🏭 Decision Intelligence Report

Industrial Machinery Production Log (Jan 2024 – Mar 2025) | 10 Machines | 15-month granular analysis

📊 ETL Validation: Data cleaning performed (no missing critical fields, verified outliers & consistency). Downtime causes & production KPIs normalized.

📈 1. Descriptive Analytics – Key Performance Indicators & Trends

Monthly total production output (units) vs. average OEE (%) – overall trend

⚠️ Outliers / Anomalies detected

  • 🔍 Evaluating...

⚙️ Overall Efficiency Snapshot

🔍 2. Diagnostic Analytics – Root Cause Analysis (RCA)

Downtime causes aggregated from detailed 2024–2025 downtime logs. Top contributors to lost production hours and financial impact.

📌 Key Diagnostic Findings

🔮 3. Predictive Analytics – Next 90 Days Forecasting & Risk

Probabilistic forecast (Monte Carlo simulation using historical variability) for Overall Equipment Effectiveness (OEE) and Total Downtime over next quarter (Apr–Jun 2025).

OEE forecast (mean) with 80% prediction interval based on 15-month seasonality & random walk.

Total monthly downtime forecast (hours) | Trend + volatility.

⚠️ Risk Assessment Loading...

🎯 4. Prescriptive Analytics – Actionable Recommendations