Machine Learning Engineer - Demand Forecasting (TikTok Global E-commerce Supply Chain and Logistics)

TikTok
Seattle
Workplace: OnsiteFull timeFunction: Data Science & Machine LearningEducation: mastersSkills: ["Communication","Collaboration","Problem-solving","Analytical thinking"]

Build and deploy end-to-end machine learning models for demand forecasting across TikTok’s global e-commerce supply chain and logistics. You’ll work with data scientists, engineers, product managers, and business stakeholders to clean and analyze large datasets, identify key demand drivers, and improve time-series forecast accuracy. Partner with software engineers to integrate models into production systems, monitor performance for anomalies, and communicate insights to technical and non-technical audiences.

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FursaFursa
TikTok
TikTok
1 month ago

Machine Learning Engineer - Demand Forecasting (TikTok Global E-commerce Supply Chain and Logistics)

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Last checked: 8 hours agoStatus: Live

Job Summary

Build and deploy end-to-end machine learning models for demand forecasting across TikTok’s global e-commerce supply chain and logistics. You’ll work with data scientists, engineers, product managers, and business stakeholders to clean and analyze large datasets, identify key demand drivers, and improve time-series forecast accuracy. Partner with software engineers to integrate models into production systems, monitor performance for anomalies, and communicate insights to technical and non-technical audiences.
Location: Seattle
Workplace: Onsite
Employment Type: Full time
Job Function: Data Science & Machine Learning

Key Responsibilities

  • •Develop and implement end-to-end machine learning models and algorithms for demand forecasting in global e-commerce supply chain and logistics.
  • •Collect, clean, and preprocess large-scale datasets to support forecasting.
  • •Conduct exploratory data analysis to understand demand patterns, trends, and seasonality.
  • •Build scalable data pipelines for automated preprocessing, model training, and prediction.
  • •Evaluate and optimize time series forecasting models, integrate them into production systems, and monitor performance for anomalies and biases.

Key Requirements

  • •Master’s or advanced degree in Computer Science, Machine Learning, Statistics, or a related field.
  • •Proven experience as a Machine Learning Engineer or Data Scientist focused on demand forecasting and supply chain optimization.
  • •Strong proficiency in machine learning for time series forecasting, regression, classification, and clustering.
  • •Familiarity with processing big data on cloud platforms (e.g., PySpark) and deploying ML models at scale.
  • •Strong analytical and problem-solving abilities delivering practical solutions in fast-paced environments.
Experience:E-commerceLogisticsSupply chain
Education:Master's in Computer Science, Machine Learning, Statistics, or related field
Skills:CommunicationCollaborationProblem-solvingAnalytical thinking
Tech Stack:PySpark

Company Brief

TikTok
Short-form video platform that lets users create, share, and discover entertainment content through algorithmic recommendations. It also offers advertising and creator tools for brands, influencers, and businesses.
Industry: Digital Media
Company Size: Enterprise (1,001+ employees)
Growth: Scaleup
Headquarters: Singapore, Singapore
Founded: 2016
WebsiteLinkedIn