工作职责 Individual Accountabilities: 61 Determine the source of the data, coordinate extraction and acquisition 61 Explore and discover new data sources, and transform raw data extract through profiling, cleaning, mapping and validation with expert resources 61 Assess data quality, identify gaps in the data and eliminate irrelevant data 61 Provide summary statistics of key performance metrics and other measures deemed significant business units 61 Perform multivariate analysis, predictive modelling, cluster, market basket analysis using sophisticated statistical techniques 61 Apply advanced analytics techniques to reveal actionable insights and drive revenue or efficiency campaigns 61 Present and visualize the data with the relevant use of graphs and charts in business intelligence clients (e.g. Qlikview) 61 Coordinate and manage data analytics activities with stakeholders 61 Support ad-hoc requests for data analysis from stakeholders 任职资格 Job Requirements:
61 Bachelor’s degree in Statistics, Mathematics, Engineering, Operations Research, Computer Science, Information Technology or related fields. University graduates are encouraged to apply. 61 Up to 5 years work experience in related fields is an advantage but not required 61 Knowledge of descriptive statistics, and use of appropriate charts and visuals for effective reporting 61 Knowledge of R, Python, SAS, Stata, Matlab, SPSS or other related statistical packages 61 Knowledge of machine learning/predictive analytics such as time-series forecasting, regression (linear, GLM, etc.), decision trees, random forests, basket analysis, etc. 61 Knowledge of evaluating success of predictive models, both for classification (e.g. Percent Correct Classification, confusion matrix, lift, gain, Receiver Operating Characteristic and Area Under the Curve) and continuous (R-squared, average error, mean squared error, median error, average absolute error, median absolute error) models 61 Advanced knowledge of Microsoft Excel features such as pivot tables, pivot charts, filters, and functions 61 Knowledge of Microsoft SQL and other relational databases preferred but not required 61 Excellent oral and written communication skills 61 Strong analytical and problem solving skills 61 Highly collaborative and results-oriented