Tag: BI

  • Retail Sales, Store Item Demand Time-Series Analysis/Forecasting: AutoEDA, FB Prophet, SARIMAX & Model Tuning

    Retail Sales, Store Item Demand Time-Series Analysis/Forecasting: AutoEDA, FB Prophet, SARIMAX & Model Tuning

    This study compares and evaluates various forecasting models to predict sales and demand for retail businesses. The focus is on Time Series Analysis (TSA) methods such as FB Prophet and SARIMAX. The final FB Prophet model yields MAE=4.252 and MAPE=0.168, while SARIMAX models’ best performing variant achieves MAE=6.285 and MAPE=0.213. The study emphasizes the importance…

  • Simple E-Commerce Sales BI Analytics

    Simple E-Commerce Sales BI Analytics

    Good businesses learn from previous efforts and test future ideas using e-commerce analytics (ECA). ECA enable you to delve deep into historical BI data, and future forecasting so that you can make the optimized business decisions.  The key benefits of ECA are as follows: Let’s look at the warehouse optimization problem by analyzing Kaggle sales…

  • Upswing Resilient Investor Guide

    About Investment Business Helicopter View Business Intelligence (BI) Sneak Peek Risk/Return Ratio Risk Severity Matrix Min(Risk) Control Max(Reward) Control Stock Liquidity Bid-Ask Spread (BAS) Roadmap to the Highest Return 1 Preparation Phase (Workspace Setup) 2 Stock Data Analytics (Crunch the Numbers) 3 Max(Return) “Double Your Money” 4 Min(Fees) – “Investment Fees Matter” 5 Risk/Return Trade-Off…