QUESTION IMAGE
Question
based on scatter plot below, which is a better prediction for y when x = 44?
Step1: Analyze the scatter - plot trend
Looking at the scatter - plot, we observe the general pattern of the data points. For lower values of \(x\) (e.g., \(x = 10\), \(x=20\)), the \(y\) - values are relatively high (in the range of \(40 - 80\)). As \(x\) increases (e.g., \(x = 40\), \(x = 50\), \(x=60\)), the \(y\) - values for some points start to decrease. But when \(x = 40\), there are data points around \(y = 60\).
Step2: Consider the proximity of \(x = 44\) to known data points
The value \(x = 44\) is close to \(x = 40\). Since at \(x = 40\) there are data points with \(y\) - values around \(60\) (while the \(y\) - value of \(25\) is more in line with higher \(x\) values like \(x=50\) or \(x = 60\) where the trend of lower \(y\) - values for higher \(x\) is more prominent for some clusters of points).
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