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Table 2 Count modelling technique and estimate comparison

From: Evaluating the performance of different Bayesian count models in modelling childhood vaccine uptake among children aged 12–23 months in Nigeria

 

Poisson

[β (SE)]

Negative Binomial

[β (SE]

Zero-inflated Poisson

[β (SE)]

Zero-inflated Negative Binomial

[β (SE)]

CONTROL VARIABLE

Year

  2003

Reference

   

  2008

22.63 (4.51) *

12.53 (3.86) *

12.20 (1.99) *

12.24 (8.86) *

  2013

22.41 (4.48) *

12.32 (3.79) *

12.35 (2.00) *

12.39 (8.85) *

  2018

22.32 (4.47) *

12.22 (3.82) *

12.38 (2.02) *

12.44 (8.86) *

FIXED EFFECTS

Level 1 (Individual Level Characteristics)

  Age

   15 – 24 years

Reference

   

   25 – 34 years

0.08 (0.01) *

0.06 (0.02) *

0.06 (0.01) *

0.04 (0.01) *

   35 – 49 years

0.09 (0.01) *

0.08 (0.02) *

0.09 (0.01) *

0.07 (0.02) *

  Level of Education

   No formal education

Reference

   

   Primary education

0.17 (0.03) *

0.19 (0.00) *

0.10 (0.02) *

0.10 (0.01) *

   Secondary/Tertiary education

0.24 (0.04) *

0.28 (0.02) *

0.14 (0.02) *

0.14 (0.01) *

  Religion

   Christian

Reference

   

   Islam

-0.10 (0.01) *

-0.14 (0.03) *

-0.08 (0.02) *

-0.07 (0.02) *

   Others

-0.27 (0.05) *

-0.31 (0.08) *

-0.22 (0.04) *

-0.16 (0.02) *

  Occupation

   Unemployed/Unskilled manual

Reference

   

   Employed

0.10 (0.01) *

0.11 (0.05) *

0.04 (0.02) *

0.04 (0.02) *

   Self employed

0.10 (0.01) *

0.13 (0.02) *

0.05 (0.02) *

0.05 (0.01) *

   Others

0.08 (0.01) *

0.11 (0.05) *

0.03 (0.02) *

0.03 (0.02) *

  Wanted last child

   Wanted then

Reference

   

   Wanted later

-0.00 (0.03)

-0.02 (0.02)

-0.04 (0.02) *

-0.03 (0.02) *

   Wanted no more

-0.02 (0.04)

-0.04 (0.06)

-0.03 (0.02) *

-0.01 (0.02)

  Place of delivery

   Home or elsewhere

Reference

   

   Hospital/health center

0.07 (0.03) *

0.08 (0.01) *

0.03 (0.01) *

0.04 (0.01) *

  Exposure to media

   Not exposed to media

Reference

   

   Exposed to media

0.05 (0.00) *

0.04 (0.02) *

0.01 (0.01)

0.02 (0.02) *

  Birth order of child

   First

Reference

   

   Second

-0.01 (0.01)

0.02 (0.02)

-0.03 (0.01) *

-0.02 (0.02)

   Third

-0.00 (0.01)

0.03 (0.03) *

-0.03 (0.01) *

-0.02 (0.02) *

   Fourth and above

-0.04 (0.02) *

0.01 (0.02)

-0.05 (0.01) *

-0.02 (0.03)

  Wealth Status

   Bottom 33%

Reference

   

   Average

0.07 (0.01) *

0.09 (0.01) *

0.07 (0.01) *

0.07 (0.00) *

   Top 33%

0.17 (0.02) *

0.22 (0.02) *

0.14 (0.05) *

0.12 (0.02) *

  Number of ANC visits

   No visit

Reference

   

   1 – 3 visits

0.42 (0.02) *

0.44 (0.03) *

0.28 (0.02) *

0.25 (0.01) *

   4 – 7 visits

0.52 (0.01) *

0.57 (0.01) *

0.34 (0.03) *

0.32 (0.01) *

   8 or more visits

0.50 (0.01) *

0.54 (0.02) *

0.31 (0.03) *

0.30 (0.00) *

  Sex of the child

   Male

Reference

   

   Female

0.02 (0.01) *

0.02 (0.02) *

-0.01 (0.01)

0.00 (0.01)

  Postnatal Care attendance within 2months7

   No

Reference

   

   Yes

0.19 (0.00) *

0.23 (0.02) *

0.08 (0.01) *

0.07 (0.01) *

  Healthcare decision maker

   Self

Reference

   

   Husband alone

0.01 (0.02)

-0.05 (0.01) *

-0.00 (0.00)

0.00 (0.01)

   Joint

0.03 (0.01) *

-0.02 (0.01) *

0.01 (0.02)

0.01 (0.00) *

   Other

-0.18 (0.03) *

-0.24 (0.13) *

-0.15 (0.01) *

-0.10 (0.08) *

Level 2 (Community Level Characteristics)

  Place of residence

   Urban

Reference

   

   Rural

0.02 (0.02)

0.03 (0.03) *

0.00 (0.03)

-0.00 (0.01)

  Community poverty rate

   Low

Reference

   

   Average

0.09 (0.01) *

0.09 (0.02) *

0.03 (0.00) *

0.04 (0.01) *

   High

0.05 (0.02) *

0.06 (0.01) *

0.01 (0.00)

0.01 (0.01) *

  Community illiteracy rate

   Low

Reference

   

   Average

-0.07 (0.02) *

-0.06 (0.03) *

-0.00 (0.02)

-0.04 (0.00) *

   High

-0.05 (0.02) *

-0.04 (0.03) *

-0.03 (0.02) *

-0.07 (0.01) *

  Community unemployment

   Low

Reference

   

   Average

0.02 (0.02)

0.04 (0.03) *

0.01 (0.02)

0.01 (0.00) *

   High

-0.06 (0.01) *

-0.03 (0.01) *

-0.02 (0.01) *

-0.02 (0.01) *

Level 3 (State Level Characteristics)

  Rural proportion

   Low rural proportion

Reference

   

   Average rural proportion

-0.10 (0.09)

-0.09 (0.02) *

-0.03 (0.01) *

-0.06 (0.06) *

   High rural proportion

-0.07 (0.13)

-0.03 (0.01) *

-0.11 (0.05) *

-0.07 (0.02) *

  Health facility per 100,000

    < 15

Reference

   

   15 – 25

-0.04 (0.06)

-0.00 (0.01)

0.00 (0.03)

0.06 (0.06) *

    > 25

0.04 (0.06)

0.01 (0.02)

0.01 (0.10)

0.11 (0.05) *

RANDOM EFFECTS

Community Level

  Standard Deviation (S. E.)

0.23 (0.00)

0.18 (0.02)

0.06 (0.00)

0.07 (0.00)

  Variance Partitioning Coefficient

0.10

0.05

0.03

0.01

State Level

  Standard Deviation (S. E.)

0.17 (0.00)

0.14 (0.00)

0.12 (0.02)

0.13 (0.01)

  Variance Partitioning Coefficient

0.12

0.06

0.04

0.03

SAMPLE SIZE

 Individual-level

12,761

12,761

12,761

12,761

 Community-level

1,338

1,338

1,338

1,338

 State-level

37

37

37

37

GOODNESS OF FIT

 -2 Log Likelihood

-31384.02

-30274.39

-27235.46

-27171.47

 LOOIC

63586.20

60769.70

54601.60

54464.20

 WAIC

64503.70

60995.80

54735.40

54588.00

  1. *statistically significant