{"ok":true,"data":{"page":1,"pageSize":20,"total":2846,"items":[{"id":"occ_software_engineer","slug":"software-engineer","name":"程序员","englishName":"Software Engineer","aliases":["软件工程师","开发工程师","码农"],"category":"技术与研发","sourceType":"custom_cn_white_collar_seed","nationalCode":null,"riskScore":62,"augmentationScore":91,"humanMoatScore":58,"incomePotentialScore":86,"transitionOpportunityScore":83,"futureScore":6.8,"riskLevel":"medium_high","marketTrend":"polarized","confidenceLevel":"seed","methodologyVersion":"cm_cn_v0.1_seed_heuristic","summary":"程序员在 AI 时代更可能出现任务重组，而不是简单消失。基础、重复、标准化任务会受到更大影响；具备判断、沟通、系统设计和结果责任的人更有职业护城河。","conclusion":"对于程序员，建议把 AI 当作效率工具，减少低价值重复劳动，同时强化业务理解、复杂判断、人际协作和对结果负责的能力。","tasks":[{"name":"编写基础代码和样例实现","taskType":"automation","exposureScore":78,"weight":0.33,"explanation":"标准化代码片段、CRUD 和样例实现可被 AI 快速生成。"},{"name":"定位问题、重构和生成测试","taskType":"augmentation","exposureScore":82,"weight":0.33,"explanation":"AI 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时代更可能出现任务重组，而不是简单消失。基础、重复、标准化任务会受到更大影响；具备判断、沟通、系统设计和结果责任的人更有职业护城河。","conclusion":"对于新媒体运营，建议把 AI 当作效率工具，减少低价值重复劳动，同时强化业务理解、复杂判断、人际协作和对结果负责的能力。","tasks":[{"name":"生成标题、文案初稿和内容改写","taskType":"automation","exposureScore":86,"weight":0.33,"explanation":"文本生成和风格改写是生成式 AI 的强项。"},{"name":"爆款拆解、选题扩展和数据复盘","taskType":"augmentation","exposureScore":84,"weight":0.33,"explanation":"AI 能辅助拆解样本和提出选题假设。"},{"name":"品牌定位、用户洞察和商业转化设计","taskType":"human_moat","exposureScore":62,"weight":0.33,"explanation":"真正有效的内容依赖语境、判断和结果责任。"}],"relatedCareers":[{"targetSlug":"ai-product-manager","relationType":"safer","transitionDifficulty":"medium","reason":"相似技能可迁移，且更强调判断、沟通或 AI-native 能力。"},{"targetSlug":"user-growth-manager","relationType":"safer","transitionDifficulty":"medium","reason":"相似技能可迁移，且更强调判断、沟通或 AI-native 能力。"},{"targetSlug":"private-domain-operator","relationType":"safer","transitionDifficulty":"medium","reason":"相似技能可迁移，且更强调判断、沟通或 AI-native 能力。"},{"targetSlug":"video-director","relationType":"safer","transitionDifficulty":"medium","reason":"相似技能可迁移，且更强调判断、沟通或 AI-native 能力。"}],"seoTitle":"新媒体运营会被 AI 替代吗？AI风险、职业护城河与转型方向｜职业护城河","seoDescription":"查看新媒体运营的 AI 替代风险、AI增强机会、人类护城河、易被替代任务和未来转型方向。","isPublished":true,"isFeatured":true,"updatedAt":"2026-06-29"},{"id":"occ_xiaohongshu_operator","slug":"xiaohongshu-operator","name":"小红书运营","englishName":"Xiaohongshu Operator","aliases":["小红书内容运营","种草运营"],"category":"内容与运营","sourceType":"custom_cn_white_collar_seed","nationalCode":null,"riskScore":74,"augmentationScore":88,"humanMoatScore":40,"incomePotentialScore":56,"transitionOpportunityScore":80,"futureScore":5.5,"riskLevel":"high","marketTrend":"polarized","confidenceLevel":"seed","methodologyVersion":"cm_cn_v0.1_seed_heuristic","summary":"小红书运营在 AI 时代更可能出现任务重组，而不是简单消失。基础、重复、标准化任务会受到更大影响；具备判断、沟通、系统设计和结果责任的人更有职业护城河。","conclusion":"对于小红书运营，建议把 AI 当作效率工具，减少低价值重复劳动，同时强化业务理解、复杂判断、人际协作和对结果负责的能力。","tasks":[{"name":"生成标题、文案初稿和内容改写","taskType":"automation","exposureScore":86,"weight":0.33,"explanation":"文本生成和风格改写是生成式 AI 的强项。"},{"name":"爆款拆解、选题扩展和数据复盘","taskType":"augmentation","exposureScore":84,"weight":0.33,"explanation":"AI 能辅助拆解样本和提出选题假设。"},{"name":"品牌定位、用户洞察和商业转化设计","taskType":"human_moat","exposureScore":62,"weight":0.33,"explanation":"真正有效的内容依赖语境、判断和结果责任。"}],"relatedCareers":[{"targetSlug":"new-media-operator","relationType":"safer","transitionDifficulty":"medium","reason":"相似技能可迁移，且更强调判断、沟通或 AI-native 能力。"},{"targetSlug":"user-growth-manager","relationType":"safer","transitionDifficulty":"medium","reason":"相似技能可迁移，且更强调判断、沟通或 AI-native 能力。"},{"targetSlug":"brand-designer","relationType":"safer","transitionDifficulty":"medium","reason":"相似技能可迁移，且更强调判断、沟通或 AI-native 能力。"},{"targetSlug":"private-domain-operator","relationType":"safer","transitionDifficulty":"medium","reason":"相似技能可迁移，且更强调判断、沟通或 AI-native 能力。"}],"seoTitle":"小红书运营会被 AI 替代吗？AI风险、职业护城河与转型方向｜职业护城河","seoDescription":"查看小红书运营的 AI 替代风险、AI增强机会、人类护城河、易被替代任务和未来转型方向。","isPublished":true,"isFeatured":false,"updatedAt":"2026-06-29"},{"id":"occ_content_editor","slug":"content-editor","name":"文案编辑","englishName":"Copywriter / Editor","aliases":["文案","编辑","内容编辑"],"category":"内容与运营","sourceType":"custom_cn_white_collar_seed","nationalCode":null,"riskScore":78,"augmentationScore":86,"humanMoatScore":38,"incomePotentialScore":52,"transitionOpportunityScore":68,"futureScore":5,"riskLevel":"high","marketTrend":"declining","confidenceLevel":"seed","methodologyVersion":"cm_cn_v0.1_seed_heuristic","summary":"文案编辑在 AI 时代更可能出现任务重组，而不是简单消失。基础、重复、标准化任务会受到更大影响；具备判断、沟通、系统设计和结果责任的人更有职业护城河。","conclusion":"对于文案编辑，建议把 AI 当作效率工具，减少低价值重复劳动，同时强化业务理解、复杂判断、人际协作和对结果负责的能力。","tasks":[{"name":"生成标题、文案初稿和内容改写","taskType":"automation","exposureScore":86,"weight":0.33,"explanation":"文本生成和风格改写是生成式 AI 的强项。"},{"name":"爆款拆解、选题扩展和数据复盘","taskType":"augmentation","exposureScore":84,"weight":0.33,"explanation":"AI 能辅助拆解样本和提出选题假设。"},{"name":"品牌定位、用户洞察和商业转化设计","taskType":"human_moat","exposureScore":62,"weight":0.33,"explanation":"真正有效的内容依赖语境、判断和结果责任。"}],"relatedCareers":[{"targetSlug":"new-media-operator","relationType":"safer","transitionDifficulty":"medium","reason":"相似技能可迁移，且更强调判断、沟通或 AI-native 能力。"},{"targetSlug":"brand-designer","relationType":"safer","transitionDifficulty":"medium","reason":"相似技能可迁移，且更强调判断、沟通或 AI-native 能力。"},{"targetSlug":"video-director","relationType":"safer","transitionDifficulty":"medium","reason":"相似技能可迁移，且更强调判断、沟通或 AI-native 能力。"},{"targetSlug":"vocational-trainer","relationType":"safer","transitionDifficulty":"medium","reason":"相似技能可迁移，且更强调判断、沟通或 AI-native 能力。"}],"seoTitle":"文案编辑会被 AI 替代吗？AI风险、职业护城河与转型方向｜职业护城河","seoDescription":"查看文案编辑的 AI 替代风险、AI增强机会、人类护城河、易被替代任务和未来转型方向。","isPublished":true,"isFeatured":false,"updatedAt":"2026-06-29"},{"id":"occ_short_video_editor","slug":"short-video-editor","name":"短视频剪辑师","englishName":"Short Video Editor","aliases":["剪辑师","视频剪辑"],"category":"内容与运营","sourceType":"custom_cn_white_collar_seed","nationalCode":null,"riskScore":63,"augmentationScore":82,"humanMoatScore":52,"incomePotentialScore":60,"transitionOpportunityScore":72,"futureScore":5.8,"riskLevel":"medium_high","marketTrend":"polarized","confidenceLevel":"seed","methodologyVersion":"cm_cn_v0.1_seed_heuristic","summary":"短视频剪辑师在 AI 时代更可能出现任务重组，而不是简单消失。基础、重复、标准化任务会受到更大影响；具备判断、沟通、系统设计和结果责任的人更有职业护城河。","conclusion":"对于短视频剪辑师，建议把 AI 当作效率工具，减少低价值重复劳动，同时强化业务理解、复杂判断、人际协作和对结果负责的能力。","tasks":[{"name":"生成标题、文案初稿和内容改写","taskType":"automation","exposureScore":86,"weight":0.33,"explanation":"文本生成和风格改写是生成式 AI 的强项。"},{"name":"爆款拆解、选题扩展和数据复盘","taskType":"augmentation","exposureScore":84,"weight":0.33,"explanation":"AI 能辅助拆解样本和提出选题假设。"},{"name":"品牌定位、用户洞察和商业转化设计","taskType":"human_moat","exposureScore":62,"weight":0.33,"explanation":"真正有效的内容依赖语境、判断和结果责任。"}],"relatedCareers":[],"seoTitle":"短视频剪辑师会被 AI 替代吗？AI风险、职业护城河与转型方向｜职业护城河","seoDescription":"查看短视频剪辑师的 AI 替代风险、AI增强机会、人类护城河、易被替代任务和未来转型方向。","isPublished":true,"isFeatured":false,"updatedAt":"2026-06-29"},{"id":"occ_live_stream_operator","slug":"live-stream-operator","name":"直播运营","englishName":"Live Streaming Operator","aliases":["直播间运营","直播中控"],"category":"内容与运营","sourceType":"custom_cn_white_collar_seed","nationalCode":null,"riskScore":55,"augmentationScore":80,"humanMoatScore":60,"incomePotentialScore":63,"transitionOpportunityScore":74,"futureScore":6.3,"riskLevel":"medium_high","marketTrend":"stable","confidenceLevel":"seed","methodologyVersion":"cm_cn_v0.1_seed_heuristic","summary":"直播运营在 AI 时代更可能出现任务重组，而不是简单消失。基础、重复、标准化任务会受到更大影响；具备判断、沟通、系统设计和结果责任的人更有职业护城河。","conclusion":"对于直播运营，建议把 AI 当作效率工具，减少低价值重复劳动，同时强化业务理解、复杂判断、人际协作和对结果负责的能力。","tasks":[{"name":"生成标题、文案初稿和内容改写","taskType":"automation","exposureScore":86,"weight":0.33,"explanation":"文本生成和风格改写是生成式 AI 的强项。"},{"name":"爆款拆解、选题扩展和数据复盘","taskType":"augmentation","exposureScore":84,"weight":0.33,"explanation":"AI 能辅助拆解样本和提出选题假设。"},{"name":"品牌定位、用户洞察和商业转化设计","taskType":"human_moat","exposureScore":62,"weight":0.33,"explanation":"真正有效的内容依赖语境、判断和结果责任。"}],"relatedCareers":[],"seoTitle":"直播运营会被 AI 替代吗？AI风险、职业护城河与转型方向｜职业护城河","seoDescription":"查看直播运营的 AI 替代风险、AI增强机会、人类护城河、易被替代任务和未来转型方向。","isPublished":true,"isFeatured":false,"updatedAt":"2026-06-29"},{"id":"occ_private_domain_operator","slug":"private-domain-operator","name":"私域运营","englishName":"Private Domain Operator","aliases":["社群运营","用户运营"],"category":"内容与运营","sourceType":"custom_cn_white_collar_seed","nationalCode":null,"riskScore":47,"augmentationScore":82,"humanMoatScore":66,"incomePotentialScore":64,"transitionOpportunityScore":76,"futureScore":6.7,"riskLevel":"medium","marketTrend":"stable","confidenceLevel":"seed","methodologyVersion":"cm_cn_v0.1_seed_heuristic","summary":"私域运营在 AI 时代更可能出现任务重组，而不是简单消失。基础、重复、标准化任务会受到更大影响；具备判断、沟通、系统设计和结果责任的人更有职业护城河。","conclusion":"对于私域运营，建议把 AI 当作效率工具，减少低价值重复劳动，同时强化业务理解、复杂判断、人际协作和对结果负责的能力。","tasks":[{"name":"标准问题回复和信息查询","taskType":"automation","exposureScore":82,"weight":0.33,"explanation":"标准问答和流程查询可被机器人处理。"},{"name":"客户记录整理和话术优化","taskType":"augmentation","exposureScore":78,"weight":0.33,"explanation":"AI 能辅助总结对话、生成回复建议。"},{"name":"复杂投诉、情绪安抚和信任建立","taskType":"human_moat","exposureScore":66,"weight":0.33,"explanation":"高压沟通和长期关系仍依赖真人。"}],"relatedCareers":[],"seoTitle":"私域运营会被 AI 替代吗？AI风险、职业护城河与转型方向｜职业护城河","seoDescription":"查看私域运营的 AI 替代风险、AI增强机会、人类护城河、易被替代任务和未来转型方向。","isPublished":true,"isFeatured":false,"updatedAt":"2026-06-29"},{"id":"occ_ecommerce_operator","slug":"ecommerce-operator","name":"电商运营","englishName":"E-commerce Operator","aliases":["店铺运营","淘宝运营"],"category":"内容与运营","sourceType":"custom_cn_white_collar_seed","nationalCode":null,"riskScore":58,"augmentationScore":84,"humanMoatScore":56,"incomePotentialScore":66,"transitionOpportunityScore":75,"futureScore":6.2,"riskLevel":"medium_high","marketTrend":"polarized","confidenceLevel":"seed","methodologyVersion":"cm_cn_v0.1_seed_heuristic","summary":"电商运营在 AI 时代更可能出现任务重组，而不是简单消失。基础、重复、标准化任务会受到更大影响；具备判断、沟通、系统设计和结果责任的人更有职业护城河。","conclusion":"对于电商运营，建议把 AI 当作效率工具，减少低价值重复劳动，同时强化业务理解、复杂判断、人际协作和对结果负责的能力。","tasks":[{"name":"生成标题、文案初稿和内容改写","taskType":"automation","exposureScore":86,"weight":0.33,"explanation":"文本生成和风格改写是生成式 AI 的强项。"},{"name":"爆款拆解、选题扩展和数据复盘","taskType":"augmentation","exposureScore":84,"weight":0.33,"explanation":"AI 能辅助拆解样本和提出选题假设。"},{"name":"品牌定位、用户洞察和商业转化设计","taskType":"human_moat","exposureScore":62,"weight":0.33,"explanation":"真正有效的内容依赖语境、判断和结果责任。"}],"relatedCareers":[],"seoTitle":"电商运营会被 AI 替代吗？AI风险、职业护城河与转型方向｜职业护城河","seoDescription":"查看电商运营的 AI 替代风险、AI增强机会、人类护城河、易被替代任务和未来转型方向。","isPublished":true,"isFeatured":false,"updatedAt":"2026-06-29"},{"id":"occ_ad_optimization_specialist","slug":"ad-optimization-specialist","name":"投放优化师","englishName":"Ad Optimization Specialist","aliases":["投手","广告优化师"],"category":"市场与销售","sourceType":"custom_cn_white_collar_seed","nationalCode":null,"riskScore":60,"augmentationScore":86,"humanMoatScore":52,"incomePotentialScore":72,"transitionOpportunityScore":78,"futureScore":6.3,"riskLevel":"medium_high","marketTrend":"polarized","confidenceLevel":"seed","methodologyVersion":"cm_cn_v0.1_seed_heuristic","summary":"投放优化师在 AI 时代更可能出现任务重组，而不是简单消失。基础、重复、标准化任务会受到更大影响；具备判断、沟通、系统设计和结果责任的人更有职业护城河。","conclusion":"对于投放优化师，建议把 AI 当作效率工具，减少低价值重复劳动，同时强化业务理解、复杂判断、人际协作和对结果负责的能力。","tasks":[{"name":"生成标题、文案初稿和内容改写","taskType":"automation","exposureScore":86,"weight":0.33,"explanation":"文本生成和风格改写是生成式 AI 的强项。"},{"name":"爆款拆解、选题扩展和数据复盘","taskType":"augmentation","exposureScore":84,"weight":0.33,"explanation":"AI 能辅助拆解样本和提出选题假设。"},{"name":"品牌定位、用户洞察和商业转化设计","taskType":"human_moat","exposureScore":62,"weight":0.33,"explanation":"真正有效的内容依赖语境、判断和结果责任。"}],"relatedCareers":[],"seoTitle":"投放优化师会被 AI 替代吗？AI风险、职业护城河与转型方向｜职业护城河","seoDescription":"查看投放优化师的 AI 替代风险、AI增强机会、人类护城河、易被替代任务和未来转型方向。","isPublished":true,"isFeatured":false,"updatedAt":"2026-06-29"},{"id":"occ_user_growth_manager","slug":"user-growth-manager","name":"用户增长经理","englishName":"User Growth Manager","aliases":["增长运营","增长经理"],"category":"市场与销售","sourceType":"custom_cn_white_collar_seed","nationalCode":null,"riskScore":45,"augmentationScore":88,"humanMoatScore":70,"incomePotentialScore":78,"transitionOpportunityScore":84,"futureScore":7.3,"riskLevel":"medium","marketTrend":"rising","confidenceLevel":"seed","methodologyVersion":"cm_cn_v0.1_seed_heuristic","summary":"用户增长经理在 AI 时代更可能出现任务重组，而不是简单消失。基础、重复、标准化任务会受到更大影响；具备判断、沟通、系统设计和结果责任的人更有职业护城河。","conclusion":"对于用户增长经理，建议把 AI 当作效率工具，减少低价值重复劳动，同时强化业务理解、复杂判断、人际协作和对结果负责的能力。","tasks":[{"name":"生成计划、汇报和复盘文档","taskType":"automation","exposureScore":62,"weight":0.33,"explanation":"标准管理文档可由 AI 辅助生成。"},{"name":"目标拆解、数据复盘和流程设计","taskType":"augmentation","exposureScore":84,"weight":0.33,"explanation":"AI 能提升管理者的信息处理能力。"},{"name":"决策、组织动员和结果负责","taskType":"human_moat","exposureScore":84,"weight":0.33,"explanation":"管理核心是判断、责任和人。"}],"relatedCareers":[],"seoTitle":"用户增长经理会被 AI 替代吗？AI风险、职业护城河与转型方向｜职业护城河","seoDescription":"查看用户增长经理的 AI 替代风险、AI增强机会、人类护城河、易被替代任务和未来转型方向。","isPublished":true,"isFeatured":false,"updatedAt":"2026-06-29"},{"id":"occ_customer_service_representative","slug":"customer-service-representative","name":"客服专员","englishName":"Customer Service Representative","aliases":["在线客服","售后客服"],"category":"市场与销售","sourceType":"custom_cn_white_collar_seed","nationalCode":null,"riskScore":82,"augmentationScore":78,"humanMoatScore":30,"incomePotentialScore":42,"transitionOpportunityScore":55,"futureScore":4.2,"riskLevel":"high","marketTrend":"declining","confidenceLevel":"seed","methodologyVersion":"cm_cn_v0.1_seed_heuristic","summary":"客服专员在 AI 时代更可能出现任务重组，而不是简单消失。基础、重复、标准化任务会受到更大影响；具备判断、沟通、系统设计和结果责任的人更有职业护城河。","conclusion":"对于客服专员，建议把 AI 当作效率工具，减少低价值重复劳动，同时强化业务理解、复杂判断、人际协作和对结果负责的能力。","tasks":[{"name":"标准问题回复和信息查询","taskType":"automation","exposureScore":82,"weight":0.33,"explanation":"标准问答和流程查询可被机器人处理。"},{"name":"客户记录整理和话术优化","taskType":"augmentation","exposureScore":78,"weight":0.33,"explanation":"AI 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