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Westinghouse Air Brake Technologies (Westinghouse Air Brake Technologies) Beneish M-Score

: -2.49 (As of Today)
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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 -2.49 no higher than -1.78, which implies that the company is unlikely to be a manipulator.

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

WAB' s Beneish M-Score Range Over the Past 10 Years
Min: -2.72   Med: -2.58   Max: -1.68
Current: -2.49

During the past 13 years, the highest Beneish M-Score of Westinghouse Air Brake Technologies was -1.68. The lowest was -2.72. And the median was -2.58.


Westinghouse Air Brake Technologies Beneish M-Score Historical Data

The historical data trend for Westinghouse Air Brake Technologies's Beneish M-Score can be seen below:

* 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.

* Premium members only.

Westinghouse Air Brake Technologies Annual Data
Trend Dec14 Dec15 Dec16 Dec17 Dec18 Dec19 Dec20 Dec21 Dec22 Dec23
Beneish M-Score
Premium Member Only Premium Member Only Premium Member Only Premium Member Only Premium Member Only -1.68 -2.70 -2.63 -2.58 -2.49

Westinghouse Air Brake Technologies Quarterly Data
Mar19 Jun19 Sep19 Dec19 Mar20 Jun20 Sep20 Dec20 Mar21 Jun21 Sep21 Dec21 Mar22 Jun22 Sep22 Dec22 Mar23 Jun23 Sep23 Dec23
Beneish M-Score Premium Member Only Premium Member Only Premium Member Only Premium Member Only Premium Member Only Premium Member Only Premium Member Only Premium Member Only Premium Member Only Premium Member Only Premium Member Only Premium Member Only Premium Member Only Premium Member Only Premium Member Only -2.58 -2.42 -2.31 -2.34 -2.49

Competitive Comparison

For the Railroads subindustry, Westinghouse Air Brake Technologies's Beneish M-Score, along with its competitors' market caps and Beneish M-Score data, can be viewed below:

* Competitive companies are chosen from companies within the same industry, with headquarter located in same country, with closest market capitalization; x-axis shows the market cap, and y-axis shows the term value; the bigger the dot, the larger the market cap. Note that "N/A" values will not show up in the chart.


Westinghouse Air Brake Technologies Beneish M-Score Distribution

For the Transportation industry and Industrials sector, Westinghouse Air Brake Technologies's Beneish M-Score distribution charts can be found below:

* The bar in red indicates where Westinghouse Air Brake Technologies's Beneish M-Score falls into.



Westinghouse Air Brake Technologies 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 Westinghouse Air Brake Technologies 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 * 0.958+0.528 * 0.9984+0.404 * 0.9666+0.892 * 1.1573+0.115 * 0.9446
-0.172 * SGAI+4.679 * TATA-0.327 * LVGI
-0.172 * 0.9565+4.679 * -0.022646-0.327 * 0.9922
=-2.49

* 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 $1,684 Mil.
Revenue was 2526 + 2550 + 2407 + 2194 = $9,677 Mil.
Gross Profit was 764 + 792 + 723 + 665 = $2,944 Mil.
Total Current Assets was $4,855 Mil.
Total Assets was $18,988 Mil.
Property, Plant and Equipment(Net PPE) was $1,485 Mil.
Depreciation, Depletion and Amortization(DDA) was $477 Mil.
Selling, General, & Admin. Expense(SGA) was $1,139 Mil.
Total Current Liabilities was $4,056 Mil.
Long-Term Debt & Capital Lease Obligation was $3,288 Mil.
Net Income was 215 + 240 + 191 + 169 = $815 Mil.
Non Operating Income was 27 + 10 + 2 + 5 = $44 Mil.
Cash Flow from Operations was 686 + 425 + 115 + -25 = $1,201 Mil.
Total Receivables was $1,519 Mil.
Revenue was 2306 + 2081 + 2048 + 1927 = $8,362 Mil.
Gross Profit was 652 + 648 + 645 + 595 = $2,540 Mil.
Total Current Assets was $4,327 Mil.
Total Assets was $18,516 Mil.
Property, Plant and Equipment(Net PPE) was $1,429 Mil.
Depreciation, Depletion and Amortization(DDA) was $426 Mil.
Selling, General, & Admin. Expense(SGA) was $1,029 Mil.
Total Current Liabilities was $3,467 Mil.
Long-Term Debt & Capital Lease Obligation was $3,751 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)
=(1684 / 9677) / (1519 / 8362)
=0.174021 / 0.181655
=0.958

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)
=(2540 / 8362) / (2944 / 9677)
=0.303755 / 0.304227
=0.9984

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 - (4855 + 1485) / 18988) / (1 - (4327 + 1429) / 18516)
=0.666105 / 0.689134
=0.9666

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
=9677 / 8362
=1.1573

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))
=(426 / (426 + 1429)) / (477 / (477 + 1485))
=0.22965 / 0.243119
=0.9446

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)
=(1139 / 9677) / (1029 / 8362)
=0.117702 / 0.123057
=0.9565

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)
=((3288 + 4056) / 18988) / ((3751 + 3467) / 18516)
=0.386771 / 0.389825
=0.9922

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
=(815 - 44 - 1201) / 18988
=-0.022646

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.

Westinghouse Air Brake Technologies has a M-score of -2.49 suggests that the company is unlikely to be a manipulator.


Westinghouse Air Brake Technologies Beneish M-Score Related Terms

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Westinghouse Air Brake Technologies (Westinghouse Air Brake Technologies) Business Description

Traded in Other Exchanges
Address
30 Isabella Street, Pittsburgh, PA, USA, 15212
Westinghouse Air Brake Technologies Corp is a provider of value-added, technology-based products and services for the rail industry. It provides its products and services through two main business segments, Freight and Transit. The company generates maximum revenue from the Freight segment.
Executives
Kristine Kubacki other: VP, Investor Relations 1001 AIR BRAKE AVENUE, WILMERDING PA 15148
Michael Fetsko officer: Pres., Freight Components Grp. 1001 AIR BRAKE AVENUE, WILMERDING PA 15148
Alicia Hammersmith officer: President - Services Group 30 ISABELLA STREET, PITTSBURGH PA 15212
Albert J Neupaver director
William E Kassling director C/O WASTEC, 10001 AIR BREAK AVE, WILMERDING PA 15148
Mastalerz John A Jr officer: VP Fin., Corp. Controller, CAO 1001 AIR BRAKE AVENUE, WILMERDING PA 15148
Linda S Harty director MEDTRONIC PLC, 710 MEDTRONIC PARKWAY NE, LC-150, MINNEAPOLIS MN 55432
David L Deninno officer: Exec VP, General Counsel, Sec. 1001 AIR BRAKE AVENUE, WILMERDING PA 15148
Byron S Foster director 30 ISABELLA ST., PITTSBURGH PA 15212
Lee C Banks director PARKER HANNIFIN CORP, 6035 PARKLAND BLVD, CLEVELAND OH 44124-4141
Ann R. Klee director 30 ISABELLA ST., PITTSBURGH PA 15212
Eric Gebhardt officer: Chief Technology Officer 30 ISABELLA STREET, PITTSBURGH PA 15212
Gregory Sbrocco officer: Sr. VP, Global Operations 1001 AIR BRAKE AVENUE, WILMERDING PA 15148
Lilian Leroux officer: President, Transit Group 1001 AIR BRAKE AVENUE, WILMERDING PA 15148
John A Olin officer: Executive Vice President & CFO HARLEY-DAVIDSON, INC., 3700 WEST JUNEAU AVENUE, MILWAUKEE WI 53208