Associate/Senior Associate

5 days ago


Singapore SHOPEE SINGAPORE PRIVATE LIMITED Full time
Roles & Responsibilities

Responsibilities:

  • Work on risk model development for retail and SME finance products such as consumer lending, personal finance, small and medium-sized enterprises loan and so on
  • Build models and tools for credit and fraud risk identification in various aspects. For example, credit risk modelling, income estimation, customer information verification, anti cash-out, non-starter detection, account take over and so on
  • Analyze and conduct feature engineering for massive data such as customer profiling, e-commerce transaction, and so on and deploy the feature pipeline
  • Using graph mining, time series data modelling, graph & item embedding techniques to extract information from raw data
  • Collaborate closely with the risk policy and business team. Translate business need and insight into machine learning models
  • Research model methodology and data mining techniques to improve model performance

Requirements:

  • Bachelor's degree in Machine Learning, Business Analytics, Information Technology, Finance, Economics, Statistics, Mathematics, or a related field. Master's and PhD degree are preferred.
  • Open to fresh graduates. Candidates with up to 5 years of experience in credit or anti-fraud model development will be considered for experienced roles.
  • Strong interest in data mining and feature engineering from massive raw data especially the alternative credit data
  • Solid understanding of machine learning models such as boosting trees, regression models and good sense in feature engineering
  • Good coding skill using SQL, Spark and Python
Tell employers what skills you have

Machine Learning
MASSIVE
Customer Information
Mathematics
Risk Management
Information Technology
Economics
Data Mining
SQL
Python
Fraud
Business Analytics
Consumer Lending
Statistics
Mining
Credit Risk

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