Working Capital Efficiency
The data from Quater 3 in 2021 to Quater 2 in 2022 includes 3 quarters.

Liabilities on Revenue
Current assets on Revenue

Cost Efficiency
The data from Quater 3 in 2021 to Quater 2 in 2022 includes 3 quarters.

Ratio of Retained Earnings to Revenue
Selling, General & Administrative (SG&A) Expense Ratio

Invest Efficiency
The data from Quater 3 in 2021 to Quater 2 in 2022 includes 3 quarters.

Retained Earning on Assets
Earning Per Share


Analysis of Q3 2021 to Q2 2022 data assesses working capital, cost, and investment efficiency.  Key ratios include liabilities to revenue, current assets to revenue, SG&A expense ratio, retained earnings to revenue and assets, and earnings per share.   Data cleaning (handling outliers and zero values) is essential for meaningful analysis and trend identification.