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. Author manuscript; available in PMC: 2017 May 1.
Published in final edited form as: Energy Policy. 2016 Feb 17;92:409–419. doi: 10.1016/j.enpol.2016.02.034

Table 3.

Odds of choosing stove over sugar, multi-level mixed effect logit modelsa,b

Kasungu Machinga Pooled
Demand side factors
Fuelwood consumption (100 kgs) 0.981 (0.184) 0.889 (0.082) 0.908 (0.069)
Adult equivalents (number) 0.944 (0.131) 0.900 (0.124) 0.943 (0.078)
Supply side factors
Forest land owned by household (hectares) 1.201 (0.440) 2.331* (1.137) 1.357 (0.316)
Share of fuel that is low quality fuelwood (percent) 0.986* (0.008) 1.003 (0.006) 0.997 (0.004)
Share of fuel that is crop residue (percent) 1.057 (0.060) 1.022** (0.011) 1.013 (0.010)
Distance from household to nearest forest edge (minutes walking) 0.999 (0.005) 1.006 (0.006) 1.004 (0.004)
Time household members (not cook) spend collecting fuel (hours/week) 0.933** (0.026) 1.014 (0.028) 0.972* (0.016)
Knowledge of impacts of biomass reliance
Aware of health impacts (0/1) 1.467 (0.936) 1.620 (0.677) 1.352 (0.432)
Aware of environmental impacts on forest (0/1) 2.709* (1.635) 0.739 (0.392) 1.752* (0.558)
Aware of climate impacts of air pollution (0/1) 0.574 (0.370) 0.933 (0.384) 0.679 (0.214)
Demographics and experience of primary cook
Experience as primary cook in this household (years) 0.987 (0.037) 1.042* (0.024) 1.023 (0.017)
Time primary cook spends collecting fuel (hours/week) 1.139 (0.124) 1.173** (0.082) 1.151*** (0.060)
Past or current experience with non-traditional stove (0/1) 0.117** (0.100) 0.771 (0.385) 0.457** (0.184)
Cooks indoors (0/1) 0.598 (0.565) 1.818 (0.917) 1.179 (0.451)
Age cook (years) 1.006 (0.038) 0.985 (0.022) 0.987 (0.016)
Cook has some primary or secondary education (0/1) 0.301 (0.375) 1.101 (0.576) 0.732 (0.320)
Household-level controls
Age of household head (years) 0.984 (0.023) 1.001 (0.016) 1.004 (0.012)
Female headed household (0/1) 3.800* (2.948) 1.644 (0.812) 2.014* (0.745)
Head has some primary or secondary education (0/1) 2.037 (2.055) 1551 (1.028) 1.517 (0.773)
Head is from dominant ethnic group (0/1) 1.323 (0.864) 0.783 (0.324) 1.076 (0.341)
Value of assets (ln), Malawi Kwacha 1.728** (0.415) 1.175 (0.212) 1.252* (0.156)
Total income (ln), Malawi Kwacha 0.850 (0.303) 1.058 (0.013) 1.038 (0.175)
Village-level variables
Share of other study households that chose stove in village (percent) 1.094*** (0.021) 1.058*** (0.013) 1.062*** (0.010)
NGO promoting ICS has visited village in past 12 months (0/1) 1.266 (0.696) 1.088 (0.436) 1.135 (0.332)
Village has active Village Natural Resources Management Committee (0/1) 1.339 (0.916) 1.232 (0.498) 1.062 (0.334)
Machinga (c.f. Kasungu) - - 1.119 (0.494)
Constant 0.001 (0.006) 0.001** (0.003) 0.002** (0.005)
N (households) 190 193 383
N (villages) 26 18 44
Log likelihood −61.624 −98.311 −181.783
AIC 177.249 250.621 419.565
BIC 264.919 383.714 530.110
a

Standard errors reported in parentheses – clustered at the village-level.

b

*,**,*** Statistically significant at the 10, 5 and 1 % levels respectively.