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Table 5 DCE regression results

From: Job preferences among clinical officers in public sector facilities in rural Kenya: a discrete choice experiment

  

Model 1a

Model 2a

 

Model 3b

Model 4b

Attribute

Parameter

CL

CL with interaction

Parameter

MXL with salary fixed

MXL with salary random

Salaryc (per 10% change above base)

β

0.39***

0.40***

Mean

0.44***

0.59***

    

SD

0.57***

Good quality of facility

β

1.46***

1.47***

Mean

1.04***

1.37***

    

SD

0.77***

1.07***

Study leave after 5 years

β

1.64***

1.80***

Mean

1.42***

1.85***

    

SD

0.35

0.66**

Study leave after 3 years

β

2.23***

3.15***

Mean

2.11***

2.75***

    

SD

0.83***

−1.21***

Basic house allowance

β

0.89***

0.90***

Mean

0.80***

1.01***

    

SD

0.34

0.65**

Superior house allowance

β

1.00***

1.02***

Mean

0.73***

0.95***

    

SD

0.00

−0.38*

2 years for promotion

β

0.34**

0.40***

Mean

0.23**

0.25*

    

SD

−0.04

−0.25

Interaction terms

 Study leave after 5 years × 40 and above

  

−0.82**

   

 Study leave after 3 years × 30–39 years old

  

−1.04***

   

 Study leave after 3 years × 40 and above

  

−2.26***

   

 2 years for promotion × female

  

0.24*

   

 Constant

 

−0.17

−0.19

 

−0.22*

−0.27*

Model diagnostics

 Number of respondents

 

57

57

 

57

57

 Number of observations

 

1 368

1 368

 

1 368

1 368

 Log likelihood

 

−637.0

−621.0

 

−324.0

−314.2

 AIC

 

1 290.0

1 266.0

 

676.1

658.5

 BIC

 

1 331.7

1 328.7

 

749.2

736.8

 Prob > chi2

 

<0.001

<0.001

 

0.01

<0.001

  1. Although married COs also showed less preference for study leave after 3 years, the result is omitted from the table because there is a correlation between marital status and age group
  2. CL conditional logit, MXL mixed logit
  3. *P < 0.10; **P < 0.05; ***P < 0.01
  4. aConditional logit model estimated using Stata’s clogit command
  5. bMixed logit model estimated using Stata’s mixlogit command [31]
  6. cBase salary for COs in Kenya at the time of survey administration: KES 19 323 per month (USD 1 = KES 87.31)