Multinomial Logit: Weight Category Estimates by Age and Gender |
-
|
Male |
Female |
- |
Ages 12-20 |
Ages 12-20 |
- |
Model Fit |
Criterion |
Intercept Only |
Intercept and Covariates |
Intercept Only |
Intercept and Covariates |
AIC |
6342.626 |
5102.27 |
5765.216 |
4810.782 |
-2 Log L |
6336.63 |
5000.27 |
5759.216 |
4708.782 |
- |
Chi-Square |
Pr > ChiSq |
Chi-Square |
Pr > ChiSq |
Likelihood Ratio |
1050.4337 |
<.0001 |
- |
- |
Results |
Variable |
Estimate |
Std Err |
Pr > ChiSq |
Estimate |
Std Err |
Pr > ChiSq |
Intercept |
Under |
-3.8352 |
2.9542 |
1.6855 |
0.9407 |
2.02 |
0.2169 |
Over |
-4.6207*** |
0.9344 |
24.4537 |
-6.3905*** |
1.0861 |
34.6191 |
Obese |
-10.3903*** |
1.3802 |
56.6693 |
-23.6786 |
241.7 |
0.0096 |
Aget
|
Under |
-0.0114 |
0.0108 |
1.1136 |
-0.00874 |
0.00758 |
1.3282 |
Over |
0.0148*** |
0.00326 |
20.5721 |
0.0112*** |
0.00349 |
10.2212 |
Obese |
0.0208*** |
0.00447 |
21.5431 |
0.0242*** |
0.00433 |
31.1976 |
Black |
Under |
0.4746 |
0.3818 |
1.5454 |
-1.4563*** |
0.338 |
18.5639 |
Over |
0.1905 |
0.1307 |
2.1257 |
0.757*** |
0.1448 |
27.3139 |
Obese |
0.547** |
0.1814 |
9.0958 |
1.5201*** |
0.1683 |
81.6024 |
Hispanic |
Under |
0.3611 |
0.5165 |
0.4886 |
-1.4062* |
0.4174 |
11.3506 |
Over |
0.0847 |
0.1391 |
0.3704 |
-0.0621 |
0.1496 |
0.1721 |
Obese |
0.0334 |
0.1865 |
0.0321 |
0.379** |
0.175 |
4.6901 |
Household Sizet
|
Under |
-0.227** |
0.1066 |
4.5317 |
-0.0138 |
0.066 |
0.0439 |
Over |
-0.0337 |
0.0301 |
1.2532 |
0.00961 |
0.0326 |
0.0868 |
Obese |
0.0616 |
0.04 |
2.3661 |
0.06 |
0.0388 |
2.3921 |
Poverty/Income Ratiot
|
Under |
0.084 |
0.1438 |
0.3411 |
-0.0962 |
0.0947 |
1.0305 |
Over |
0.0287 |
0.0442 |
0.422 |
-0.0682 |
0.0463 |
2.1713 |
Obese |
0.067 |
0.0622 |
1.1594 |
-0.0807 |
0.0568 |
2.0151 |
Urbant
|
Under |
-1.1057*** |
0.31 |
12.7182 |
0.3978 |
0.3036 |
1.7163 |
Over |
-0.2033* |
0.1133 |
3.2206 |
-0.1793 |
0.1261 |
2.0202 |
Obese |
-0.3479* |
0.156 |
4.973 |
-0.1645 |
0.1572 |
1.0957 |
Northeastt
|
Under |
0.00662 |
0.5521 |
0.0001 |
-0.0703 |
0.3231 |
0.0473 |
Over |
0.1209 |
0.1357 |
0.7942 |
0.1994 |
0.1543 |
1.67 |
Obese |
-0.3531 |
0.2031 |
3.0226 |
-0.0454 |
0.206 |
0.0486 |
Southt
|
Under |
0.7253 |
0.3577 |
4.1117 |
0.1936 |
0.2589 |
0.5588 |
Over |
-0.0977 |
0.1082 |
0.8159 |
0.00591 |
0.1196 |
0.0024 |
Obese |
0.1007 |
0.1447 |
0.485 |
0.2083 |
0.143 |
2.1232 |
Age Sext
|
Under |
0.2521*** |
0.0794 |
10.0765 |
0.0678 |
0.0661 |
1.0523 |
Over |
-0.0497*** |
0.0205 |
5.9106 |
-0.0332 |
0.0273 |
1.4847 |
Obese |
-0.0617*** |
0.0284 |
4.7014 |
-0.0851** |
0.0319 |
7.1124 |
General Healtht
|
Under |
0.1116 |
0.1669 |
0.447 |
0.1748 |
0.1214 |
2.0737 |
Over |
0.0673 |
0.055 |
1.4992 |
0.2647*** |
0.0584 |
20.5614 |
Obese |
0.2767*** |
0.0732 |
14.2925 |
0.6545*** |
0.0683 |
91.8812 |
Years Smokingt
|
Under |
0.1623 |
0.1073 |
2.288 |
-0.1924** |
0.0908 |
4.4894 |
Over |
-0.1278*** |
0.0322 |
15.7156 |
-0.0888** |
0.0369 |
5.785 |
Obese |
-0.2951*** |
0.0461 |
40.9897 |
0.0275 |
0.043 |
0.4083 |
Stay Same Weightt
|
Under |
-2.7077*** |
0.6036 |
20.1261 |
-2.1557*** |
0.2708 |
63.3712 |
Over |
1.3328*** |
0.1214 |
120.5813 |
1.4004*** |
0.4812 |
8.4689 |
Obese |
3.3359*** |
0.5165 |
41.7145 |
13.0705 |
241.7 |
0.0029 |
Lose Weightt
|
Under |
-1.9159*** |
0.7355 |
6.785 |
-4.1514*** |
0.3909 |
112.7952 |
Over |
2.7017*** |
0.1363 |
392.8267 |
3.1936*** |
0.4706 |
46.057 |
Obese |
6.047*** |
0.514 |
138.4273 |
16.0169 |
241.7 |
0.0044 |
Eating Disordert
|
Under |
0.5649 |
0.6712 |
0.7084 |
0.6163* |
0.3611 |
2.9131 |
Over |
-0.3835 |
0.2963 |
1.6754 |
-0.6031** |
0.2518 |
5.737 |
Obese |
-0.3346 |
0.4197 |
0.6354 |
0.1904 |
0.2381 |
0.6393 |
Mother's Education Less than HSt
|
Under |
0.2867 |
0.4071 |
0.4959 |
0.2031 |
0.3554 |
0.3266 |
Over |
0.1784 |
0.1365 |
1.7078 |
0.32** |
0.161 |
3.9476 |
Obese |
0.5073*** |
0.1857 |
7.4638 |
0.6169* |
0.1831 |
11.3557 |
Mother's Education HSt
|
Under |
-0.2784* |
0.3646 |
0.583 |
0.1659 |
0.2624 |
0.4001 |
Over |
0.0418 |
0.1077 |
0.1507 |
0.3781*** |
0.1163 |
10.5709 |
Obese |
0.3534* |
0.1484 |
5.6705 |
0.2704** |
0.1445 |
3.5047 |
- |
Ages 21-32 |
Ages 2132 |
- |
Model Fit |
Criterion |
Intercept Only |
Intercept and Covariates |
Intercept Only |
Intercept and Covariates |
AIC |
13930.1 |
10868.6 |
13090.505 |
10643.3 |
-2 Log L |
13924.1 |
10766.6 |
13084.505 |
10541.3 |
- |
Chi-Square |
Pr > ChiSq |
Chi-Square |
Pr > ChiSq |
Likelihood Ratio |
3157.5016 |
<.0001 |
2543.1765 |
<.0001 |
Results |
Variable |
Estimate |
Std Err |
Pr > ChiSq |
Chi-Square |
- |
Pr > ChiSq |
Intercept |
Under |
-4.7046* |
2.4852 |
3.5836 |
-2.1641 |
1.7735 |
1.4889 |
Over |
-3.6836*** |
0.5554 |
43.9922 |
-7.0743*** |
0.6726 |
110.6288 |
Obese |
-8.8757*** |
0.7326 |
146.7752 |
-9.1216*** |
0.861 |
112.2483 |
Aget
|
Under |
0.00031 |
0.00683 |
0.0021 |
0.000947 |
0.00464 |
0.0417 |
Over |
0.00569*** |
0.00148 |
14.8516 |
0.00609*** |
0.00149 |
16.7313 |
Obese |
0.0119*** |
0.00178 |
44.5584 |
0.0063*** |
0.00162 |
15.1989 |
Black |
Under |
-0.5226 |
0.422 |
1.5338 |
-1.2774*** |
0.3186 |
16.0758 |
Over |
0.4099*** |
0.0983 |
17.3809 |
1.001*** |
0.1063 |
88.6017 |
Obese |
0.6889*** |
0.1211 |
32.3716 |
1.4663*** |
0.1114 |
173.2655 |
Hispanic |
Under |
-0.5491 |
0.5182 |
1.1226 |
-0.3487 |
0.3581 |
0.9479 |
Over |
0.4018*** |
0.1004 |
16.0021 |
0.1093 |
0.1001 |
1.1933 |
Obese |
0.2496** |
0.1223 |
4.1634 |
0.0453 |
0.1084 |
0.1747 |
Household Sizet
|
Under |
0.0316 |
0.1083 |
0.0854 |
0.0479 |
0.0708 |
0.4587 |
Over |
0.042* |
0.0242 |
3.0137 |
0.0727** |
0.0251 |
8.3979 |
Obese |
0.0917*** |
0.0285 |
10.3734 |
0.1389*** |
0.0262 |
28.1078 |
Poverty/Income Ratiot
|
Under |
-0.0738 |
0.158 |
0.2182 |
0.1178 |
0.1064 |
1.2247 |
Over |
0.1058*** |
0.0367 |
8.3129 |
-0.101*** |
0.0388 |
6.7868 |
Obese |
0.056 |
0.0454 |
1.5211 |
-0.1586*** |
0.0419 |
14.3262 |
Urbant
|
Under |
-0.0983 |
0.3466 |
0.0804 |
0.1953 |
0.2822 |
0.4791 |
Over |
-0.0829 |
0.0845 |
0.9621 |
0.092 |
0.0878 |
1.0989 |
Obese |
-0.258* |
0.1045 |
6.099 |
0.023 |
0.0951 |
0.0585 |
Northeastt
|
Under |
-12.3565 |
154.8 |
0.0064 |
-0.2392 |
0.3242 |
0.5443 |
Over |
-0.0794 |
0.1053 |
0.568 |
0.00136 |
0.1043 |
0.0002 |
Obese |
0.0701 |
0.1273 |
0.3034 |
-0.1765 |
0.1177 |
2.2479 |
Southt
|
Under |
-0.1582 |
0.3331 |
0.2257 |
0.0621 |
0.2529 |
0.0603 |
Over |
-0.2435** |
0.079 |
9.5065 |
0.0958 |
0.0816 |
1.3786 |
Obese |
-0.2477** |
0.0968 |
6.5407 |
0.1637* |
0.0881 |
3.4513 |
Age Sext
|
Under |
0.1281* |
0.0663 |
3.7357 |
0.0609 |
0.0544 |
1.2514 |
Over |
-0.0347*** |
0.0136 |
6.481 |
0.0273 |
0.0167 |
2.6697 |
Obese |
-0.0585*** |
0.0165 |
12.5977 |
-0.0272 |
0.0176 |
2.3817 |
General Healtht
|
Under |
0.3624* |
0.1721 |
4.4342 |
0.0178 |
0.1157 |
0.0237 |
Over |
0.1187*** |
0.0413 |
8.248 |
0.2682*** |
0.0421 |
40.5659 |
Obese |
0.5829*** |
0.0498 |
136.8514 |
0.715*** |
0.045 |
252.0977 |
Years Smokingt
|
Under |
-0.1237* |
0.0574 |
4.6461 |
-0.0667 |
0.0412 |
2.6252 |
Over |
-0.041*** |
0.0115 |
12.6499 |
0.0213* |
0.0127 |
2.8208 |
Obese |
-0.0954*** |
0.0141 |
45.5112 |
0.033*** |
0.0137 |
5.7993 |
Stay Same Weightt
|
Under |
-2.8231*** |
0.6061 |
21.694 |
-3.3665*** |
0.2943 |
130.8794 |
Over |
1.5282*** |
0.0952 |
257.4656 |
1.925*** |
0.3583 |
28.8596 |
Obese |
3.0937*** |
0.2918 |
112.3833 |
2.6788*** |
0.6054 |
19.5819 |
Lose Weightt
|
Under |
-2.7625*** |
1.0201 |
7.3328 |
-4.9968*** |
0.4073 |
150.5402 |
Over |
3.0787*** |
0.1097 |
787.6142 |
3.8651*** |
0.3538 |
119.3175 |
Obese |
6.087*** |
0.2932 |
430.9459 |
5.7169*** |
0.5966 |
91.8367 |
Eating Disordert
|
Under |
-1.1278 |
1.0384 |
1.1796 |
1.0863*** |
0.3419 |
10.0953 |
Over |
-0.032 |
0.1637 |
0.0382 |
-0.255* |
0.154 |
2.7406 |
Obese |
-0.4061* |
0.2084 |
3.7967 |
-0.2312 |
0.1627 |
2.0192 |
Mother's Education Less than HSt
|
Under |
0.7915** |
0.4057 |
3.8061 |
-0.7077* |
0.3631 |
3.7977 |
Over |
0.5222*** |
0.1067 |
23.9636 |
0.2091* |
0.1123 |
3.4669 |
Obese |
0.5441*** |
0.1313 |
17.1747 |
0.5909*** |
0.1151 |
26.337 |
Mother's Education HSt
|
Under |
-0.3318 |
0.395 |
0.7056 |
-0.1701 |
0.2577 |
0.4358 |
Over |
0.1274 |
0.0783 |
2.645 |
0.3247*** |
0.081 |
16.0598 |
Obese |
0.3706*** |
0.0954 |
15.1043 |
0.1873** |
0.0897 |
4.3664 |
Dependent Variable: Weight Category (underweight, normal weight, overweight, obese) |
Reference group: Normal Weight |
Source: NLSY 1997 |
Statistical Significance: * (0.10), ** (0.05), *** (0.01) |