BayCom 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 BayCom 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 * 1.013 | + | 0.528 * 1 | + | 0.404 * 1.0023 | + | 0.892 * 1.0352 | + | 0.115 * 1.227 |
| - | 0.172 * SGAI | + | 4.679 * TATA | - | 0.327 * LVGI |
| - | 0.172 * 0.9849 | + | 4.679 * -0.001324 | - | 0.327 * 0.8112 |
| = | -2.35 |
* 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 $31.9 Mil.
Revenue was 25.986 + 26.429 + 25.281 + 26.753 = $104.4 Mil.
Gross Profit was 25.986 + 26.429 + 25.281 + 26.753 = $104.4 Mil.
Total Current Assets was $214.2 Mil.
Total Assets was $2,552.0 Mil.
Property, Plant and Equipment(Net PPE) was $27.7 Mil.
Depreciation, Depletion and Amortization(DDA) was $3.0 Mil.
Selling, General, & Admin. Expense(SGA) was $43.6 Mil.
Total Current Liabilities was $0.0 Mil.
Long-Term Debt & Capital Lease Obligation was $87.2 Mil.
Net Income was 6.396 + 6.63 + 7.206 + 7.191 = $27.4 Mil.
Non Operating Income was 0 + 0 + 0 + 0 = $0.0 Mil.
Cash Flow from Operations was 8.409 + 2.604 + 12.245 + 7.544 = $30.8 Mil.
|
Total Receivables was $30.4 Mil.
Revenue was 27.378 + 26.988 + 23.249 + 23.28 = $100.9 Mil.
Gross Profit was 27.378 + 26.988 + 23.249 + 23.28 = $100.9 Mil.
Total Current Assets was $213.7 Mil.
Total Assets was $2,513.3 Mil.
Property, Plant and Equipment(Net PPE) was $29.8 Mil.
Depreciation, Depletion and Amortization(DDA) was $4.0 Mil.
Selling, General, & Admin. Expense(SGA) was $42.8 Mil.
Total Current Liabilities was $16.5 Mil.
Long-Term Debt & Capital Lease Obligation was $89.3 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) |
| = | (31.926 / 104.449) | / | (30.444 / 100.895) |
| = | 0.305661 | / | 0.301739 |
| | = | 1.013 |
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) |
| = | (100.895 / 100.895) | / | (104.449 / 104.449) |
| = | 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 - (214.224 + 27.673) / 2551.96) | / | (1 - (213.669 + 29.847) / 2513.334) |
| = | 0.905211 | / | 0.90311 |
| | = | 1.0023 |
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 |
| = | 104.449 | / | 100.895 |
| | = | 1.0352 |
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)) |
| = | (4.019 / (4.019 + 29.847)) | / | (2.963 / (2.963 + 27.673)) |
| = | 0.118674 | / | 0.096716 |
| | = | 1.227 |
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) |
| = | (43.589 / 104.449) | / | (42.751 / 100.895) |
| = | 0.417323 | / | 0.423718 |
| | = | 0.9849 |
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) |
| = | ((87.198 + 0) / 2551.96) | / | ((89.333 + 16.533) / 2513.334) |
| = | 0.034169 | / | 0.042122 |
| | = | 0.8112 |
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 |
| = | (27.423 - 0 | - | 30.802) | / | 2551.96 |
| | = | -0.001324 |
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.
BayCom has a M-score of -2.35 suggests that the company is unlikely to be a manipulator.
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