Byline Bancorp Beneish M-Score Calculation
The M-score was created by Professor Messod Beneish. Instead of measuring the bankruptcy risk (Altman Z-Score) or business trend (Piotroski F-Score), M-score can be used to detect the risk of earnings manipulation. This is the original research paper on M-score.
The M-Score Variables:
The M-score of Byline Bancorp for today is based on a combination of the following eight different indices:
| M | = | -4.84 | + | 0.92 * DSRI | + | 0.528 * GMI | + | 0.404 * AQI | + | 0.892 * SGI | + | 0.115 * DEPI |
| = | -4.84 | + | 0.92 * 1.1029 | + | 0.528 * 1 | + | 0.404 * 1.0005 | + | 0.892 * 1.1979 | + | 0.115 * 1.0931 |
| - | 0.172 * SGAI | + | 4.679 * TATA | - | 0.327 * LVGI |
| - | 0.172 * 0.9031 | + | 4.679 * -0.006551 | - | 0.327 * 0.5879 |
| = | -2.08 |
* For Operating Data section: All numbers are indicated by the unit behind each term and all currency related amount are in USD.
* For other sections: All numbers are in millions except for per share data, ratio, and percentage. All currency related amount are indicated in the company's associated stock exchange currency.
| This Year (Dec23) TTM: | Last Year (Dec22) TTM: |
Total Receivables was $736.8 Mil.
Revenue was 100.05 + 103.881 + 89.681 + 90.003 = $383.6 Mil.
Gross Profit was 100.05 + 103.881 + 89.681 + 90.003 = $383.6 Mil.
Total Current Assets was $2,305.5 Mil.
Total Assets was $8,882.0 Mil.
Property, Plant and Equipment(Net PPE) was $79.1 Mil.
Depreciation, Depletion and Amortization(DDA) was $4.5 Mil.
Selling, General, & Admin. Expense(SGA) was $130.8 Mil.
Total Current Liabilities was $33.5 Mil.
Long-Term Debt & Capital Lease Obligation was $501.9 Mil.
Net Income was 29.604 + 28.222 + 26.107 + 23.945 = $107.9 Mil.
Non Operating Income was 0 + 0 + 0 + 0 = $0.0 Mil.
Cash Flow from Operations was -4.966 + 78.562 + 43.336 + 49.135 = $166.1 Mil.
|
Total Receivables was $557.7 Mil.
Revenue was 86.48 + 80.062 + 74.688 + 78.999 = $320.2 Mil.
Gross Profit was 86.48 + 80.062 + 74.688 + 78.999 = $320.2 Mil.
Total Current Assets was $1,911.5 Mil.
Total Assets was $7,362.9 Mil.
Property, Plant and Equipment(Net PPE) was $68.2 Mil.
Depreciation, Depletion and Amortization(DDA) was $4.3 Mil.
Selling, General, & Admin. Expense(SGA) was $120.9 Mil.
Total Current Liabilities was $4.5 Mil.
Long-Term Debt & Capital Lease Obligation was $750.4 Mil.
|
1. DSRI = Days Sales in Receivables Index
Measured as the ratio of Revenue in Total Receivables in year t to year t-1.
A large increase in DSR could be indicative of revenue inflation.
| DSRI | = | (Receivables_t / Revenue_t) | / | (Receivables_t-1 / Revenue_t-1) |
| = | (736.835 / 383.615) | / | (557.694 / 320.229) |
| = | 1.920767 | / | 1.741547 |
| | = | 1.1029 |
2. GMI = Gross Margin Index
Measured as the ratio of gross margin in year t-1 to gross margin in year t.
Gross margin has deteriorated when this index is above 1. A firm with poorer prospects is more likely to manipulate earnings.
| GMI | = | GrossMargin_t-1 | / | GrossMargin_t |
| = | (GrossProfit_t-1 / Revenue_t-1) | / | (GrossProfit_t / Revenue_t) |
| = | (320.229 / 320.229) | / | (383.615 / 383.615) |
| = | 1 | / | 1 |
| | = | 1 |
3. AQI = Asset Quality Index
AQI is the ratio of asset quality in year t to year t-1.
Asset quality is measured as the ratio of non-current assets other than Property, Plant and Equipment to Total Assets.
| AQI | = | (1 - (CurrentAssets_t + PPE_t) / TotalAssets_t) | / | (1 - (CurrentAssets_t-1 + PPE_t-1) / TotalAssets_t-1) |
| = | (1 - (2305.451 + 79.101) / 8881.967) | / | (1 - (1911.478 + 68.15) / 7362.941) |
| = | 0.731529 | / | 0.731136 |
| | = | 1.0005 |
4. SGI = Sales Growth Index
Ratio of Revenue in year t to sales in year t-1.
Sales growth is not itself a measure of manipulation. However, growth companies are likely to find themselves under pressure to manipulate in order to keep up appearances.
| SGI | = | Sales_t | / | Sales_t-1 |
| = | Revenue_t | / | Revenue_t-1 |
| = | 383.615 | / | 320.229 |
| | = | 1.1979 |
5. DEPI = Depreciation Index
Measured as the ratio of the rate of Depreciation, Depletion and Amortization in year t-1 to the corresponding rate in year t.
DEPI greater than 1 indicates that assets are being depreciated at a slower rate. This suggests that the firm might be revising useful asset life assumptions upwards, or adopting a new method that is income friendly.
| DEPI | = | (Depreciation_t-1 / (Depreciaton_t-1 + PPE_t-1)) | / | (Depreciation_t / (Depreciaton_t + PPE_t)) |
| = | (4.288 / (4.288 + 68.15)) | / | (4.529 / (4.529 + 79.101)) |
| = | 0.059195 | / | 0.054155 |
| | = | 1.0931 |
Note: If the Depreciation, Depletion and Amortization data is not available, we assume that the depreciation rate is constant and set the Depreciation Index to 1.
6. SGAI = Sales, General and Administrative expenses Index
The ratio of Selling, General, & Admin. Expense(SGA) to Sales in year t relative to year t-1.
SGA expenses index > 1 means that the company is becoming less efficient in generate sales.
| SGAI | = | (SGA_t / Sales_t) | / | (SGA_t-1 /Sales_t-1) |
| = | (130.775 / 383.615) | / | (120.876 / 320.229) |
| = | 0.340902 | / | 0.377467 |
| | = | 0.9031 |
7. LVGI = Leverage Index
The ratio of total debt to Total Assets in year t relative to yeat t-1.
An LVGI > 1 indicates an increase in leverage
| LVGI | = | ((LTD_t + CurrentLiabilities_t) / TotalAssets_t) | / | ((LTD_t-1 + CurrentLiabilities_t-1) / TotalAssets_t-1) |
| = | ((501.919 + 33.483) / 8881.967) | / | ((750.42 + 4.494) / 7362.941) |
| = | 0.06028 | / | 0.102529 |
| | = | 0.5879 |
8. TATA = Total Accruals to Total Assets
Total accruals calculated as the change in working capital accounts other than cash less depreciation.
| TATA | = | (IncomefromContinuingOperations_t | - | CashFlowsfromOperations_t) | / | TotalAssets_t |
| = | (NetIncome_t - NonOperatingIncome_t | - | CashFlowsfromOperations_t) | / | TotalAssets_t |
| = | (107.878 - 0 | - | 166.067) | / | 8881.967 |
| | = | -0.006551 |
An M-Score of equal or less than -1.78 suggests that the company is unlikely to be a manipulator. An M-Score of greater than -1.78 signals that the company is likely to be a manipulator.
Byline Bancorp has a M-score of -2.08 suggests that the company is unlikely to be a manipulator.
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