Working Capital Efficiency
The data from Quater 3 in 2020 to Quater 2 in 2021 includes 3 quarters.

Liabilities on Revenue
Current assets on Revenue

Cost Efficiency
The data from Quater 3 in 2020 to Quater 2 in 2021 includes 3 quarters.

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

Invest Efficiency
The data from Quater 3 in 2020 to Quater 2 in 2021 includes 3 quarters.

Retained Earning on Assets
Earning Per Share


Key financial metrics for three quarters (Q3 2020-Q2 2021) are examined: working capital efficiency, liabilities relative to revenue, current assets relative to revenue, cost efficiency, retained earnings relative to revenue, the SG&A expense ratio, investment efficiency, return on assets, and earnings per share. Data validation for outliers and all-zero values is critical.