Is a linear model or a quadratic model a better fit?
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A linear function represents a line, a quadratic function represents a parabola.
The dots fit a parabolic behaviour (they are descendent at the beginning, they reach a minimum and then start growing again), so a quadratic model could fit the dots much better than a linear one.
The better fit for the plotted points in the given graph is;
Quadratic Model.
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