In order to justify the effort of selecting individual stocks, it's worth striving to beat the returns from a market index fund. But the risk of stock picking is that you will likely buy under-performing companies. We regret to report that long term Paycom Software, Inc. (NYSE:PAYC) shareholders have had that experience, with the share price dropping 37% in three years, versus a market return of about 37%.

Since shareholders are down over the longer term, lets look at the underlying fundamentals over the that time and see if they've been consistent with returns.

View our latest analysis for Paycom Software

To paraphrase Benjamin Graham: Over the short term the market is a voting machine, but over the long term it's a weighing machine. One flawed but reasonable way to assess how sentiment around a company has changed is to compare the earnings per share (EPS) with the share price.

Although the share price is down over three years, Paycom Software actually managed to grow EPS by 41% per year in that time. This is quite a puzzle, and suggests there might be something temporarily buoying the share price. Or else the company was over-hyped in the past, and so its growth has disappointed.

It's worth taking a look at other metrics, because the EPS growth doesn't seem to match with the falling share price.

The modest 0.7% dividend yield is unlikely to be guiding the market view of the stock. Revenue is actually up 20% over the three years, so the share price drop doesn't seem to hinge on revenue, either. It's probably worth investigating Paycom Software further; while we may be missing something on this analysis, there might also be an opportunity.

The graphic below depicts how earnings and revenue have changed over time (unveil the exact values by clicking on the image).

We're pleased to report that the CEO is remunerated more modestly than most CEOs at similarly capitalized companies. But while CEO remuneration is always worth checking, the really important question is whether the company can grow earnings going forward. This free report showing analyst forecasts should help you form a view on Paycom Software

A Different Perspective

Paycom Software shareholders are up 7.7% for the year (even including dividends). Unfortunately this falls short of the market return. On the bright side, that's still a gain, and it is certainly better than the yearly loss of about 5% endured over half a decade. So this might be a sign the business has turned its fortunes around. Most investors take the time to check the data on insider transactions. You can click here to see if insiders have been buying or selling.

If you would prefer to check out another company -- one with potentially superior financials -- then do not miss this free list of companies that have proven they can grow earnings.

Please note, the market returns quoted in this article reflect the market weighted average returns of stocks that currently trade on American exchanges.

Have feedback on this article? Concerned about the content? Get in touch with us directly. Alternatively, email editorial-team (at) simplywallst.com.This article by Simply Wall St is general in nature. We provide commentary based on historical data and analyst forecasts only using an unbiased methodology and our articles are not intended to be financial advice. It does not constitute a recommendation to buy or sell any stock, and does not take account of your objectives, or your financial situation. We aim to bring you long-term focused analysis driven by fundamental data. Note that our analysis may not factor in the latest price-sensitive company announcements or qualitative material. Simply Wall St has no position in any stocks mentioned.