Demand forecasting for launch of new consumer product
Forecast demand of new product prior to launch. Custom DNN time-series model trained on similar products.
Weekly demand forecasting for retail merchandise with wide ranging velocities
Demand forecasting for weekly re-ordering of about 60,000 products. Use ensemble of multiple models with product level selection on previous weeks.
Cost optimization of shipping materials leveraging time-series forecasting
Use probabilistic demand forecasting. Model cost of inventory and increased spending when using larger packaging.
Understand temporal patterns on e-commerce sites
Time series modeling for seasonal patterns: daily and weekly patterns of site visits, seasonal trends and impact of holidays. Seasonal demand of products.
Ensure meeting timelines for licensing and distribution in clinical trials leveraging time-series modeling and supply-chain simulation.
AWS, Data Science, Demand Forecasting, Life Science, Machine Learning, Marketing, Retail Analytics, Supply Chain, and Warehouse