Unit-Cost-Reduction-Tracker
Unit-Cost-Reduction-Tracker
The Unit Cost Reduction Tracker is a financial planning and analytical project designed to track and forecast unit costs across various industries, with a strong focus on aerospace finance. It integrates analytics, forecasting, and dashboard visualization to help decision-makers:
Monitor actual vs. target costs
Identify favorable vs unfavorable budget variances
Forecast future cost trajectories using historical data and simulations
Present KPI dashboards for executives and operational teams
Budget Variance Performance
roughly 55% of material-month data points were favorable, meaning they stayed under or on budget
approximately 45% were unfavorable, highlighting persistent cost overruns
Material Cost Trends
Costs rose steadily from 2006 to 2022, peaking around $9,200 (late 2022), and have been slowly declining into early 2025. This suggests stabilization in global commodity markets
Overhead Costs
Overhead rates remained relatively flat and stable
Budget Alignment
As costs normalized post-2022, budget variances narrowed, showing improved financial predictability
Enhance Monte Carlo Simulations with Time series Models (Arima, LSTM) for better trend captureĀ
scenario analysis with Macroeconomics Variables such as interest rates, inflation