By Annie Gasparro 

ConAgra Foods Inc.'s Chief Executive Sean Connolly faces the first opportunity since he took the helm to discuss his strategy for the packaged-food maker when it announces quarterly earnings this week. With an activist investor targeting the maker of Slim Jim snacks and Wesson cooking oil, he will be under pressure to perform.

Jana Partners LLC, which has built a more-than 7% stake in ConAgra, called on it this month to change its board, pointing to huge problems the company has had integrating the private-label foods company Ralcorp that it bought nearly three years ago for $5 billion.

Mr. Connolly, who took over as CEO on April 6, likely will be asked on Tuesday's fiscal year-end earnings call about his views for the future of the private-label unit as well as the main part of the company, whose brands also include Chef Boyardee canned pasta, Healthy Choice frozen meals and Peter Pan peanut butter.

An industry veteran who got his start at Procter & Gamble Co., Mr. Connolly most recently headed Hillshire Brands from 2012 to its takeover last year by Tyson Foods Inc. While that deal wasn't one he initiated, it delivered huge value to Hillshire shareholders, with a roughly 70% premium to the share price before Tyson and Pilgrim's Pride Corp. began bidding for the company.

Some analysts think Mr. Connolly can unlock value from Ralcorp despite the botched integration so far.

"While private label may continue to underperform in the near term, new CEO Sean Connolly's strategic prowess could be exactly what's needed to maximize value," said Jonathan Feeney, analyst at Athlos Research, a Pennsylvania-based investment adviser. Mr. Feeney, who recommends the stock, said Mr. Connolly rejuvenated neglected brands at Hillshire, positioning it for the lucrative sale to Tyson.

Some analysts say ConAgra needs to strike a deal to get rid of Ralcorp to recover from the mess, perhaps selling the division to private-brand rival TreeHouse Foods Inc. or to Post Holdings Inc. Separately, analysts said, ConAgra's branded business could fit well in some sort of combination with Pinnacle Foods Inc.--which Mr. Connolly knows well, having struck a deal to buy it when he was at Hillshire right before Tyson swooped in and acquired his company.

TreeHouse declined to comment. Pinnacle didn't return a request for comment.

"I've been doing this for about 23 years, 24 years now and over that time, I have managed all sorts of businesses," Mr. Connolly said in brief comments on ConAgra's earning call in March, when he hadn't yet started as CEO. "So I am very comfortable here at ConAgra Foods with the businesses we've got."

But at that time, he said he needed a few months to learn more about ConAgra before he could outline a strategy for investors--one they are hoping to hear more about this week.

In its fiscal year that ended in May 2012, ConAgra reported a net profit of $474.4 million. Two years later, in its first full fiscal year with Ralcorp on its books, that had fallen to $315.1 million, even though total revenue rose by a third to $17.7 billion. Through the end of March, ConAgra had posted a total of more than $2 billion in losses tied to Ralcorp.

ConAgra's former CEO, Gary Rodkin, and former head of private label, Paul Maass, said in March that the turnaround in that business was taking longer than expected, but remained committed to the business and said it would achieve growth in fiscal 2016.

Mr. Maass at the time touted improvements in speed and agility, and a plan to tailor different strategies and sales people to each category within the private label business, such as pasta or crackers, rather than operating the same throughout the division. "We have deep product knowledge, category by category, customer by customer. This kind of focus has worked well for us prior to acquiring Ralcorp and it can work for us again," Mr. Maass said then.

With Messrs. Maass and Rodkin both gone, there's potential for more drastic measures. ConAgra's private-label business now represents 23% of its total sales. The company can't afford to continue struggling with the business, analysts said. "In fact, many investors could be disappointed if the business is not sold," said Bernstein analyst Alexia Howard.

Jana Partners is seeking two board seats in ConAgra, claiming in a regulatory filing that since the Ralcorp acquisition, ConAgra's "board has failed to adequately address the destruction of shareholder value caused by the acquisition."

Other areas of interest to analysts on Tuesday will be which branded foods will be a priority for Mr. Connolly. From Wolf canned chili to Snack Pack pudding, that division is also facing significant hurdles as Americans seek fresher options and foods that seem to have more natural ingredients. ConAgra's frozen dinners, like its Banquet and Healthy Choice brands, have lost their appeal as refrigerated, ready-to-heat, meals at grocery store delis become more popular.

Mr. Connolly may outline which brands he intends to spend money on marketing and innovating, and which will be stripped of resources or possibly sold.

The Week Ahead looks at coming corporate events.

Write to Annie Gasparro at annie.gasparro@wsj.com

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