Selecting Stocks with a Score
A friend of mine really likes selecting stocks with a score, the Piotroski score in particular. Briefly, Professor Piotroski created a set of nine financial ratios that contribute to the score. If a company meets a certain criterion and has favorable results on 8 or 9 of the ratios, his analysis indicates that the company’s stock is likely to do well. My friend is primarily a value investorSomeone who buys stocks because they think that the price is lower than it should be based on the financial fundamentals of the company. More. The appeal of the Piotroski score to him is that it focuses on value stocks and, while it relies heavily on statistical analysis, it isn’t a black box.
In this post, I’ll identify the group of stocks to which the Piotroski score applies. I’ll then briefly explain the financial ratios that determine the score. I’ll close with a specific example of a stock I bought solely using the Piotroski score and provide some general guidance on applying the results of the score.
Book-to-Market Ratio
What is It?
The book-to-market (BM) ratio is a financial ratio. The numerator is the book value of the company. This value is shown on the balance sheet in the company’s financial statements and is usually reported as “Shareholders’ Equity.”
The denominator of the ratio is the total market value of the company on the evaluation date as the financial statements. The total market value is the stock price multiplied by the number of shares outstanding and is also called the market capitalization.
In mathematical terms,
Piotroski waits for the financial statements to be published for a particular year end to get the book value. He then looks up the market capitalization on the evaluation date of the financial statements for use in the ratio.
Piotroski’s Criterion
In his paper, Piotroski identifies value stocks as companies that have BM Ratios in the highest quintile (highest 20%) of traded stocks. These stocks have high book values relative to their market capitalization. Looked at from the other perspective, these stocks have low market capitalizations (and therefore low stock prices) relative to their book value.
Recall that the book value is the company’s assetsThe value of things the company owns and amounts it is owed More minus its liabilities. In theory, if the company were liquidated on the evaluation date of the financials, shareholders would get their portion of the Shareholders’ Equity, based on the proportion of shares owned. Therefore, a BM ratio of 1.00 means that the market capitalization of the stock is equal to the Shareholders’ Equity.
By comparison, the cut-off for the highest quintile of BM ratios[1] across all stocks reported in the ValueLine Analyzer Plus on May 29, 2020 is 1.47. The book values per share of these companies are almost 50% higher than their stock prices! You can see why Piotroski might consider these stocks to be potentially good values at their current prices.
Why Might It Be High?
There are at least two reasons that the BM ratio might be high.
First, the market may perceive that either assetsThe value of things the company owns and amounts it is owed More are overvalued or liabilities are undervalued. Both of these situations would cause the reported book value to be higher than its true amount.
For example, some companies have not fully funded their pension plans. That means that the estimated present valueThe value today of a stated amount of money you receive in the future. It is calculated by dividing the stated amount of money by 1 + the interest rate adjusted for the length of time, t, between th... More of the future pension benefits is more than the liabilityWhen used as a noun, the amount you owe to someone else. When used as an adjective, an insurance coverage that protects you when you cause damage or injury to someone else or their property. More on the balance sheet. Companies disclose these differences in the Notes to Financial Statements. If the liabilityWhen used as a noun, the amount you owe to someone else. When used as an adjective, an insurance coverage that protects you when you cause damage or injury to someone else or their property. More for pension benefits is understated, it will cause the company’s book value to be overstated.
Second, financial theory tells us that the market value of a company’s stock is equal to its book value plus the present valueThe value today of a stated amount of money you receive in the future. It is calculated by dividing the stated amount of money by 1 + the interest rate adjusted for the length of time, t, between th... More of future profits. If the market perceives that the company is unlikely to make money in the future, the market capitalization will be less than the book value.
The Piotroski score focuses on companies in the second category. That is, it attempts to identify companies that will be profitable in the future from among all of the companies that the market thinks will have negative future profits.
Piotroski Score
The Piotroski score is calculated as the sum of a set of 9 values of 1 or 0. There are 9 criteria in the calculation, in addition to the BM ratio being in the highest quintile. The process assigns a 1 if a company’s financial statement values meet each criterion and a 0 if it does not. As such, companies that meet 8 or 9 of the criteria are considered more likely to have above market average performance.
The 9 criteria are listed below:
- Return on assetsThe value of things the company owns and amounts it is owed More (ROA) = Net income / Total assetsThe value of things the company owns and amounts it is owed More at beginning of year > 0
- ROA this year > ROA last year
- Cash flow from operations > 0
- Cash flow from operations > net income
- Long-term debt / Total assetsThe value of things the company owns and amounts it is owed More this year < Long-term debt / Total assetsThe value of things the company owns and amounts it is owed More last year
- Current ratioCurrent assets divided by current liabilities. Current assets are amounts that are expected to be received or converted to cash by the company within one year. Similarly, current liabilities are due t... More this year > Current ratioCurrent assets divided by current liabilities. Current assets are amounts that are expected to be received or converted to cash by the company within one year. Similarly, current liabilities are due t... More last year
- Shares outstanding this year <= shares outstanding last year
- Gross marginRevenues minus operating expenses. More this year > Gross marginRevenues minus operating expenses. More last year
- Total sales / Total assetsThe value of things the company owns and amounts it is owed More this year > Total sales / Total assetsThe value of things the company owns and amounts it is owed More last year
Piotroski performed his analysis using data from companies’ financial statements from 1976 to 1996. The average of the one-year returns for the companies with scores of 8 or 9 was 7.5 percentage points higher than the average for all companies with high BM ratios and 13.5 percentage points higher than the average for the market as a whole.
How to Calculate It
If you are familiar with reading financial statements, you can calculate the Piotroski score yourself using the formulas above. Or, you could extract the key ratios from a source, such as ValueLine, Tiingo or Bloomberg, all three of which require subscriptions. I use the latter approach as I have a subscription to ValueLine that I use for a variety of purposes.
An easier option is to use a Piotroski calculator or screener. I’ve never used any of these tools, but I used Google to find a couple free options you might try.
- Old School Value – This Excel spreadsheet will calculate and show you how a company does on each of the 9 tests and the total score.
- ChartMill – This screener lets you identify stocks based on their Piotroski score. As such, it helps you find stocks with scores of 8 or 9, but does not show you the details of the underlying calculation.
I suggest being careful to check the documentation of any of these tools to make sure that the descriptions of the 9 tests are the same as I’ve included above (which I took directly from Piotroski’s paper). In poking around on-line, I found more than one site that did not correctly specify the nine tests.
My Experience Selecting Stocks with a Score
Although I’ve looked at stocks using the Piotroski score several times, I’ve made only one purchase using it as my primary buying criterion. I purchased FUJIFILMS (FUJIY) in March 2012. At the time, FUJIY had a BM Ratio of about 1.40, as compared to a market average BM ratio of about 0.5. It had a Piotroski score of 8, having failed the test for an increase in Gross marginRevenues minus operating expenses. More.
For many, many years, FUJIY’s biggest product was film for cameras. With the advent of the digital camera, its market shrank rapidly. In the year before I purchased the stock, its price decreased by 32%. As I was looking at the company, it was transitioning its business from camera film to other types of related products, including medical imaging and, more recently, office products with its purchase of Xerox. With a good story and a high Piotroski score, I decided to buy the stock.
It turns out I was a little early in buying the stock. In the 12 months after I bought the stock, it decreased by 19% while the S&P 500 increased by 13%. However, if I had bought it a year later, my total return would have been much better over both the short and long termThe time period over which you re-pay the loan More, as shown in the table below.
| Total Return starting in March 2013 | |||
| 1 Year | 2 Years | Until June 2020 | |
| FUJIFILMS | +51% | +84% | +171% |
| S&P 500 | +22% | +36% | +110% |
So, even though my returns were lower than the market average because I bought the stock too early in the company’s turnaround, I correctly decided to keep it after its first year of poor performance. That is, if I had sold the stock one year after I purchased it and bought an S&P 500 index fundA type of exchanged-traded fund (ETF) or mutual fund that invests in such a way that the returns on the fund are identical or very close to a market index. For example, an S&P 500 index fund wou... More, I would have been worse off.
Caution
As with any investing strategy, it is important that you understand the assumptions underlying the Piotroski score. I also recommend that you understand the story behind the company you are considering for investment, as described in my post on buying stocks based on their financial fundamentals. There are companies that may have a Piotroski score of 8 or 9 that don’t have a good turn-around story, such as the one I described for FUJIY. In those cases, you may not want to rely solely on the Piotroski score.
[1] Calculated in this case as Book Value Per Share at most recent fiscal year end divided by Price on May 29, 2020, so not exactly equal to the ratio as calculated by Piotroski.
Susie Q is a retired property-casualty actuaryA professional who assesses and manages the risks of financial investments, insurance policies and other potentially risky ventures. Source: www.investopedia.com/terms/a/actuary.asp More and mother of two adult children. As her children were moving from their teens into their 20s, she found she was frequently a resource on many, many financial decisions and she had insights and information she could provide to them. She spent a significant portion of my career building statistical models of all of the financial risks of an insurance company and interpreting their findings to help senior management make better financial decisions. She is the primary author at Financial IQ by Susie Q and volunteers with other organizations related to financial education.