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 takeaways from the analysis of three quarters (Q3 2020 – Q2 2021) include efficiency assessments (working capital, cost, and investment) and profitability analysis (retained earnings ratios, SG&A expense ratio, retained earnings on assets, and earnings per share).  The relationship between liabilities, current assets, and revenue is also examined.  Data cleaning is essential to ensure the accuracy of the findings by removing zero-value data and outliers.