In: Statistics and Probability
The following data give the average price received by fishermen for several species of fish in 2000 and 2010. The price is in cents per pound.
| Fish | Year 2000 Price (x) | Year 2010 Price (y) | 
|---|---|---|
| COD | 13.1 | 129.5 | 
| FLOUNDER | 15.3 | 112.2 | 
| HADDOCK | 25.8 | 101.5 | 
| MENHADEN | 1.8 | 26.3 | 
| PERCH | 4.9 | 33.2 | 
| CHINOOK | 55.4 | 244.8 | 
| COHO | 39.3 | 118.8 | 
| ALBACORE | 26.7 | 89.4 | 
| SOFT SHELLED CLAMS | 47.5 | 227.5 | 
| LOBSTERS AMERICAN | 94.7 | 317.5 | 
| SEA SCALLOPS | 135.6 | 397.6 | 
| SHRIMP | 47.6 | 198.0 | 
Answer: 163.6
Put x=41.3
y= 49.13 +2.77(41.3) =41.3
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Using Excel<data<data analysis<regression
| Regression Analysis | ||||||
| r² | 0.914 | |||||
| r | 0.956 | |||||
| Std. Error | 34.764 | |||||
| n | 12 | |||||
| k | 1 | |||||
| Dep. Var. | Year 2010 Price (y) | |||||
| ANOVA table | ||||||
| Source | SS | df | MS | F | p-value | |
| Regression | 1,29,153.6712 | 1 | 1,29,153.6712 | 106.87 | 1.17E-06 | |
| Residual | 12,085.5579 | 10 | 1,208.5558 | |||
| Total | 1,41,239.2292 | 11 | ||||
| Regression output | confidence interval | |||||
| variables | coefficients | std. error | t (df=10) | p-value | 95% lower | 95% upper | 
| Intercept | 49.1301 | 15.14 | 3.24 | 0.01 | 15.39 | 82.87 | 
| Year 2000 Price (x) | 2.7708 | 0.2680 | 10.338 | 1.17E-06 | 2.1736 | 3.3680 | 
| 95% Confidence Interval | 95% Prediction Interval | |||||
| Predicted | lower | upper | lower | upper | Leverage | |
| 163.5644 | 141.1957 | 185.9332 | 82.9396 | 244.1893 | 0.083 |