{"version":"2026-10-02.2","occupation":{"id":"DATA","code":"15-2051.00","name":"数据科学家","nameEn":"Data Scientists","mapping":"数据科学家是参照职业，涵盖建模与统计；不等同于所有数据分析岗位","sourceUrl":"https://www.onetonline.org/link/summary/15-2051.00","taskIds":["DATA-21823","DATA-21828","DATA-21837","DATA-21829","DATA-21836","DATA-21831","DATA-21826","DATA-21827","DATA-21833","DATA-21824","DATA-21832","DATA-21838","DATA-21835","DATA-21834","DATA-21825","DATA-21830"]},"task":{"id":"DATA-21830","occupationId":"DATA","sourceTaskId":"21830","title":"设计调查问卷、民意测验等数据收集工具","sourceStatement":"Design surveys, opinion polls, or other instruments to collect data.","sourceVersion":"O*NET 31.0","sourceUrl":"https://www.onetonline.org/link/summary/15-2051.00#Tasks","sourceTaskType":"Supplemental","importance":2.95,"scenario":"指定对象、测量目标、隐私与采集授权","coveredActions":["生成调查题目","检查题目引导性","确认调查授权与范围"],"notCovered":["该场景之外的组织规则、其他系统或数据、长期结果尚未验证"],"dependencyBasis":"本场景显式审阅的顺序依赖；不是O*NET或DWA规定的唯一工作流","decompositionBasis":"本站基于任务陈述及关联DWA设计的场景还原候选；DWA不是执行顺序或官方原子切分","relatedActivities":[{"id":"4.A.3.b.2.f.13","name":"Develop procedures to evaluate organizational activities."}],"atomIds":["DATA-21830-A1","DATA-21830-A2","DATA-21830-A3"],"caseIds":[],"completionRule":"全部必要原子产物与依赖通过，且需要的负责人确认、真实交互或现场动作有实际证据，才可验收本页限定场景；未覆盖的来源动作仍需补齐，不能据此宣告职业任务在所有场景完成","successRate":null,"fieldValidated":false},"atoms":[{"id":"DATA-21830-A1","taskId":"DATA-21830","title":"生成调查题目","scope":"指定对象、测量目标、隐私与采集授权","inputs":["获准的数据、字段字典、业务问题、SQL或统计环境与口径"],"output":"题目草稿","acceptance":["题目草稿覆盖指定范围内的对象，事实与假设分开且事实有出处","缺失条件、冲突与未支持结论明确列出；表示方式可不同，不按固定措辞验收"],"dependsOn":[],"mode":"ai_candidate","feasibility":"unverified_candidate","assessmentBasis":"输入与产物可界定，可提出独立验收；这是待测试的分工建议","evidence":[],"verifiedExamples":[],"successRate":null,"fieldValidated":false,"stopCondition":"输入或权限缺失、关键验收失败或存在未解决冲突时，保留产物并交回责任人；不能自动宣告父任务完成"},{"id":"DATA-21830-A2","taskId":"DATA-21830","title":"检查题目引导性","scope":"指定对象、测量目标、隐私与采集授权","inputs":["获准的数据、字段字典、业务问题、SQL或统计环境与口径","前置产物：题目草稿"],"output":"题目审查记录","acceptance":["题目审查记录逐条列出核对对象、实际依据、差异和未通过项","缺证据保留未知；不能把自述、字段齐全或格式相同当作验收通过"],"dependsOn":["DATA-21830-A1"],"mode":"ai_candidate","feasibility":"unverified_candidate","assessmentBasis":"输入与产物可界定，可提出独立验收；这是待测试的分工建议","evidence":[],"verifiedExamples":[],"successRate":null,"fieldValidated":false,"stopCondition":"输入或权限缺失、关键验收失败或存在未解决冲突时，保留产物并交回责任人；不能自动宣告父任务完成"},{"id":"DATA-21830-A3","taskId":"DATA-21830","title":"确认调查授权与范围","scope":"指定对象、测量目标、隐私与采集授权","inputs":["获准的数据、字段字典、业务问题、SQL或统计环境与口径","前置产物：题目审查记录"],"output":"调查批准记录","acceptance":["调查批准记录写明决定人、授权范围、所依据的事实及仍未确认项","不能用AI草稿、模型成绩或工具成功状态替代负责人真实确认"],"dependsOn":["DATA-21830-A2"],"mode":"human_decision","feasibility":"requires_human","assessmentBasis":"当前场景含负责人的决定或现场动作","evidence":[],"verifiedExamples":[],"successRate":null,"fieldValidated":false,"stopCondition":"输入或权限缺失、关键验收失败或存在未解决冲突时，保留产物并交回责任人；不能自动宣告父任务完成"}],"completionRules":{"example":"只证明保存的AI产物在一个限定例中通过，不能外推子任务完成率","adjacent":"相近基准证明测试中存在相关能力，不证明本站原子项已完成","candidate":"可交给AI先尝试是编辑建议，完成性待验收","human":"人的决定或现场动作是当前场景的接管点，不等于AI不能提供辅助","rollup":"父任务须通过所有必要产物、依赖与人工门槛；禁止平均子任务数量或外部分数得到职业自动化率"}}