Quick overview
Job description
Principal Data Scientist – Demand Forecasting & AI
Location: 100% Remote (Work as per PST timezone- client is in CA)
Duration: 6+ months
Experience Level- 15+
Position Overview
Seeking a senior, hands-on Principal Data Scientist with deep experience in demand forecasting within large-scale manufacturing environments. This role will support the design and development of an advanced forecasting solution that integrates data from multiple enterprise sources to determine finished-product production requirements by product/model.
The ideal candidate combines strong manufacturing forecasting expertise with advanced data science, AI/ML, solution design, and hands-on prototyping skills.
Key Responsibilities
- Gather and translate business forecasting requirements into technical designs and solutions
- Design forecasting models focused on finished products and product/model-level production requirements
- Integrate and analyse data from multiple enterprise sources, such as SAP, Salesforce, multiple ERP/CRM points.
- Apply statistical forecasting, machine learning and AI techniques to improve forecast accuracy and capabilities
- Design and build functional prototypes from initial requirements through testing
- Perform hands-on development, validation and unit testing
- Leverage Generative AI/LLM technologies where applicable, including MCP and RAG
- Integrate enterprise data with LLM-based applications and forecasting solutions
- Communicate designs, findings and recommendations to business and technical stakeholders
Required Qualifications
- 15+ years of relevant experience in data science, forecasting, advanced analytics, AI/ML and related disciplines
- Significant hands-on experience designing and developing demand forecasting solutions
- High-tech manufacturing or consumer technology product experience (think: handheld telecom manufacturing devices, such as: apple, tmo, etc.)
- Strong manufacturing experience with an emphasis on finished-goods/product forecasting
- Experience working within large, complex enterprise environments
- Strong knowledge of demand forecasting, production planning and related supply-chain processes
- Advanced statistical modelling, machine learning and predictive analytics experience
- Experience working with SAP and data from multiple enterprise systems
- Ability to independently assess requirements and develop technical solution designs
- Strong hands-on development, prototyping, testing and unit-testing experience
- Strong business and technical communication skills
- AI/ML-based demand or production forecasting experience
- Generative AI and LLM application development experience
- Model Context Protocol (MCP) experience
- Retrieval-Augmented Generation (RAG) experience
- Experience integrating enterprise data sources with LLMs
- Experience with model training, fine-tuning and/or grounding
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