Senior Data Scientist

4 weeks ago

Singapore HENDRICKS CORP. PTE. LTD. Full time
Roles & Responsibilities

Overview:

We are seeking a Senior Data Scientist to lead the development and implementation of advanced predictive models aimed at improving sales forecasting and demand planning as part of Hendrick's product offering. In this role, You'll analyse complex data, leverage state-of-the-art machine learning to forecast sales, optimize inventory management, and inform decision-making on pricing, promotions, and staffing. This position is ideal for candidates who have deep technical expertise in data science, strong analytical thinking, and a proven track record of successfully driving business outcomes in retail, QSR (Quick Service Restaurant) environments, etc.

Key Responsibilities:

· AI Solution Development: Lead the design, development, and implementation of AI-powered solutions, including machine learning models (Forecasting, Time Series, Regression), deep learning algorithms, and natural language processing systems.

· Sales Forecasting & Demand Prediction: Build and refine predictive models to project sales figures, customer demand, and seasonality trends for various products and services in retail, QSR, and others.

· Data Integration & Management: Collect, clean, and organize large datasets from diverse sources, including transaction data, customer behaviour data, weather patterns, promotions, and market trends.

· Machine Learning Model Development: Develop and optimize machine learning models such as regression models, time series models (e.g., ARIMA, Prophet), and ensemble methods (e.g., Random Forest, XGBoost) to improve the accuracy of sales forecasts.

· Pricing & Promotions Optimization: Work closely with the marketing and finance teams to simulate the effects of pricing changes and promotions on sales, helping to identify the most profitable strategies.

· Inventory & Supply Chain Analytics: Use predictive analytics to optimize stock levels, ensuring that inventory meets anticipated demand without overstocking or understocking. Collaborate with supply chain teams to enhance replenishment cycles.

· Customer Behaviour Analysis: Analyse customer purchase patterns to identify trends that impact demand, and integrate this into sales forecasting models as part of product offering.

· Collaborate with Cross-functional Teams: Partner with marketing, finance, operations, and product teams to drive data-informed business decisions. Communicate findings and insights clearly to both technical and non-technical stakeholders.

· Advanced Statistical Analysis: Use statistical techniques (e.g., A/B testing, hypothesis testing) to assess the performance of marketing campaigns, store layouts, and other business changes that could impact sales.

· Continuous Improvement: Monitor and evaluate the performance of predictive models and regularly update them to reflect market conditions, emerging trends, and new data.

· Model Training and Evaluation: Train, validate, and fine-tune machine learning models using large datasets, ensuring accuracy, robustness, and scalability of AI solutions.

· Data Preprocessing and Feature Engineering: Preprocess raw data, perform feature extraction, and engineer features to prepare datasets for machine learning tasks, ensuring data quality and relevance.

· Performance Optimization: Optimize the performance of machine learning models and algorithms, including speed, memory usage, and computational efficiency, to meet performance requirements and constraints.

Required Qualifications:

  • Education: Master's or PhD in Data Science, Statistics, Computer Science, Mathematics, or a related field.
  • Experience: 3-5+ years of experience in data science, Strong experience with sales forecasting, demand planning, or similar domains is required.
  • Technical Skills:
  • Proficiency in programming languages such as Python, R, SQL.
  • Strong experience with machine learning libraries (e.g., Scikit-learn, TensorFlow, PyTorch).
  • Expertise in time series analysis, regression models, and statistical forecasting techniques.
  • Experience working with large datasets and big data tools (e.g., Hadoop, Spark, AWS, Google Cloud).
  • Data Visualization: Expertise in data visualization tools (e.g., Tableau, Power BI, or similar) to present findings and actionable insights to stakeholders will be a plus.
  • Soft Skills:
  • Strong problem-solving skills with a passion for innovation.
  • Excellent communication and collaboration skills, with the ability to explain complex technical concepts to non-technical audiences.
  • Detail-oriented with a commitment to accuracy in all aspects of work.

Preferred Qualifications:

  • Familiarity with marketing analytics, pricing algorithms, and consumer insights.
  • Experience in cloud-based data engineering and analytics platforms (AWS, Azure, or GCP).

Benefits:

  • Competitive salary and performance-based bonuses.
  • Health insurance.
  • Opportunities for professional growth and continuous learning.

If you have any experience with Retail or Restaurant with predictive models specific to retail (foot traffic prediction, basket analysis) or QSR (Quick Service Restaurants)(menu item demand forecasting, labour optimization), please highlight it

Tell employers what skills you have

Tableau
TensorFlow
Machine Learning
Forecasting
Azure
Big Data
Natural Language Processing
Hadoop
Mathematics
Data Engineering
PyTorch
Python
Statistics
Data Science
Power BI
Data Visualization

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