I have two dependent variables and 9 independent variables. I ran xtreg command using the first dependent variable
Code:
xtreg first_dependent i.(gender nationality experience_and_internship extra_curricular_activities place_of_study level_of_education grade referral field_of_study), i(id_resp) re
- If there is any problem with this model, how I can fix it, please?
- Shall I use mixed command instead?
Code:
xtreg first_dependent i.(gender nationality experience_and_internship extra_curricular_activities place_of_study level_of_education g
> rade referral field_of_study), i(id_resp) re
Random-effects GLS regression Number of obs = 2,238
Group variable: id_resp Number of groups = 190
R-sq: Obs per group:
within = 0.1092 min = 2
between = 0.0148 avg = 11.8
overall = 0.0629 max = 12
Wald chi2(20) = 245.46
corr(u_i, X) = 0 (assumed) Prob > chi2 = 0.0000
--------------------------------------------------------------------------------------------------------------------------------------
first_dependent | Coef. Std. Err. z P>|z| [95% Conf. Interval]
---------------------------------------------------------------------+----------------------------------------------------------------
gender |
Female | -2.608822 .9563813 -2.73 0.006 -4.483295 -.7343491
|
nationality |
Expatriate | -9.833741 .9558095 -10.29 0.000 -11.70709 -7.960389
|
experience_and_internship |
internship outside of your organisation | -.1979238 1.342432 -0.15 0.883 -2.829041 2.433194
Relevant experience | 4.981064 1.371467 3.63 0.000 2.293037 7.66909
No relevant experience/internship | -3.159164 1.353174 -2.33 0.020 -5.811337 -.5069917
|
extra_curricular_activities |
Yes, as a member of a group | -.4340485 1.160395 -0.37 0.708 -2.708381 1.840284
No | -.8753911 1.170169 -0.75 0.454 -3.168881 1.418099
|
place_of_study |
A non-leading university in Oman | -2.705958 1.366123 -1.98 0.048 -5.38351 -.0284051
A leading university abroad | .7497967 1.367233 0.55 0.583 -1.929931 3.429524
A non-leading university abroad | -2.159898 1.342932 -1.61 0.108 -4.791996 .4721994
|
level_of_education |
Bachelor's Degree | 2.370335 1.169926 2.03 0.043 .0773212 4.663349
Master's Degree | 1.940041 1.168114 1.66 0.097 -.3494208 4.229502
|
grade |
3.5 out 4 | -2.379511 1.360133 -1.75 0.080 -5.045322 .2863002
2.7 out of 4 | -6.40404 1.36449 -4.69 0.000 -9.078391 -3.729689
2 out of 4 | -10.16181 1.337099 -7.60 0.000 -12.78247 -7.54114
|
referral |
yes, from an Omani universitiey with which your organisation coop.. | 1.702201 1.347798 1.26 0.207 -.9394343 4.343837
Yes, from another university with which your organisation do not .. | 3.090204 1.34321 2.30 0.021 .4575606 5.722847
No | .3981555 1.365708 0.29 0.771 -2.278583 3.074894
|
field_of_study |
Business and Management | -2.206764 1.173425 -1.88 0.060 -4.506635 .0931064
Information and Technology | -4.789248 1.168595 -4.10 0.000 -7.079651 -2.498845
|
_cons | 52.5241 2.475533 21.22 0.000 47.67214 57.37605
---------------------------------------------------------------------+----------------------------------------------------------------
sigma_u | 16.953101
sigma_e | 22.340439
rho | .3654248 (fraction of variance due to u_i)
--------------------------------------------------------------------------------------------------------------------------------------Code:
* Example generated by -dataex-. To install: ssc install dataex clear input float id_resp double job_type float(first_dependent second_dependent) double(gender nationality experience_and_internship extra_curricular_activities place_of_study level_of_education field_of_study grade referral) 1 1 29 45 2 1 4 1 2 1 2 3 2 1 1 16 30 1 2 3 2 4 2 2 1 2 1 1 26 18 1 2 3 3 3 2 2 4 3 1 1 45 25 2 1 1 1 4 3 3 2 3 1 1 99 94 1 1 2 1 1 1 2 1 4 1 1 24 21 2 1 1 3 1 3 3 3 2 1 1 21 45 2 1 2 1 1 3 1 3 1 1 1 7 5 1 2 4 2 3 1 1 4 1 1 1 36 13 1 2 1 3 4 2 1 2 1 1 1 39 20 1 2 2 2 3 2 3 1 3 1 1 25 20 2 1 3 3 2 2 3 4 4 1 1 4 3 2 2 4 3 2 3 1 4 4 2 1 55 30 1 1 4 1 1 3 3 2 4 2 1 0 0 2 2 1 3 3 1 3 3 3 2 1 45 55 2 1 3 1 4 2 3 2 2 2 1 33 45 2 2 4 1 4 2 2 4 1 2 1 70 90 2 1 3 2 3 3 1 1 4 2 1 50 70 1 1 3 1 1 1 2 4 3 2 1 0 0 1 2 2 3 2 1 2 2 1 2 1 43 21 1 2 2 2 2 2 1 1 2 2 1 51 27 2 2 1 2 2 1 3 1 1 2 1 0 0 1 2 1 2 1 2 2 3 3 2 1 48 81 2 1 2 3 3 3 1 4 4 2 1 41 64 1 1 4 2 4 3 3 4 2 3 1 85 85 2 1 4 3 4 2 1 1 4 3 1 5 15 1 2 1 2 1 1 2 1 4 3 1 0 0 2 2 4 1 2 2 2 1 3 3 1 26 22 1 1 4 3 3 1 3 2 1 3 1 25 50 1 1 1 2 2 2 2 1 2 3 1 95 80 2 1 2 1 4 1 1 2 1 3 1 20 29 2 2 3 3 4 3 3 4 3 3 1 21 21 2 2 3 1 1 3 2 3 1 3 1 90 90 1 1 3 2 2 3 1 3 4 3 1 24 39 2 1 2 2 3 2 3 4 2 3 1 90 80 1 2 1 1 3 3 1 4 3 3 1 11 40 1 1 2 1 1 1 3 3 2 4 1 50 70 2 1 3 2 4 2 2 2 3 4 1 20 20 2 1 4 3 1 2 2 1 3 4 1 0 0 1 2 4 3 4 3 1 2 2 4 1 0 0 2 2 1 2 2 3 3 3 4 4 1 90 90 1 2 2 3 1 3 2 2 3 4 1 50 50 2 1 1 2 3 1 3 4 1 4 1 60 40 1 1 1 1 2 1 1 4 2 4 1 80 80 1 1 3 3 2 1 3 1 1 4 1 0 0 2 2 2 1 4 2 1 4 4 4 1 0 0 2 2 4 1 4 3 1 3 4 4 1 50 50 2 2 2 2 1 1 2 2 2 4 1 90 90 1 1 3 1 3 2 3 1 1 5 2 23 24 1 2 2 2 3 2 3 1 3 5 2 11 22 1 2 4 2 3 1 1 4 1 5 2 40 26 2 1 1 3 1 3 3 3 2 5 2 80 91 2 1 1 1 4 3 3 2 3 5 2 76 89 1 1 2 1 1 1 2 1 4 5 2 49 83 1 2 3 2 4 2 2 1 2 5 2 20 18 2 1 2 1 1 3 1 3 1 5 2 30 52 2 2 4 3 2 3 1 4 4 5 2 60 81 2 1 4 1 2 1 2 3 2 5 2 50 80 1 2 3 3 3 2 2 4 3 5 2 11 19 1 2 1 3 4 2 1 2 1 5 2 31 50 2 1 3 3 2 2 3 4 4 6 1 60 60 2 2 2 3 4 1 3 1 4 6 1 40 50 1 2 4 2 4 2 2 4 4 6 1 80 80 1 2 2 3 3 3 1 1 2 6 1 91 91 1 2 1 1 1 3 1 4 1 6 1 81 80 1 2 3 3 1 1 3 3 3 6 1 80 80 2 1 1 2 1 3 1 4 2 6 1 100 100 2 1 3 2 2 1 1 2 1 6 1 70 70 1 1 4 1 4 2 2 3 2 6 1 80 80 1 2 3 1 2 1 1 3 1 6 1 90 90 1 1 1 2 3 2 2 1 3 6 1 60 60 2 1 4 1 2 2 3 2 4 6 1 70 70 2 1 2 3 3 3 3 2 3 7 2 74 64 1 1 4 3 3 3 2 1 4 7 2 0 0 1 2 1 1 4 1 1 4 2 7 2 20 36 2 1 3 2 1 2 1 2 3 7 2 1 0 2 2 3 2 3 3 2 2 1 7 2 1 0 2 2 2 2 4 2 3 3 1 7 2 8 5 2 1 1 3 1 1 3 4 4 7 2 34 38 2 1 2 3 2 3 2 3 2 7 2 80 83 1 1 3 3 1 3 1 1 1 7 2 46 54 1 1 4 1 3 1 2 2 4 7 2 2 1 2 2 2 1 4 1 3 3 3 7 2 0 1 1 2 1 2 2 1 2 4 3 7 2 0 0 2 2 4 1 1 2 3 1 2 8 2 15 11 2 1 1 1 3 2 1 2 4 8 2 70 40 2 2 2 1 3 3 2 3 2 8 2 30 22 1 2 3 3 4 1 2 2 4 8 2 19 16 2 1 1 3 2 1 1 1 3 8 2 30 20 2 2 4 2 1 1 1 4 3 8 2 36 60 1 1 3 3 4 3 2 4 2 8 2 60 35 1 1 4 2 2 2 3 3 1 8 2 60 58 2 2 1 2 1 3 3 1 1 8 2 14 25 1 1 1 2 4 1 2 3 1 8 2 61 30 2 2 4 3 1 2 1 3 2 8 2 30 29 1 1 2 1 2 2 3 4 3 8 2 30 50 1 2 2 1 3 2 3 2 4 9 2 20 20 1 2 3 3 2 2 1 4 3 9 2 30 30 1 2 1 3 2 2 3 3 2 9 2 40 50 2 2 1 1 1 1 3 2 2 9 2 60 50 1 2 2 1 4 1 2 1 1 end label values job_type Q167 label def Q167 1 "Mechanical Engineer", modify label def Q167 2 "Accountant", modify label values gender gender label def gender 1 "Male", modify label def gender 2 "Female", modify label values nationality nationality label def nationality 1 "Omani", modify label def nationality 2 "Expatriate", modify label values experience_and_internship experience_and_internship label def experience_and_internship 1 "internship at your organisation", modify label def experience_and_internship 2 "internship outside of your organisation", modify label def experience_and_internship 3 "Relevant experience", modify label def experience_and_internship 4 "No relevant experience/internship", modify label values extra_curricular_activities extra_curricular_activities label def extra_curricular_activities 1 "Yes, in a leadership position", modify label def extra_curricular_activities 2 "Yes, as a member of a group", modify label def extra_curricular_activities 3 "No", modify label values place_of_study place_of_study label def place_of_study 1 "A leading university in Oman", modify label def place_of_study 2 "A non-leading university in Oman", modify label def place_of_study 3 "A leading university abroad", modify label def place_of_study 4 "A non-leading university abroad", modify label values level_of_education level_of_education label def level_of_education 1 "Diploma", modify label def level_of_education 2 "Bachelor's Degree", modify label def level_of_education 3 "Master's Degree", modify label values field_of_study field_of_study label def field_of_study 1 "Engineering", modify label def field_of_study 2 "Business and Management", modify label def field_of_study 3 "Information and Technology", modify label values grade grade label def grade 1 "4 out 4 and within the top 5% of their classes", modify label def grade 2 "3.5 out 4", modify label def grade 3 "2.7 out of 4", modify label def grade 4 "2 out of 4", modify label values referral referral label def referral 1 "yes, by an existing employee", modify label def referral 2 "yes, from an Omani universitiey with which your organisation cooperates", modify label def referral 3 "Yes, from another university with which your organisation do not cooperate", modify label def referral 4 "No", modify
0 Response to xtreg with low R-sq
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