11. [10 points] Using the equation for the best-fit line, estimate the price of diamonds weighing more than 3.5 carats and enter the values in the table. Compare these estimates to the actual sales prices for these three diamonds. Do the estimates match the actual sales prices?

\begin{tabular}{|l|r|l|}
\hline
Weight & Actual Price & \begin{tabular}{c} Estimated Price: \\ Linear Relationship \end{tabular} \\
\hline
3.64 carats & [tex]$\$[/tex] 254,392[tex]$ & \$[/tex]193,959.03 \\
\hline
4.51 carats & [tex]$\$[/tex] 301,671[tex]$ & \\
\hline
4.83 carats & $[/tex]\[tex]$ 374,480$[/tex] & \\
\hline
\end{tabular}



Answer :

To determine the estimated prices of the diamonds weighing 4.51 carats and 4.83 carats and to compare these estimates with the actual sales prices, we use the equation of the best-fit line. This equation is in the form [tex]\( y = mx + b \)[/tex], where [tex]\( y \)[/tex] is the estimated price, [tex]\( x \)[/tex] is the weight of the diamond, [tex]\( m \)[/tex] is the slope, and [tex]\( b \)[/tex] is the y-intercept.

From the information provided:
[tex]\[ m = 53285.4478 \][/tex]
[tex]\[ b = 0 \][/tex]
[tex]\[ \text{Estimated price} = m \times \text{weight} + b \][/tex]

### Step-by-Step Solution:
1. Estimate the price for 4.51 carats:
[tex]\[ \text{Estimated price} = 53285.4478 \times 4.51 \][/tex]
[tex]\[ \text{Estimated price} \approx 240317.37 \][/tex]

2. Estimate the price for 4.83 carats:
[tex]\[ \text{Estimated price} = 53285.4478 \times 4.83 \][/tex]
[tex]\[ \text{Estimated price} \approx 257368.71 \][/tex]

### Completed Table:
\begin{tabular}{|l|r|l|}
\hline \multicolumn{2}{|c|}{} \\
\hline Weight & Actual Price & \begin{tabular}{c}
Estimated Price: \\
Linear Relationship
\end{tabular} \\
\hline 3.64 carats & \[tex]$254,392 & 193,959.03 \\ \hline 4.51 carats & \$[/tex]301,671 & 240,317.37 \\
\hline 4.83 carats & \[tex]$374,480 & 257,368.71 \\ \hline \end{tabular} ### Comparison of Estimates with Actual Prices: - For 3.64 carats: \[ \text{Actual Price}: \$[/tex]254,392 \]
[tex]\[ \text{Estimated Price}: \$193,959.03 \][/tex]
The difference between the actual price and estimated price is \[tex]$60,432.97. Clearly, the estimated price is significantly lower than the actual price. - For 4.51 carats: \[ \text{Actual Price}: \$[/tex]301,671 \]
[tex]\[ \text{Estimated Price}: \$240,317.37 \][/tex]
The difference between the actual price and estimated price is \[tex]$61,353.63. Here as well, the estimated price is lower than the actual price. - For 4.83 carats: \[ \text{Actual Price}: \$[/tex]374,480 \]
[tex]\[ \text{Estimated Price}: \$257,368.71 \][/tex]
The difference between the actual price and estimated price is \$117,111.29. Again, the estimated price is less than the actual price by a considerable margin.

### Conclusion:
The estimates do not closely match the actual sales prices, with the estimated prices generally being significantly lower for each corresponding weight. This discrepancy suggests that the simple linear model [tex]\( y = 53285.4478x \)[/tex] may not fully capture the relationship between weight and price for these diamonds. Factors other than just weight likely play a significant role in the actual pricing of diamonds.