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Data Scientist

Data Scientist

Felix Digital Sdn BhdMalaysia
1 hari lalu
Penerangan pekerjaan

Job Description

  • Bridge between big data and machine learning model
  • Analyse historical data, identify predictive pattern, engineer robust features to improve model accuracy
  • Translate business knowledge into quantifiable data points & statistical insights

Job Scope & Responsibilities

Data Collection & Management

Design, implement & maintain ETL process

  • Ensure data quality, integrity & consistency
  • Optimize data warehouse schemas, query performance to ensure efficient data access & analytical process
  • Advanced Feature Engineering

    Collaborate with users to understand domain knowledge / mechanics

  • Translate the knowledge into quantifiable, predictive features
  • Develop complex SQL queries to create high impact features for machine learning models, including lagged features & rolling aggregates
  • Identify & prevent data leakage
  • Exploratory Data Analysis (EDA)

    Conduct in-depth statistical analysis & exploratory data visualization to identify hidden patterns, trends, correlations & anomalies within data.

  • Analyse the distribution of target variable to inform the selection & refinement of statistical modelling
  • Model Evaluation & Interpretation Support

    Assist in the rigorous evaluation of model performance using relevant metrics. For e.g. RMSE, MAE, etc.

  • Perform detailed residual analysis to understand prediction errors and identify systemic biases or areas for model improvement
  • Collaborate with team to interpret model outputs & translate complex analytical finding into clear, actionable recommendations for refinement
  • Reporting & Automation

    Develop & maintain automated reports & dashboards to monitor key performance indicators, track model accuracy & visualize critical data trends

    Continuous Improvement & Research

    Proactively identify opportunities for new data sources, analytical methods and model enhancement

    Qualifications

  • Bachelor's degree in data science, Statistics, Computer Science, Mathematics or a related quantitative field.
  • 2+ years as a Data Scientist / Analyst with strong hands-on experience in data extraction, cleaning, transformation and feature engineering
  • Strong understanding of statistical concepts and their application in data analysis
  • Proficiency in programming languages like SQL, R, and Python
  • Proficiency in data visualisation software e.g. Tableau, Power BI, Looker Studio
  • Good written and spoken English language
  • A deep passion for and strong understanding in MOBA mechanics
  • Self-motivated, detail-oriented and able to work effectively both independently and as part of a collaborative team
  • Experience in BigQuery, Dataflow and BigQueryML is a bonus
  • Familiarity with MOBA games - Dota 2 is required
  • Interested candidates, kindly submit detailed resumes via clicking "Apply Now" button. All profiles will be handled with strictest confidentiality. Only shortlisted candidates will be notified.

    Thank you.

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