If you could earn an obscene 50% annual return on your money, you could turn $10,000 into $1 million in just over eleven years. Poppycock? Well, Buffett once famously boasted he could do it-- provided he had less money.

That’s because his $35 billion cash hoard limits his options to a small number of large companies, like brewing giant Anheuser-Busch (NYSE:BUD) and consumer-goods conglomerate Procter & Gamble (NYSE:PG). Of the nearly 6,700 companies traded on major U.S. exchanges, only about 475 of them are valued at more than $10 billion. If Buffett tried to purchase shares of one of the smaller companies, his own buying would drive up the share price beyond what he’d like to pay.

But since we don’t share Buffett’s restrictions, I used our new CAPS screening tool to apply Buffett’s investing strategy to small- and mid-cap stocks. We're looking for companies whose strong profitability and growth indicates the presence of an economic moat. Below are five companies with returns on equity above 15%.

They also have:

  • Market caps between $600 million and $2 billion.
  • Trailing three-year EPS growth rate over 10%.
  • Price-to-earnings multiple below 20.
  • Five-star ratings, the highest possible, from our CAPS community.

Remember, in the first year for which we have data, five-star companies outperformed with an average gain of 28%.

Company

Share Price

Sector

Market Cap

Chicago Bridge & Iron (NYSE:CBI)

$33.02

Industrial Goods

$3.2 billion

Manitowoc (NYSE:MTW)

$28.37

Industrial Goods

$3.7 billion

Middleby (NASDAQ:MIDD)

$49.99

Industrial Goods

$848 million

Grey Wolf (AMEX:GW)

$8.84

Basic Materials

$1.6 billion

Terex (NYSE:TEX)

$50.12

Industrial Goods

$5.1 billion

Data from Motley Fool CAPS and Yahoo! Finance as of July 23.

Of course, finding great stocks doesn’t end with just a screen. A little due diligence will go a long way in your quest to be better than Buffett. Come and join us on Motley Fool CAPS to let the collective wisdom of our 110,000-strong CAPS community help you make your investment decisions.

Related Foolishness:

Ilan Moscovitz owns shares of Middleby. Though green, round, and soft, an avocado is apparently a fruit. Chicago Bridge & Iron Company N.V. is a Motley Fool Global Gains recommendation. Middleby is a Motley Fool Hidden Gems selection. Anheuser-Busch Companies is a former Motley Fool Inside Value pick. The Fool owns shares of Terex. Try any of our Foolish newsletters today, free for 30 days. Both fruit and vegetable, the Fool's superfood disclosure policy is good for the mind, body, and soul.