The negative supply shock would most likely be ranked as the least preferred type by an economic policy maker.
It refers to a change in supply which resulted to a decreases output causing prices to increase.
Among other supply shock, this is least preferred type of supply shock by an economic policy maker.
Therefore, the Option D is correct.
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