Trimester 2A, 2023 When a company cannot generate enough revenue to cover its financial obligations, especially loan payments to creditors, it is in a state of financial distress. This situation can ultimately lead to bankruptcy if it is severe and prolonged.
Business Analytics and Data Visualization Presentation –
Trimester 2A, 2023 When a company cannot generate enough revenue to cover its financial obligations, especially loan payments to creditors, it is in a state of financial distress. This situation can ultimately lead to bankruptcy if it is severe and prolonged. As a market analyst, you are curious about the elements that can lead to a company’s financial difficulties. To conduct the investigation, you obtain the following data for the financial year 2022 from Capital IQ database for US companies in the S&P500 Index.
• Altman Z-score: This score, developed by Professor Edward Altman1 in 1968, measures a company’s level of financial distress. It takes into account factors such as profitability, leverage, liquidity, and insolvency.
Quick ratio: The quick ratio is an indicator of a company’s shortterm liquidity position and measures a company’s ability to meet its short-term obligations with its most liquid assets.
Total Liabilities/ Total Assets %: the ratio of total liabilities to total assets (i,e.
debt ratio). This ratio indicates the proportion of a company’s assets which is
financed through debt.
Net Income: This figure represents a company’s profitability by calculating its total
revenue minus all expenses, including cost of goods sold, operating expenses, taxes,
and more.
ROA: Return on Assets (ROA) is a measure of a company’s profitability relative
to its total assets. It is calculated as net income divided by total assets.
Use the above data, you are required to perform a regression analysis to predict which
factors can impact the level of firm financial distress (i.e. Altman Z-score) by answering
the following questions
1. When it comes to forecasting a company’s financial distress, which variable(s)
has (have) significant impact(s)?
2. Are the errors of the regression independent?
3. Is the regression model useful?
A copy of Excel workings is required
A copy of draft of the presentation is required
Requirements: 10 minutes
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