Common challenges in solving linear programming problems include complexity in formulating the problem, difficulty in interpreting the results, and limitations in available resources. Effective solutions to address these challenges include breaking down the problem into smaller, more manageable parts, utilizing software tools for analysis, and optimizing resource allocation to maximize efficiency.
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