Working Capital Efficiency
The data from Quater 1 in 2021 to Quater 3 in 2021 includes 3 quarters.

Liabilities on Revenue
Current assets on Revenue

Cost Efficiency
The data from Quater 1 in 2021 to Quater 3 in 2021 includes 3 quarters.

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

Invest Efficiency
The data from Quater 1 in 2021 to Quater 3 in 2021 includes 3 quarters.

Retained Earning on Assets
Earning Per Share


Financial data from Q1 2021 through Q3 2021 (three quarters) is used to assess working capital, cost, and investment efficiencies.  The analysis also incorporates  ratios of liabilities and current assets to revenue, the ratio of retained earnings to revenue, and earnings per share.  Data cleaning is necessary to remove errors (all zeros) and outliers.