[情報] 關於高統作業
關於薪水(salary)與教育年數(educ)之間的關係究竟是不是線性,
相信大家看了殘差圖,都覺得兩者不是線性關係,而是二次關係
剛剛我設了教育年數的二次項(educ2)下去跑迴歸,發現Ra有不少的提高
我認為這樣應該比肉眼更可以證明 兩者不是線性關係,
附上資料,供大家參考。
regress salary educ educ2
Source | SS df MS Number of obs = 474
-------------+------------------------------ F( 2, 471) = 337.25
Model | 8.1208e+10 2 4.0604e+10 Prob > F = 0.0000
Residual | 5.6708e+10 471 120399257 R-squared = 0.5888
-------------+------------------------------ Adj R-squared = 0.5871
Total | 1.3792e+11 473 291578214 Root MSE = 10973
------------------------------------------------------------------------------
salary | Coef. Std. Err. t P>|t| [95% Conf. Interval]
-------------+----------------------------------------------------------------
educ | -12428.48 1248.539 -9.95 0.000 -14881.88 -9975.088
educ2 | 612.9502 46.37833 13.22 0.000 521.8162 704.0843
_cons | 85438.24 8213.964 10.40 0.000 69297.69 101578.8
------------------------------------------------------------------------------
regress salary educ
Source | SS df MS Number of obs = 474
-------------+------------------------------ F( 1, 472) = 365.38
Model | 6.0178e+10 1 6.0178e+10 Prob > F = 0.0000
Residual | 7.7738e+10 472 164699741 R-squared = 0.4363
-------------+------------------------------ Adj R-squared = 0.4351
Total | 1.3792e+11 473 291578214 Root MSE = 12834
------------------------------------------------------------------------------
salary | Coef. Std. Err. t P>|t| [95% Conf. Interval]
-------------+----------------------------------------------------------------
educ | 3909.907 204.547 19.11 0.000 3507.971 4311.842
_cons | -18331.18 2821.912 -6.50 0.000 -23876.24 -12786.1
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11/27 09:41, , 1F
11/27 09:41, 1F