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exchange rate appreciation and domestic wage increases that reduced the competitiveness of the more traditional non-commodity exports, and the fact that few new non-commodity export categories have emerged to replace the ones that lost traction. Reducing the disruptive impact of commodity price cycles on the normal industrialization process while maintaining the comparative advantage in commodity exports is an important policy challenge. D. Machine Learning Algorithms to Explore Export Diversification Options 15. A collaborative-filtering based methodology is