替代专业:Math, Ops Research, Comp Sci or rltd fld w. a strng quntitive fcs
可替代教育及经验组合:N
所需教育层级:
其他可替代教育层级:
认可经验年限:
境外教育背景:Y
可替代职业:Y
可替代职业时长（月）:24
可替代职业名称:Data Science
是否为正常职业要求:N
是否需要外语:N
特殊技能:Masters degree in Statistics, Mathematics, Operations Research, Computer Science or a related field with a strong quantitative focus plus 2 years of experience in data science. This must include 1 year of experience inwith Python programming, including scikitlearn, scipy, statsmodels, numpy, and pandas; largescale data processing via SQL, including advanced window functions; data manipulation, integration, aggregation techniques, and automation; quantitative research and statistical analysis including sampling, statistical inference, hypothesis testing, and variance estimation; supervised machine learning techniques, including regression, feature selection, andor regularization ridge andor lasso; and analytics, including trend analysis, pattern recognition, andor quality assurance.