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This study examined the strategic developmental levels of multiplication problem solving among 121 elementary school students. A latent class modeling was used to identify three valid groups representing different patterns of strategy choices. Results suggested a relative consistency in students’ strategy choices cross three problem types. Students who used direct retrieval or algorithm strategies most frequently showed the highest problem-solving accuracy and the highest accuracy of executing the direct retrieval strategies. Students who most frequently relied on incorrect operations demonstrated the lowest problem-solving accuracy among the three groups; the number of students in this group increased with problem difficulty levels. Implications are discussed regarding identifying students’ strategic developmental levels and providing differentiated instruction based on the identified levels.