As the calendar quarter winds down, let's take look at some of this coming week's biggest expected earnings gainers.

Analysts surveyed by Thomson Reuters expect Memphis-based Fred's Inc. (NASDAQ: FRED) to report fourth-quarter earnings of $0.22 per share, 36.4% higher than a year ago, and revenue of $472.5 million, down 4.4%. For the full year, the forecast is for a profit of $0.66 per share on revenue of $1.8 billion, compared to $0.52 per share and $1.8 billion in the previous year. The discount retailer beat or met earnings estimates in the past three quarters. The long-term EPS growth forecast is 14.0%, which is better than the industry average and that of larger rival Walmart Stores Inc. (NYSE: WMT), and the forward PE ratio estimate is 15.0. In the third quarter, the company had more cash than debt. The consensus recommendation of analysts is to buy FRED. The share price has risen 2.7% since the beginning of the year to $11.05.

Alcoa Inc. (NYSE: AA) kicks off the new earnings seasons when it reports third quarter results on Tuesday. The Pittsburgh-based aluminum producer, which celebrated its 120th anniversary with the launch of its website, is expected to post a profit of 54 cents per share, down 15.6% from the same quarter of last year, on revenue of $7.2 billion, down 2.1%. While Alcoa has tended to fall short of estimates in recent quarters, in the second quarter it did offer a positive surprise of almost 3%. Its long-term earnings per share growth forecast is 14.8%, a little less than the S&P 500, and analysts polled by Thomson Financial on average recommend buying Alcoa, and have for more than 90 days. Shares reached a new 52-week low last week, and are down 48.9% from a year ago.

General Electric Co. (NYSE: GE) is also expected to report a slip in earnings this week. Analysts anticipate that the conglomerate will post a third-quarter profit of 45 cents per share, down just 6.3% from a year ago, on revenue of $47.7 billion, which is up 12.1%. GE has tended to eke out small positive surprises in recent quarters, by less than 1% in the second quarter. GE's long-term earnings per share growth forecast is only 11.0%, which is less than the sector average and the S&P 500. The consensus recommendation has recently swung to hold GE, but Warren Buffett has bought in to the tune of $3 billion. GE also reached a new 52-week low last week as the markets tumbled. GE shares are down 48.1% from a year ago.

Here are some highlights from this past week's earnings coverage from BloggingStocks:

• AeroVironment Inc. (NASDAQ: AVAV) beat Q4 estimates on demand for unmanned aircraft.
• Apollo Group Inc. (NASDAQ: APOL) beat Q3 expectations on increased enrollment and tuition collection.
• Campbell Soup Co. (NYSE: CPB) predicted earnings at the high end of the previously announced range.
• Constellation Brands Inc. (NYSE: STZ) posted better-than-expected Q1 earnings, sending shares up.
• Deutsche Bank (NYSE: DB), in an effort to calm investors, said that it expects a Q2 profit.
• Family Dollar Stores Inc. (NYSE: FDO) beat Q3 expectations and raised its Q4 guidance.
• H&R Block Inc. (NYSE: HRB) posted solid Q4 and full-year results and boosted its dividend.
• Kroger Co. (NYSE: KR) posted record Q1 EPS and in-line guidance, and its share buybacks continue.
• Nvidia Corp. (NASDAQ: NVDA) warned of lower Q2 earnings due to slowing demand and lower prices.
• Robbins & Myers Inc. (NYSE: RBN) beat Q3 expectations and raised its Q4 and full-year outlook.
• Thornburg Mortgage Inc. (NYSE: TMA) 2007 results are being investigated by the SEC.
• UnitedHealth Group (NYSE: UNH) cut its full-year outlook due to changing business trends.

More highlights from this past week: BP, Discover, Corel, Citigroup, WD-40, MSCI and others

Also, Peter Cohan points out that a bear market means low earnings expectations, and also that negative surprises are likely to outweigh positive ones in the second half of the year. Aaron Katsman, on the other hand, predicts a rebound for earnings in the second half. And BusinessWeek reminds us that cheap stocks -- even with big names such as Ford Motor Co. (NYSE: F), Sprint Nextel Corp. (NYSE: S), and Northwest Airlines (NYSE: NWA) -- are no bargain if they have no earnings.

Upcoming results to watch for include Alcoa (NYSE: AA), Pepsi Bottling Group (NYSE: PBG), Marriott International (NYSE: MAR), and General Electric (NYSE: GE).

Visit AOL Money & Finance for more earnings coverage.