21211 数据科学家 Data scientists -FLYabroad NOC
飞出国 NOC2021：21211 数据科学家使用先进的分析技术（包括机器学习和预测建模）来支持趋势识别、从非结构化数据源中获取信息并提供自动化建议。他们受雇于私营和公共部门的咨询公司、大学、银行和信息技术部门。Data scientists use advanced analytics technologies, including machine learning and predictive modelling, to support the identification of trends, scrape information from unstructured data sources and provide automated recommendations. They are employed by consulting firms, universities, banks and information technology departments in the private and public sectors.
21211 数据科学家示例职业名称 - 飞出国 Example titles-FLYabroad NOC
- 数据架构师 / Data architect
- 数据科学家 / Data scientist
- 机器学习工程师 / Machine learning engineer
- 机器学习专家 / Machine learning specialist
- 量化分析师 / Quantitative analyst
21211 包含 Inclusions
- 人工智能（AI）设计师 / Artificial intelligence (AI) designer
21211 主要职责 Main duties
21211 该小组执行以下部分或全部职责 This group performs some or all of the following duties:
- 实施机器学习、深度学习和人工智能领域的前沿技术和工具，让数据分析更高效 / Implement cutting-edge techniques and tools in machine learning, deep learning and artificial intelligence to make data analysis more efficient
- 进行大规模实验以识别大型数据集中变量之间的隐藏关系 / Perform large-scale experimentation to identify hidden relationships between variables in large datasets
- 创建高级机器学习算法，例如回归、模拟、场景分析、建模、聚类、决策树和神经网络 / Create advanced machine learning algorithms such as regression, simulation, scenario analysis, modeling, clustering, decision trees and , neural networks
- 使用编程语言准备和提取数据 / Prepare and extract data using programming language
- 实施新的统计、机器学习或其他数学方法来解决特定的业务问题 / Implement new statistical, machine learning, or other mathematical methodologies to solve specific business problems
- 以允许企业快速得出结论并做出决策的方式可视化数据 / Visualize data in a way that allows a business to quickly draw conclusions and make decisions
- 开发人工智能模型和算法并实施它们以满足组织的需求 / Develop artificial intelligence models and algorithms and implement them to meet the needs of the organization.
- 使用非结构化和结构化数据协调研究和分析活动，并使用编程来清理和组织数据 / Coordinate research and analysis activities using unstructured and structured data and use programming to clean and organize data
21211 数据科学家就业要求 Employment requirements -FLYabroad NOC
- 通常需要统计学、数学、计算机科学、计算机系统工程或相关学科的学士学位或完成计算机科学的大学课程 / A bachelor’s degree in statistics, mathematics, computer science, computer systems engineering or a related discipline or completion of a college program in computer science is usually required.
- 通常需要机器学习、数据科学或相关定量领域的硕士或博士学位 / A master’s or doctoral degree in machine learning, data science, or a related quantitative field is usually required.
- 通常需要有编程经验 / Experience in programming is usually required.
- 通常需要统计建模或机器学习方面的经验 / Experience in statistical modelling or machine learning is usually required
21211 附加信息 Additional information
无附加信息，飞出国 NOC 2021。
21211 排除 Exclusions
- 计算机和信息系统经理 (20012) / Computer and information systems managers (20012)
- 计算机工程师（软件工程师和设计师除外）（21311） / Computer engineers (except software engineers and designers) (21311)
- 数学家、统计学家和精算师 (21210) / Mathematicians, statisticians and actuaries (21210)
- 信息系统专家 (21222) / Information systems specialists (21222)
- 数据库分析师和数据管理员 (21223) / Database analysts and data administrators (21223)
- 软件工程师和设计师 (21231) / Software engineers and designers (21231)
21211 数据科学家职业名称 - 飞出国 All titles-FLYabroad NOC
- 人工智能（AI）分析师 / Artificial intelligence (AI) analyst
- 人工智能（AI）顾问 / Artificial intelligence (AI) consultant
- 人工智能（AI）设计师 / Artificial intelligence (AI) designer
- 大数据分析师 / Big data analyst
- 大数据开发人员 / Big data developer
- 大数据工程师 / Big data engineer
- 数据分析顾问 / Data analytics consultant
- 数据分析专家 / Data analytics specialist
- 数据架构师 / Data architect
- 数据工程师 / Data engineer
- 数据挖掘员 / Data miner
- 数据挖掘分析师 / Data mining analyst
- 数据建模师 / Data modeler
- 数据科学家 / Data scientist
- 首席数据科学家 / Lead data scientist
- 机器学习工程师 / Machine learning engineer
- 机器学习专家 / Machine learning specialist
- 量化分析师 / Quantitative analyst