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Progressive (Progressive) Beneish M-Score

: -2.66 (As of Today)
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Note: Financial institutions were excluded from the sample in Beneish paper when calculating Beneish M-Score. Thus, the prediction might not fit banks and insurance companies.

The zones of discrimination for M-Score is as such:

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.

Good Sign:

Beneish M-Score -2.66 no higher than -1.78, which implies that the company is unlikely to be a manipulator.

The historical rank and industry rank for Progressive's Beneish M-Score or its related term are showing as below:

PGR' s Beneish M-Score Range Over the Past 10 Years
Min: -2.91   Med: -2.67   Max: -2.14
Current: -2.66

During the past 13 years, the highest Beneish M-Score of Progressive was -2.14. The lowest was -2.91. And the median was -2.67.


Progressive 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 Progressive 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 * 0.8382+0.528 * 1+0.404 * 0.8549+0.892 * 1.252+0.115 * 0.9674
-0.172 * SGAI+4.679 * TATA-0.327 * LVGI
-0.172 * 1+4.679 * -0.076005-0.327 * 0.4917
=-2.66

* 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 $17,052 Mil.
Revenue was $62,082 Mil.
Gross Profit was $62,082 Mil.
Total Current Assets was $79,305 Mil.
Total Assets was $88,691 Mil.
Property, Plant and Equipment(Net PPE) was $881 Mil.
Depreciation, Depletion and Amortization(DDA) was $300 Mil.
Selling, General, & Admin. Expense(SGA) was $0 Mil.
Total Current Liabilities was $0 Mil.
Long-Term Debt & Capital Lease Obligation was $6,889 Mil.
Net Income was $3,902 Mil.
Gross Profit was $0 Mil.
Cash Flow from Operations was $10,643 Mil.
Total Receivables was $16,249 Mil.
Revenue was $49,586 Mil.
Gross Profit was $49,586 Mil.
Total Current Assets was $65,966 Mil.
Total Assets was $75,465 Mil.
Property, Plant and Equipment(Net PPE) was $1,034 Mil.
Depreciation, Depletion and Amortization(DDA) was $337 Mil.
Selling, General, & Admin. Expense(SGA) was $0 Mil.
Total Current Liabilities was $5,533 Mil.
Long-Term Debt & Capital Lease Obligation was $6,388 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)
=(17052.1 / 62082.3) / (16249 / 49586.4)
=0.274669 / 0.327691
=0.8382

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)
=(49586.4 / 49586.4) / (62082.3 / 62082.3)
=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 - (79305.1 + 880.8) / 88690.8) / (1 - (65966.1 + 1034) / 75465)
=0.095894 / 0.11217
=0.8549

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
=62082.3 / 49586.4
=1.252

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))
=(336.6 / (336.6 + 1034)) / (299.7 / (299.7 + 880.8))
=0.245586 / 0.253875
=0.9674

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)
=(0 / 62082.3) / (0 / 49586.4)
=0 / 0
=1

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)
=((6888.6 + 0) / 88690.8) / ((6388.3 + 5532.8) / 75465)
=0.07767 / 0.157969
=0.4917

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
=(3902.4 - 0 - 10643.3) / 88690.8
=-0.076005

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.

Progressive has a M-score of -2.66 suggests that the company is unlikely to be a manipulator.


Progressive Beneish M-Score Related Terms

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Progressive (Progressive) Business Description

Traded in Other Exchanges
Address
6300 Wilson Mills Road, Mayfield Village, OH, USA, 44143
Progressive underwrites private and commercial auto insurance and specialty lines; it has about 18 million personal auto policies in force and is one of the largest auto insurers in the United States. Progressive markets its policies through independent insurance agencies in the U.S. and Canada and directly via the internet and telephone. Its premiums are split roughly equally between the agent and the direct channel. The company also offers commercial auto policies and entered homeowners insurance through an acquisition in 2015.
Executives
Susan Patricia Griffith officer: Chief Human Resource, Officer 6300 WILSON MILLS ROAD, MAYFIELD VILLAGE OH 44143
Andrew J Quigg officer: Chief Strategy Officer C/O THE PROGRESSIVE CORPORATION, 6300 WILSON MILLS ROAD, MAYFIELD VILLAGE OH 44143
Lori A Niederst officer: CRM President C/O THE PROGRESSIVE CORPORATION, 6300 WILSON MILLS ROAD, MAYFIELD VILLAGE OH 44143
Daniel P Mascaro officer: Vice Pres, Secretary and CLO C/O THE PROGRESSIVE CORPORATION, 6300 WILSON MILLS ROAD, MAYFIELD VILLAGE OH 44143
Stuart B Burgdoerfer director 6300 WILSON MILLS ROAD, MAYFIELD VILLAGE OH 44143
Jeffrey D Kelly director
John P Sauerland officer: Direct Group, President PROGRESSIVE, 7580 NORTHCLIFF AVE. -- SUITE 1000, BROOKLYN OH 44144
Barbara R Snyder director 127 PUBLIC SQUARE, CLEVELAND OH 44114
Steven Broz officer: Chief Information Officer C/O THE PROGRESSIVE CORPORATION, 6300 WILSON MILLS ROAD, MAYFIELD VILLAGE OH 44143
Danelle Marie Barrett director 50 ENTERPRISE CENTER, KVH INDUSTRIES, INC., MIDDLETOWN RI 02842
Philip Bleser director 8760 CLAY ROAD SUITE 100, HOUSTON TX 77494
Devin C Johnson director 6300 WILSON MILLS ROAD, MAYFIELD VILLAGE OH 44143
John Jo Murphy officer: Claims President C/O THE PROGRESSIVE CORPORATION, 6300 WILSON MILLS ROAD, MAYFIELD VILLAGE OH 44143
Patrick K Callahan officer: Personal Lines President C/O THE PROGRESSIVE CORPORATION, 6300 WILSON MILLS ROAD, MAYFIELD VILLAGE OH 44143
Karen Bailo officer: Commercial Lines President 6300 WILSON MILLS ROAD, MAYFIELD VILLAGE OH 44143