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. 2021 Jul 5;11(7):e048059. doi: 10.1136/bmjopen-2020-048059

Table 4.

Main effects panel mixed multinomial logit model model: preference estimates

Attribute Attribute level Whole sample Kilifi Bungoma
β SE β SE β SE
ASC ASC Ref. (0)
ASC µ 0.138 0.192 −0.191 0.277 0.555 0.320
ASC σ −0.089 0.115 −0.064 0.151 −0.238 0.941
Recognition Recognition at community level Ref. (0)
Recognition at facility µ −0.039 0.175 0.350 0.259 −0.466 0.300
Recognition at facility σ 1.415** 0.247 1.521** 0.350 1.464** 0.456
Award mechanism for best performing CHV µ −0.682** 0.186 −0.585* 0.278 −0.819** 0.277
Award mechanism for best performing CHV σ 1.489** 0.211 1.628** 0.299 1.532** 0.367
Transport Bicycles for CHV Ref. (0)
Motorcycle for CHV/CU µ −2.430** 0.253 −2.309** 0.348 −2.728** 0.422
Motorcycle for CHV/CHU σ 2.098** 0.290 2.351** 0.371 1.851** 0.507
Motorcycle for CHEW and bicycle for CHV µ 0.285 0.299 −0.506 0.423 1.337* 0.556
Motorcycle for CHEW and bicycle for CHV σ 0.433 0.394 0.164 0.373 −0.891 1.035
Tools of trade Supplies and commodities+non-pharmaceutical+job aids/IEC materials Ref. (0)
Supplies and commodities+non-pharmaceutical+job aids/IEC materials+identification µ 1.330* 0.161 1.424* 0.242 1.386** 0.271
Supplies and commodities+non-pharmaceutical+job aids/IEC materials+identification σ −0.562* 0.283 −0.060 0.140 0.924* 0.359
Supplies and commodities+non-pharmaceutical+job aids/IEC materials)+Identification + Safety gears µ 2.281** 0.225 2.746** 0.346 1.836** 0.306
Supplies and commodities+non-pharmaceutical+job aids/IEC materials)+Identification + Safety gears σ 1.149** 0.255 1.160** 0.346 1.113* 0.516
IGA KES 100 000 Ref. (0)
KES 150 000 µ −0.119 0.107 −0.109 0.170 −0.146 0.147
KES 150 000 σ 0.114 0.106 0.184 0.333 0.141 0.106
Monthly stipend (thousands of KES) Monthly stipend µ 0.543** 0.269 0.470** 0.175 0.697** 0.175
Monthly stipend σ 0.766** 0.153 0.865 0.984 0.753** 0.236
Decision makers 211 109 102
Observations 5064 2616 2448
Log likelihood −1088.899 −554.010 −521.411
McFadden’s R2 0.104 0.129 0.085
Akaike’s information criterion 2213.798 1144.02 1078.822
Bayesian information criterion 2331.336 1249.669 1183.276

All attributes were random and normally distributed except monthly stipend which was restricted to a lognormal distribution. Values of monthly stipend are in thousands of KES. Statistical significance: **at 0.01 level, *at 0.05 level. β is the coefficient, SE is the robust SE, µ is the mean, σ is the SD and ASC is alternative specific constant for alternative. All models used 1000 Halton draws

ASC, alternative specific constant; CHEW, community health extension worker; CHV, community health volunteer; CU, community unit; IEC, information, education and communication; IGA, income-generating activities.