The Applied Finance Group (AFG) works with some of the most well respected investment firms in the U.S. to help them develop quantitative screening processes to identify a better pool of companies to choose from for their portfolio holdings. However, picking winning investment opportunities isn’t the only value AFG provides clients. AFG also develops quantitative strategies to quickly identify possible torpedoes lurking in your client or prospective client’s portfolio.
AFG’s quantitative process is centered on the proprietary Economic Margin (EM) Framework (what a company earns above its true cost of capital). The core of AFG’s quantitative process starts with evaluating corporate performance and the expected improvement relative to their peers, evaluating the valuation attractiveness of the company, and determining if a firm is following a wealth creating or wealth destroying strategy.
A brief description of those variables is available below the list of companies.
When identifying potential torpedoes AFG looks for companies with the least valuation upside compared to their sector peers, below sector median expected Economic Margin change, and a management quality score that reflects a management team following a wealth destroying strategy.
These 12 S&P 500 companies are potential torpedoes that could be lurking in your portfolio. These companies all possess characteristics that make for a bad investment opportunity. If you own one of these companies or consider adding one to your portfolio, we suggest taking a closer look as they look the most likely to underperform their sector peers according to criteria that has proven successful at identifying winners and losers in the market.
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AFG's Valuation Metric – Measures the percent to target (deviation between a stock’s current trading price and its AFG current default target price). To derive the intrinsic value of a firm, AFG uses its proprietary Valuation Model (modified discounted cash flow model).
Economic Margin - A corporate performance measurement that addresses the gaps in GAAP, eliminating distortions caused by accounting policies to measure what a company is truly earning above or below their cost of capital.
Management Quality – Assesses management’s ability to make wealth creating decisions.
The Applied Finance Group (AFG) works with some of the most well respected investment firms in the U.S. to help them develop quantitative screening processes to identify a better pool of companies to choose from for their portfolio holdings. However, picking winning investment opportunities isn’t the only value AFG provides clients. AFG also develops quantitative strategies to quickly identify possible torpedoes lurking in your client or prospective client’s portfolio.
AFG’s quantitative process is centered on the proprietary Economic Margin (EM) Framework (what a company earns above its true cost of capital). The core of AFG’s quantitative process starts with evaluating corporate performance and the expected improvement relative to their peers, evaluating the valuation attractiveness of the company, and determining if a firm is following a wealth creating or wealth destroying strategy.
A brief description of those variables is available below the list of companies.
When identifying potential torpedoes AFG looks for companies with the least valuation upside compared to their sector peers, below sector median expected Economic Margin change, and a management quality score that reflects a management team following a wealth destroying strategy.
These 20 S&P 500 companies from every major AFG defined sector (ex. Financials) are potential torpedoes that could be lurking in your portfolio. These companies all possess characteristics that make for a bad investment opportunity. If you own one of these companies or consider adding one to your portfolio, we suggest taking a closer look as they look the most likely to underperform their sector peers according to criteria that has proven successful at identifying winners and losers in the market.
If you are a professional investor and would like to learn more about AFG’s EM methodology, investment criteria or stock selection process click here to register to trial the product.
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AFG Recommendation Performance
9/1998 – 5/2009
Annualized Returns

Other Market Related Articles of Interest
Source: AFGView client databases from 9/1998 – 5/2009
Universe size: 4,000 to 5,500 firms
The Applied Finance Group (AFG) has a disciplined approach for identifying companies that are expected to outperform and underperform the market by using proprietary metrics and measurements that have been tested and proven through time. Because AFG’s research is fundamentally derived, AFG’s quantitative analysis spans across growth and value stocks, all sectors, industries, and market caps with over 20,000 covered securities globally. Using AFG’s proprietary criteria, AFG publishes a monthly buy/sell list to provide clients with a refined focused list as a starting point for potential investments. AFG clients can then use Value Expectations to further analyze the expectations embedded in a security’s price and to build out their own model to refine an intrinsic value of a company based on their own expectations.
When searching for Large-Cap ideas, AFG’s Buy/Sell list is a good starting place as it has proven to create a significant spread in performance between companies that come up on AFG’s buy list and those on the sell list. Further focusing on companies based on AFG’s proprietary screening criteria (Economic Margin, valuation, quality of earnings, and management’s ability to create shareholder wealth) will save investors time in their research process. The result is a target group of stocks that can help you outperform as well as identify potential torpedoes to avoid in your portfolios.
Below is a list of attractive and unattractive companies in the S&P 500 from each major sector (as defined by AFG). It serves as a focus list of companies for investors to begin with as they meet AFG’s criteria. They are more likely to outperform their sector peers and the S&P 500, the benchmark that AFG’s clients most often compare themselves with.
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Source: EconomicMargin.com
AFG's Valuation Metric – Measures the percent to target (deviation between a stock’s current trading price and its AFG current default target price). To derive the intrinsic value of a firm, AFG uses its proprietary Valuation Model (modified discounted cash flow model).
Economic Margin - A corporate performance measurement that addresses the gaps in GAAP, eliminating distortions caused by accounting policies to measure what a company is truly earning above or below their cost of capital.
Management Quality – Assesses management’s ability to make wealth creating decisions.
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Investors are always looking for an edge, a way to improve their stock selection process in the hope that it improves their overall performance. Fundamental investors may flirt with the idea of adding a technical overlay to their process while a value investor may take more of a chance on a growth company. No matter what style of investor you are, you want to be sure the process you are implementing makes sense.
Because of the volatility of the market, investors seem to be paying more attention to the technicals of the companies they hold or are considering to buy. While there are several ways technical analysts look at the momentum in the market, ValueExpectations.com will concentrate on the simple, yet widely used 50 and 200 day moving averages relative to a companies current trading price.
We, at The Applied Finance Group (AFG), believe that technicals are relevant, but it is much more important to focus on the fundamentals of a company in determining which securities are over/under valued. We have taken the S&P 500 and focused only on the stocks trading above their 50 and 200 day moving averages (44%) for those investors who pay closer attention to technicals, and provided a list of companies in most of the major economic sectors that we find attractive and some that we find unattractive based on AFG’s investment criteria, which focuses more on valuation attractiveness and expected corporate performance.
However, if you do look at momentum, a variable we would suggest concentrating on is economic momentum. AFG’s economic momentum coupled with valuation give you a tremendous advantage in outperforming!
AFG |
Rank within Sector |
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Ticker |
Name |
Investment Opportunity |
Valuation Signal |
EM Change Signal |
Capital Goods - Attractive |
||||
(NYSE:RDC) |
ROWAN COMPANIES INC |
Attractive |
Attractive |
Positive |
(NYSE:DO) |
DIAMOND OFFSHRE DRILLING |
Attractive |
Attractive |
Positive |
Capital Goods - Unattractive |
||||
(NYSE:SWK) |
STANLEY WORKS THE |
Unattractive |
Unattractive |
Negative |
(NYSE:LEN) |
LENNAR CORP CL A |
Unattractive |
Unattractive |
Negative |
Consumer Durable - Attractive |
||||
(NYSE:OI) |
OWENS ILLINOIS INC |
Attractive |
Neutral |
Positive |
(NYSE:XRX) |
XEROX CORP |
Attractive |
Attractive |
Neutral |
Consumer Durable - Unattractive |
||||
(NYSE:IGT) |
INTERNAT GAME TECHNOLOGY |
Unattractive |
Unattractive |
Negative |
(NYSE:HAR) |
HARMAN INTERNAT IND INC |
Unattractive |
Unattractive |
Negative |
Consumer NonDurable - Attractive |
||||
(NYSE:LO) |
LORILLARD INC |
Attractive |
Attractive |
Positive |
(NYSE:CL) |
COLGATE-PALMOLIVE CO |
Attractive |
Attractive |
Positive |
Consumer NonDurable - Unattractive |
||||
(NYSE:RL) |
POLO RALPH LAUREN CORP |
Unattractive |
Unattractive |
Negative |
(NYSE:HNZ) |
H.J. HEINZ CO |
Unattractive |
Unattractive |
Negative |
Consumer Services - Attractive |
||||
(NYSE:DRI) |
DARDEN RESTAURANTS |
Attractive |
Attractive |
Positive |
(NYSE:EFX) |
EQUIFAX INC |
Attractive |
Attractive |
Positive |
Consumer Services - Unattractive |
||||
(NYSE:HOT) |
STARWOOD HTLS & RSRTS WW |
Unattractive |
Unattractive |
Negative |
(NYSE:CBS) |
CBS CORP CL B |
Unattractive |
Unattractive |
Negative |
Health - Attractive |
||||
(NASDAQ:BIIB) |
BIOGEN IDEC INC |
Attractive |
Attractive |
Positive |
(NYSE:PFE) |
PFIZER INC |
Attractive |
Attractive |
Positive |
Health - Unattractive |
||||
(NASDAQ:MYL) |
MYLAN INC |
Unattractive |
Unattractive |
Negative |
(NASDAQ:ISRG) |
INTUITIVE SURGICAL INC |
Unattractive |
Unattractive |
Negative |
Technology - Attractive |
||||
(NASDAQ:SYMC) |
SYMANTEC CORP |
Attractive |
Attractive |
Positive |
(NYSE:HRS) |
HARRIS CORP |
Attractive |
Attractive |
Positive |
Technology - Unattractive |
||||
(NASDAQ:LLTC) |
LINEAR TECHNOLOGY CORP |
Unattractive |
Unattractive |
Negative |
(NASDAQ:CIEN) |
CIENA CORP |
Unattractive |
Unattractive |
Negative |
Utilities - Attractive |
||||
(NYSE:PEG) |
PUBLIC SVC ENTPRS GROUP |
Attractive |
Attractive |
Positive |
(NYSE:D) |
DOMINION RESOURCES VA |
Attractive |
Attractive |
Positive |
Utilities - Unattractive |
||||
(NYSE:NI) |
NISOURCE INC |
Unattractive |
Unattractive |
Negative |
(NYSE:NU) |
NORTHEAST UTILITIES |
Unattractive |
Unattractive |
Negative |
Sectors without adequate representation were excluded (Financials, Basic Material, Transportation)






By using The Applied Finance Group’s (AFG's) Risk Analysis, we have identified the top and bottom two firms in each sector (excluding the Financial sector) according to an overall risk score based on 9 variables (see more detail below). In addition to the risk analysis variables we also added another layer of analysis by evaluating the companies’ Earnings Quality (based on the concept of Accruals) and Altman Z-Score (identifies firms that are at risk of going bankrupt in the next 2 years).
Here is a list of the variables that are taken into account within this risk analysis:
Applied Finance Group’s Risk Analysis is designed to systematically calculate a stock’s risk score based on fundamental relationships between the Quarterly Income Statements and Balance Sheets. The template measures 9 factors to determine Risk: Changes in A/R, Changes in Inventories, Cash Flow vs. Operating Cash Flow, Fixed Payments vs. Pre-Tax Cash Flow, Leverage, Intangibles, Write-offs, Management Quality, and Valuation. Companies with lower scores have less risk. Companies in the Financial Sector were excluded due to their differences in financial statement structure.
1. Receivables to Sales - Delta – takes the difference in the median A/R to Sales ratio over the last 4 quarters vs. median 4 quarters before that.
2. Inventories to Sales - Delta – takes the difference in the median Inventories to Sales ratio over the last 4 quarters vs. median 4 quarters before that.
3. AFG’s Cash Flow-Oper. vs. Operating Cash Flow - AFG's Cash Flow-Oper. for a company is net cash that is generated by the continuing and discontinuing operations of the firm. We compare it to the company's Operating Cash Flow to assess its ability to pay its debt.
4. Fixed Payments vs. Pre-tax Payments Cash Flow – This ratio assesses the company’s ability to cover long-term obligations. If the fixed pmts are greater than 50% of the pre-tax payments cash flow, there is chance that this company may not be able to meet its obligations. Obligations less than 30% of cash flow are considered safe.
5. Leverage – Book leverage and Market leverage are analyzed to give us information about the company’s leverage position. Best score is given to the companies with Book Leverage lower than 60%, and negative score to these with Book Leverage higher than 60% and Market Leverage greater than 0.9*Book Leverage.
6. Intangibles as a Percentage of Total Assets – With this score we try to filter through and reward the companies that have grown organically, rather than through acquisitions. Our research has shown that on average companies tend to overpay for acquisitions and thus are rarely a profitable investment. Companies with Intangibles less than 20% of Total Assets get the best score.
7. Write-offs – Shows the number of years with significant write-offs over the last 5 years.
8. Management Quality – Measures a company’s EM+1 and LFY Asset Growth and there is empirical evidence that companies with positive EMs that are able to grow their business tend to outperform companies with negative EMs who continue to invest into unprofitable business.
9. Value Score – Measures a company’s attractiveness from valuation perspective.
Most/Least Risky Firms By Sector S&P 500 (excluding financials)

Value Expectations Equity Research, provides institutional quality stock research through its
investment newsletters and stock blog using AFG’s Economic Margin Framework.
The term Value Expectations is derived from our ability to calculate market expectations embedded in stock prices, sectors and indexes.
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