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McCoy, who became CEO of Avon in April 2012, is in the early stages of turning around the flailing direct seller. It lost $42.5 million on sales of nearly $11 billion last year, in part because of restructuring charges: The former J&J executive has exited underperforming markets and sold a struggling jewelry unit.

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