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How to use one-way ANOVA for forecasting in R

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Imagine my surprise when I learned that Analysis of Variance (ANOVA), well regarded in hypothesis testing, can be used to forecast sales. Well it really shouldn’t be a surprise as ANOVA and regression are closely related.