Working Capital Efficiency
The data from Quater 1 in 2022 to Quater 3 in 2022 includes 3 quarters.

Liabilities on Revenue
Current assets on Revenue

Cost Efficiency
The data from Quater 1 in 2022 to Quater 3 in 2022 includes 3 quarters.

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

Invest Efficiency
The data from Quater 1 in 2022 to Quater 3 in 2022 includes 3 quarters.

Retained Earning on Assets
Earning Per Share


The financial data (Q1 2022-Q3 2022) offers insights into working capital, cost, and investment efficiency. Crucial metrics are: liabilities and current assets relative to revenue; retained earnings versus revenue and assets; the SG&A expense ratio; and earnings per share.  Error detection is critical: remove data sets with all zeros across periods and any outliers.  Focus only on the most important factors.