first_retained_job_seen_at": "2026-08-06T14:15:26+08:00", "first_retained_run_at": "2026-08-06T14:15:26+08:00", "last_job_verified_at": "2026-10-31T00:23:09+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:23:09+08:00", "latest_run_collected_count": 38, "last_success_finished_at": "2026-10-31T00:23:09+08:00", "consecutive_failed_runs": 0}, {"source": "netease_game_internship", "label": "网易游戏日常实习", "official_url": "https://campus.game.163.com/app/job/position?id=75", "configured": true, "historical_count": 9, "active_count": 4, "count": 4, "denominator": 51051, "rate_percent": 0.01, "first_retained_job_seen_at": "2026-08-06T14:15:27+08:00", "first_retained_run_at": "2026-08-06T14:15:27+08:00", "last_job_verified_at": "2026-10-31T00:23:09+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:23:09+08:00", "latest_run_collected_count": 4, "last_success_finished_at": "2026-10-31T00:23:09+08:00", "consecutive_failed_runs": 0}, {"source": "netease_leihuo_campus", "label": "网易雷火校园招聘", "official_url": "https://leihuo.163.com/campus/#/full?channel=iSfFmJe", "configured": true, "historical_count": 70, "active_count": 30, "count": 30, "denominator": 51051, "rate_percent": 0.06, "first_retained_job_seen_at": "2026-08-06T14:15:26+08:00", "first_retained_run_at": "2026-08-06T14:15:26+08:00", "last_job_verified_at": "2026-10-31T00:23:08+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:23:08+08:00", "latest_run_collected_count": 30, "last_success_finished_at": "2026-10-31T00:23:08+08:00", "consecutive_failed_runs": 0}, {"source": "netease_web_campus", "label": "网易互联网校园招聘", "official_url": "https://campus.163.com/app/job/position?id=69", "configured": true, "historical_count": 9, "active_count": 9, "count": 9, "denominator": 51051, "rate_percent": 0.02, "first_retained_job_seen_at": "2026-08-06T14:15:27+08:00", "first_retained_run_at": "2026-08-06T14:15:26+08:00", "last_job_verified_at": "2026-10-31T00:23:09+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:23:09+08:00", "latest_run_collected_count": 9, "last_success_finished_at": "2026-10-31T00:23:09+08:00", "consecutive_failed_runs": 0}, {"source": "netease_web_internship", "label": "网易智邮实习", "official_url": "https://campus.163.com/app/job/position?id=76", "configured": true, "historical_count": 3, "active_count": 3, "count": 3, "denominator": 51051, "rate_percent": 0.01, "first_retained_job_seen_at": "2026-08-06T14:15:27+08:00", "first_retained_run_at": "2026-08-06T14:15:27+08:00", "last_job_verified_at": "2026-08-14T12:17:35+08:00", "latest_run_status": "other", "latest_run_finished_at": "2026-10-31T00:23:09+08:00", "latest_run_collected_count": 0, "last_success_finished_at": "2026-08-14T12:17:35+08:00", "consecutive_failed_runs": 0}, {"source": "pccpa_campus", "label": "天健校园招聘", "official_url": "https://zhaopin.pccpa.cn/hr/recruit/school", "configured": true, "historical_count": 58, "active_count": 53, "count": 53, "denominator": 51051, "rate_percent": 0.1, "first_retained_job_seen_at": "2026-08-18T15:59:18+08:00", "first_retained_run_at": "2026-08-18T15:59:18+08:00", "last_job_verified_at": "2026-10-31T00:31:45+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:31:45+08:00", "latest_run_collected_count": 53, "last_success_finished_at": "2026-10-31T00:31:45+08:00", "consecutive_failed_runs": 0}, {"source": "pccpa_internship", "label": "天健实习招聘", "official_url": "https://zhaopin.pccpa.cn/hr/recruit/internship", "configured": true, "historical_count": 34, "active_count": 16, "count": 16, "denominator": 51051, "rate_percent": 0.03, "first_retained_job_seen_at": "2026-08-18T15:59:18+08:00", "first_retained_run_at": "2026-08-18T15:59:18+08:00", "last_job_verified_at": "2026-10-31T00:31:45+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:31:45+08:00", "latest_run_collected_count": 16, "last_success_finished_at": "2026-10-31T00:31:45+08:00", "consecutive_failed_runs": 0}, {"source": "pccpa_social", "label": "天健社会招聘", "official_url": "https://zhaopin.pccpa.cn/hr/recruit/society", "configured": true, "historical_count": 100, "active_count": 89, "count": 89, "denominator": 51051, "rate_percent": 0.17, "first_retained_job_seen_at": "2026-08-18T15:59:18+08:00", "first_retained_run_at": "2026-08-18T15:59:18+08:00", "last_job_verified_at": "2026-10-31T00:31:44+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:31:45+08:00", "latest_run_collected_count": 89, "last_success_finished_at": "2026-10-31T00:31:45+08:00", "consecutive_failed_runs": 0}, {"source": "pdd", "label": "拼多多招聘", "official_url": "https://careers.pddglobalhr.com/jobs", "configured": true, "historical_count": 872, "active_count": 787, "count": 787, "denominator": 51051, "rate_percent": 1.54, "first_retained_job_seen_at": "2026-08-03T23:16:26+08:00", "first_retained_run_at": "2026-08-03T22:05:00+08:00", "last_job_verified_at": "2026-09-14T10:02:00+08:00", "latest_run_status": "other", "latest_run_finished_at": "2026-10-31T00:02:39+08:00", "latest_run_collected_count": 0, "last_success_finished_at": "2026-09-14T10:02:00+08:00", "consecutive_failed_runs": 0}, {"source": "pdd_campus", "label": "拼多多校园招聘", "official_url": "https://careers.pddglobalhr.com/campus/grad", "configured": true, "historical_count": 62, "active_count": 36, "count": 36, "denominator": 51051, "rate_percent": 0.07, "first_retained_job_seen_at": "2026-08-06T14:15:26+08:00", "first_retained_run_at": "2026-08-06T14:15:26+08:00", "last_job_verified_at": "2026-10-31T00:23:08+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:23:08+08:00", "latest_run_collected_count": 36, "last_success_finished_at": "2026-10-31T00:23:08+08:00", "consecutive_failed_runs": 0}, {"source": "qianwen", "label": "千问招聘", "official_url": "https://talent.quark.cn/off-campus/position-list?lang=zh", "configured": true, "historical_count": 412, "active_count": 273, "count": 273, "denominator": 51051, "rate_percent": 0.53, "first_retained_job_seen_at": "2026-08-04T08:52:46+08:00", "first_retained_run_at": "2026-08-04T08:52:18+08:00", "last_job_verified_at": "2026-10-31T00:06:02+08:00", "latest_run_status": "other", "latest_run_finished_at": "2026-10-31T00:06:02+08:00", "latest_run_collected_count": 270, "last_success_finished_at": "2026-10-30T22:07:14+08:00", "consecutive_failed_runs": 0}, {"source": "semitronix_campus", "label": "广立微校园招聘", "official_url": "https://app.mokahr.com/campus-recruitment/semitronix/140043#/jobs", "configured": true, "historical_count": 79, "active_count": 63, "count": 63, "denominator": 51051, "rate_percent": 0.12, "first_retained_job_seen_at": "2026-08-28T11:47:34+08:00", "first_retained_run_at": "2026-08-28T11:47:33+08:00", "last_job_verified_at": "2026-10-31T00:28:36+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:28:36+08:00", "latest_run_collected_count": 63, "last_success_finished_at": "2026-10-31T00:28:36+08:00", "consecutive_failed_runs": 0}, {"source": "semitronix_social", "label": "广立微社会招聘", "official_url": "https://app.mokahr.com/social-recruitment/semitronix/140042#/jobs", "configured": true, "historical_count": 128, "active_count": 101, "count": 101, "denominator": 51051, "rate_percent": 0.2, "first_retained_job_seen_at": "2026-08-28T11:47:33+08:00", "first_retained_run_at": "2026-08-28T11:47:31+08:00", "last_job_verified_at": "2026-10-31T00:28:34+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:28:34+08:00", "latest_run_collected_count": 101, "last_success_finished_at": "2026-10-31T00:28:34+08:00", "consecutive_failed_runs": 0}, {"source": "smic_campus", "label": "中芯国际校园招聘", "official_url": "https://smics.zhiye.com/campus", "configured": true, "historical_count": 269, "active_count": 221, "count": 221, "denominator": 51051, "rate_percent": 0.43, "first_retained_job_seen_at": "2026-08-28T15:12:21+08:00", "first_retained_run_at": "2026-08-28T15:12:09+08:00", "last_job_verified_at": "2026-10-31T00:31:44+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:31:44+08:00", "latest_run_collected_count": 221, "last_success_finished_at": "2026-10-31T00:31:44+08:00", "consecutive_failed_runs": 0}, {"source": "smic_overseas", "label": "中芯国际海外招聘", "official_url": "https://smics.zhiye.com/overseas", "configured": true, "historical_count": 22, "active_count": 22, "count": 22, "denominator": 51051, "rate_percent": 0.04, "first_retained_job_seen_at": "2026-08-28T15:12:03+08:00", "first_retained_run_at": "2026-08-28T15:12:02+08:00", "last_job_verified_at": "2026-10-31T00:31:28+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:31:28+08:00", "latest_run_collected_count": 22, "last_success_finished_at": "2026-10-31T00:31:28+08:00", "consecutive_failed_runs": 0}, {"source": "smic_social", "label": "中芯国际社会招聘", "official_url": "https://smics.zhiye.com/social", "configured": true, "historical_count": 307, "active_count": 303, "count": 303, "denominator": 51051, "rate_percent": 0.59, "first_retained_job_seen_at": "2026-08-28T15:10:00+08:00", "first_retained_run_at": "2026-08-28T15:09:49+08:00", "last_job_verified_at": "2026-10-31T00:31:26+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:31:27+08:00", "latest_run_collected_count": 303, "last_success_finished_at": "2026-10-31T00:31:27+08:00", "consecutive_failed_runs": 0}, {"source": "svolt_campus", "label": "蜂巢能源校园招聘", "official_url": "https://svolt.zhiye.com/campus/jobs", "configured": true, "historical_count": 239, "active_count": 204, "count": 204, "denominator": 51051, "rate_percent": 0.4, "first_retained_job_seen_at": "2026-08-28T15:09:39+08:00", "first_retained_run_at": "2026-08-28T15:09:39+08:00", "last_job_verified_at": "2026-10-31T00:30:42+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:30:42+08:00", "latest_run_collected_count": 204, "last_success_finished_at": "2026-10-31T00:30:42+08:00", "consecutive_failed_runs": 0}, {"source": "svolt_social", "label": "蜂巢能源社会招聘", "official_url": "https://svolt.zhiye.com/social/jobs?LocId=%5B%7B%22id%22%3A%223204%22%2C%22label%22%3A%22%E5%B8%B8%E5%B7%9E%E5%B8%82%22%7D%5D", "configured": true, "historical_count": 245, "active_count": 108, "count": 108, "denominator": 51051, "rate_percent": 0.21, "first_retained_job_seen_at": "2026-08-28T15:09:39+08:00", "first_retained_run_at": "2026-08-28T15:09:38+08:00", "last_job_verified_at": "2026-10-31T00:30:40+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:30:40+08:00", "latest_run_collected_count": 108, "last_success_finished_at": "2026-10-31T00:30:40+08:00", "consecutive_failed_runs": 0}, {"source": "taotian", "label": "淘天集团招聘", "official_url": "https://talent.taotian.com/off-campus/position-list?lang=zh&search=", "configured": true, "historical_count": 1034, "active_count": 526, "count": 526, "denominator": 51051, "rate_percent": 1.03, "first_retained_job_seen_at": "2026-08-04T09:13:24+08:00", "first_retained_run_at": "2026-08-04T08:48:44+08:00", "last_job_verified_at": "2026-10-31T00:03:34+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:03:35+08:00", "latest_run_collected_count": 526, "last_success_finished_at": "2026-10-31T00:03:35+08:00", "consecutive_failed_runs": 0}, {"source": "tencent", "label": "腾讯招聘", "official_url": "https://careers.tencent.com/zh-cn/search.html?query=at_1,at_2,at_3,at_5", "configured": true, "historical_count": 3913, "active_count": 2248, "count": 2248, "denominator": 51051, "rate_percent": 4.4, "first_retained_job_seen_at": "2026-08-03T15:41:40+08:00", "first_retained_run_at": "2026-08-03T15:39:27+08:00", "last_job_verified_at": "2026-10-31T00:00:39+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:00:46+08:00", "latest_run_collected_count": 2248, "last_success_finished_at": "2026-10-31T00:00:46+08:00", "consecutive_failed_runs": 0}, {"source": "tencent_campus", "label": "腾讯校园招聘", "official_url": "https://join.qq.com/post.html?", "configured": true, "historical_count": 1297, "active_count": 1001, "count": 1001, "denominator": 51051, "rate_percent": 1.96, "first_retained_job_seen_at": "2026-08-06T14:14:30+08:00", "first_retained_run_at": "2026-08-06T14:14:29+08:00", "last_job_verified_at": "2026-10-31T00:20:38+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:20:44+08:00", "latest_run_collected_count": 1001, "last_success_finished_at": "2026-10-31T00:20:44+08:00", "consecutive_failed_runs": 0}, {"source": "thead", "label": "平头哥招聘", "official_url": "https://recruitment.t-head.cn/off-campus/position-list?lang=zh", "configured": true, "historical_count": 227, "active_count": 195, "count": 195, "denominator": 51051, "rate_percent": 0.38, "first_retained_job_seen_at": "2026-08-04T08:53:09+08:00", "first_retained_run_at": "2026-08-04T08:52:47+08:00", "last_job_verified_at": "2026-10-31T00:06:04+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:06:04+08:00", "latest_run_collected_count": 195, "last_success_finished_at": "2026-10-31T00:06:04+08:00", "consecutive_failed_runs": 0}, {"source": "tongyi", "label": "通义实验室招聘", "official_url": "https://careers-tongyi.alibaba.com/?lang=zh", "configured": true, "historical_count": 83, "active_count": 70, "count": 70, "denominator": 51051, "rate_percent": 0.14, "first_retained_job_seen_at": "2026-08-04T08:52:02+08:00", "first_retained_run_at": "2026-08-04T08:51:46+08:00", "last_job_verified_at": "2026-10-31T00:05:46+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:05:46+08:00", "latest_run_collected_count": 70, "last_success_finished_at": "2026-10-31T00:05:46+08:00", "consecutive_failed_runs": 0}, {"source": "xiaohongshu", "label": "小红书招聘", "official_url": "https://job.xiaohongshu.com/social/position?positionName=", "configured": true, "historical_count": 1139, "active_count": 866, "count": 866, "denominator": 51051, "rate_percent": 1.7, "first_retained_job_seen_at": "2026-08-03T19:45:38+08:00", "first_retained_run_at": "2026-08-03T19:45:36+08:00", "last_job_verified_at": "2026-10-31T00:20:02+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:20:03+08:00", "latest_run_collected_count": 866, "last_success_finished_at": "2026-10-31T00:20:03+08:00", "consecutive_failed_runs": 0}, {"source": "xiaohongshu_campus", "label": "小红书校园招聘", "official_url": "https://job.xiaohongshu.com/campus/position", "configured": true, "historical_count": 1034, "active_count": 533, "count": 533, "denominator": 51051, "rate_percent": 1.04, "first_retained_job_seen_at": "2026-08-06T14:17:01+08:00", "first_retained_run_at": "2026-08-06T14:17:01+08:00", "last_job_verified_at": "2026-10-31T00:28:25+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:28:25+08:00", "latest_run_collected_count": 533, "last_success_finished_at": "2026-10-31T00:28:25+08:00", "consecutive_failed_runs": 0}, {"source": "xiaomi", "label": "小米招聘", "official_url": "https://xiaomi.jobs.f.mioffice.cn/index", "configured": true, "historical_count": 3111, "active_count": 2024, "count": 2024, "denominator": 51051, "rate_percent": 3.96, "first_retained_job_seen_at": "2026-08-03T19:30:32+08:00", "first_retained_run_at": "2026-08-03T19:28:06+08:00", "last_job_verified_at": "2026-10-31T00:18:54+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:18:54+08:00", "latest_run_collected_count": 2024, "last_success_finished_at": "2026-10-31T00:18:54+08:00", "consecutive_failed_runs": 0}, {"source": "xiaomi_campus", "label": "小米校园招聘", "official_url": "https://xiaomi.jobs.f.mioffice.cn/campus/?spread=J7NS6YR", "configured": true, "historical_count": 938, "active_count": 802, "count": 802, "denominator": 51051, "rate_percent": 1.57, "first_retained_job_seen_at": "2026-08-06T14:16:50+08:00", "first_retained_run_at": "2026-08-06T14:16:18+08:00", "last_job_verified_at": "2026-10-31T00:27:52+08:00", "latest_run_status": "success", "latest_run_finished_at": "2026-10-31T00:27:52+08:00", "latest_run_collected_count": 802, "last_success_finished_at": "2026-10-31T00:27:52+08:00", "consecutive_failed_runs": 0}], "collection_health": {"denominator": 82, "latest_run_status_counts": {"success": 77, "failed": 2, "other": 3, "unavailable": 0}, "active_record_freshness": {"verified_within_24h": {"count": 49492, "denominator": 51051, "rate_percent": 96.95}, "older_than_24h": {"count": 1559, "denominator": 51051, "rate_percent": 3.05}, "missing_or_invalid": {"count": 0, "denominator": 51051, "rate_percent": 0.0}, "future_timestamp": {"count": 0, "denominator": 51051, "rate_percent": 0.0}}}, "comparison": {"status": "UNAVAILABLE", "window_days": 7, "baseline_date": "2026-10-24", "reason": "七天前快照须先核对来源集合、岗位标识及字段修订；仅有总量快照不证明同口径，不计算新增、环比或趋势。"}, "methodology": {"active": "is_active = 1 表示数据库最近留存的在招状态，不等于本次生成时再次访问官网。", "data_as_of": "所有留存岗位 last_seen_at 的最大值；不是每个来源同时核验的时间。各来源时间单列。", "types": "直接使用 jobs.job_type，不根据标题、公司或关键词推断；未知值单列。", "cities": "沿用 CITY_THEMES 的城市词，匹配 location 原文；同一岗位可命中多个城市，各城市数量不可相加当作独立岗位数。未匹配不等于无地点。", "city_types": "城市与 job_type 交叉统计同一份在招快照；占比分母为该城市命中记录数。招聘类型不按标题推断，多地点岗位可在多个城市出现，来源数不是独立企业数。", "quality": "统计存储字段去空白后的存在性，不表示内容正确、完整或适合所有用户；日期有效率另用 Python date.fromisoformat 校验前 10 位。", "official_date": "只读取 posted_at，不以 updated_at、first_seen_at 或 last_seen_at 补齐官网发布日期；仍受采集来源字段语义的限制。", "source_history": "最早留存岗位/运行时间仅表示当前数据库保留的证据边界，不证明来源真实上线或接入日期。", "failures": "最新采集失败、无运行记录或旧核验记录均保留披露；失败来源中的在招记录可能滞后。不得将采集失败视作官网无岗位。", "limitations": ["样本仅涵盖已接入企业招聘来源，不代表全行业、全国岗位总量或招聘需求增长。", "不同来源可能存在同一岗位、批次或城市重复记录；未进行跨来源语义去重。", "岗位数不是招聘人数；城市词命中不是行政区精确定位或独立岗位分配。", "首次发现时间是职先机采集证据，不是企业官网新发布或来源新加入时间。", "采集失败、来源加入、历史回填和字段修复均可改变统计口径；无同口径历史快照不做趋势结论。", "生成过程仅备份读取 jobs 与 source_runs 聚合，不读取账号、访客、邮箱或 IP。"], "sql": {"overview": "SELECT COUNT(*) AS historical_count,\n        SUM(is_active = 1) AS active_count, SUM(is_active = 0) AS inactive_count,\n        COUNT(DISTINCT CASE WHEN is_active = 1 THEN source END) AS active_source_count,\n        MIN(NULLIF(first_seen_at, '')) AS coverage_start,\n        MAX(NULLIF(last_seen_at, '')) AS data_as_of FROM jobs", "types": "SELECT job_type, COUNT(*) AS active_count,\n        COUNT(DISTINCT source) AS source_count FROM jobs WHERE is_active = 1\n        GROUP BY job_type ORDER BY active_count DESC, job_type", "cities": "SELECT COUNT(*) AS active_count FROM jobs\n        WHERE is_active = 1 AND instr(location, ?) > 0", "city_types": "SELECT job_type, COUNT(*) AS active_count,\n        COUNT(DISTINCT source) AS source_count FROM jobs\n        WHERE is_active = 1 AND instr(location, ?) > 0\n        GROUP BY job_type ORDER BY active_count DESC, job_type", "city_union": "SELECT COUNT(*) FROM jobs WHERE is_active = 1\n        AND matches_city(location) = 1", "quality": "SELECT SUM(has_text(description)) AS description,\n        SUM(has_text(requirements)) AS requirements,\n        SUM(has_text(posted_at)) AS official_posted_at_present,\n        SUM(valid_date(posted_at)) AS official_posted_at_valid,\n        SUM(has_text(location)) AS location,\n        SUM(has_text(description) AND has_text(requirements)) AS description_and_requirements\n        FROM jobs WHERE is_active = 1", "sources": "SELECT source, COUNT(*) AS historical_count,\n        SUM(is_active = 1) AS active_count,\n        MIN(NULLIF(first_seen_at, '')) AS first_retained_job_seen_at,\n        MAX(NULLIF(last_seen_at, '')) AS last_job_verified_at\n        FROM jobs GROUP BY source ORDER BY source", "runs": "SELECT id, source, status, started_at, finished_at, collected_count\n        FROM source_runs ORDER BY id DESC", "freshness": "SELECT last_seen_at, COUNT(*) AS active_count\n        FROM jobs WHERE is_active = 1 GROUP BY last_seen_at"}, "sql_parameters": {"cities": {"beijing": "北京", "shanghai": "上海", "shenzhen": "深圳", "guangzhou": "广州", "hangzhou": "杭州", "chengdu": "成都", "nanjing": "南京", "wuhan": "武汉", "xian": "西安", "suzhou": "苏州"}}}}