KCG Holdings 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 KCG Holdings 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 * 1.1181 | + | 0.528 * 1 | + | 0.404 * 0.939 | + | 0.892 * 1.0928 | + | 0.115 * 1.4158 |
| - | 0.172 * SGAI | + | 4.679 * TATA | - | 0.327 * LVGI |
| - | 0.172 * 0.4049 | + | 4.679 * 0.026937 | - | 0.327 * 1.1373 |
| = | -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 (Mar17) TTM: | Last Year (Mar16) TTM: |
Total Receivables was $802 Mil.
Revenue was 234.282 + 560.204 + 188.686 + 301.114 = $1,284 Mil.
Gross Profit was 234.282 + 560.204 + 188.686 + 301.114 = $1,284 Mil.
Total Current Assets was $1,472 Mil.
Total Assets was $5,983 Mil.
Property, Plant and Equipment(Net PPE) was $160 Mil.
Depreciation, Depletion and Amortization(DDA) was $86 Mil.
Selling, General, & Admin. Expense(SGA) was $420 Mil.
Total Current Liabilities was $774 Mil.
Long-Term Debt & Capital Lease Obligation was $505 Mil.
Net Income was 3.212 + 196.192 + -11.214 + 33.554 = $222 Mil.
Non Operating Income was 0 + 0 + 0 + 0 = $0 Mil.
Cash Flow from Operations was 73.345 + 28.546 + 77.765 + -119.088 = $61 Mil.
|
Total Receivables was $656 Mil.
Revenue was 326.769 + 246.104 + 359.302 + 243.034 = $1,175 Mil.
Gross Profit was 326.769 + 246.104 + 359.302 + 243.034 = $1,175 Mil.
Total Current Assets was $1,303 Mil.
Total Assets was $6,196 Mil.
Property, Plant and Equipment(Net PPE) was $93 Mil.
Depreciation, Depletion and Amortization(DDA) was $92 Mil.
Selling, General, & Admin. Expense(SGA) was $950 Mil.
Total Current Liabilities was $713 Mil.
Long-Term Debt & Capital Lease Obligation was $452 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) |
| = | (801.678 / 1284.286) | / | (656.081 / 1175.209) |
| = | 0.624221 | / | 0.558268 |
| | = | 1.1181 |
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) |
| = | (1175.209 / 1175.209) | / | (1284.286 / 1284.286) |
| = | 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 - (1471.547 + 159.595) / 5983.429) | / | (1 - (1303.151 + 93.19) / 6196.298) |
| = | 0.72739 | / | 0.774649 |
| | = | 0.939 |
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 |
| = | 1284.286 | / | 1175.209 |
| | = | 1.0928 |
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)) |
| = | (91.521 / (91.521 + 93.19)) | / | (85.923 / (85.923 + 159.595)) |
| = | 0.495482 | / | 0.349966 |
| | = | 1.4158 |
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) |
| = | (420.299 / 1284.286) | / | (949.834 / 1175.209) |
| = | 0.327263 | / | 0.808226 |
| | = | 0.4049 |
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) |
| = | ((505.183 + 774.147) / 5983.429) | / | ((451.864 + 713.083) / 6196.298) |
| = | 0.213812 | / | 0.188007 |
| | = | 1.1373 |
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 |
| = | (221.744 - 0 | - | 60.568) | / | 5983.429 |
| | = | 0.026937 |
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.
KCG Holdings has a M-score of -2.08 suggests that the company is unlikely to be a manipulator.
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