替代专业:Analytics, Statistics, ComputerData Science, Engineering, Business continued in H.14.
可替代教育及经验组合:Y
所需教育层级:Doctorate
其他可替代教育层级:
认可经验年限:2
境外教育背景:Y
可替代职业:Y
可替代职业时长（月）:48
可替代职业名称:Developing advanced data analytics solutions,..... continued in H.14.
是否为正常职业要求:Y
是否需要外语:N
特殊技能:Continued from H.10B Requires a Masters degree in analytics, statistics, mathematics, computerdata science, engineering, economics, marketing, or a related field willing to accept foreign education equivalent and four 4 years of experience developing advanced data analytics solutions in an enterprise environment, which must include at least six 6 months of experience leading the design and rollout of analytics engagements. In lieu of Masters degree plus four 4 years of experience as previously noted, BCG will accept a doctorate Ph.D. degree in analytics, statistics, mathematics, computerdata science, engineering, economics, marketing, or a related field willing to accept foreign education equivalent and two 2 years of experience developing advanced data analytics solutions in an enterprise environment, which must include at least six 6 months of experience leading the design and rollout of analytics engagements. Specific skillsother requirements quantitative requirement not applicable to this section must possess the following skills i deploy core analytics methodologies and techniques including at least two of the following predictive modeling; exploratory data analysis; descriptive statistics; variable reduction; segmentationclustering; linear programming; integer programming; dynamic programming; andor constraint programming; ii design complex analytics solutions and products using at least two of the following analytics techniques time series analysis; linear, logistic, and multinomial regression; decisiontree based models; neural networks; Monte Carlo simulations; mathematical optimization; matrix factorization; deep learning approaches; andor natural language processing; iii perform data visualization using at least one of the following tools Tableau; GIS toolkits; JavaScriptD3; andor R Shiny; iv execute quality control and performance testing in multiple languages, including at least two of the following Python; R; Spark; andor SQL; v drive Agile projects and apply lean methodologies to model development; and vi deliver impactful, clientfacing analytics solutions. Domesticinternational travel required up to 80 based on clientcompany need.