ENVIRONMENTAL GOODS COLLECTION WORK AND CHILDREN’S SCHOOLING: EVIDENCE FROM KENYA
Simon Wagura Göteborg University
Wilfred Nyangena- EfD-Kenya
NCDE 2009, Oscarsborg, Norway 18-19th June 2009
Main idea
• This study examines the link between environmental goods collection and children schooling in Kiambu District, Kenya.
• The paper contribute to the current debate on
the inter-links of resource scarcity and human
capital development.
Motivation
• Household dependence on natural resources has been increasing over time in Kenya
• suggested consequences:
• Households invest more time in collection of those scarce resources especially fuel-wood and water
• From a practical and policy perspective, it is important to understand how households respond to fuel-wood and water scarcity burden
• There is extremely little evidence regarding the link between environment and human capital development.
Key results
• Descriptive statistics indicates that 88 per cent of the sampled children attend school with a drop out rate of 10 per cent.
• It also indicates that 59 per cent of school going children combines schooling and resource collection.
• The data further shows that 83 per cent of children are in public schools relative to private schools.
• The econometrics results support the hypothesis of a negative relationship between children resource collection work and their probability of attending school.
• The results also suggest that performance in school does not depend on environmental goods/resource collection work of children
Related literature:
• Filmer and Pritchett 1996, 1997, Cooke 2000, Nankhuni and Findeis, 2003 evidenced that the environment may affect demographic behaviours.
• The literature further shows that there is significant evidence on household involvement in resource collection especially in Asia
• Children are significantly involved in helping their parents in various activities
• Nankhuni and Findeis 2003 found negative effect of resource scarcity on children schooling in Malawi
Background information
• Fuel-wood scarcity has become an important issue in energy policies in developing countries
• 75% of the rural population relies on fuel-wood (firewood and charcoal) for cooking and heating in Kenya
• There has been a declining trend in fuel-wood and water availability over the years in Kenya partly due to population pressure and deforestation
• Persistent scarcity of fuel-wood and water resources constrains the household and as a result, households have to increase labour allocation to collection.
Methodology
• The decision to participate in resource collection and school attendance are jointly determined.
• This calls for the estimation of a simultaneous equations model for binary variables.
• Following Greene (1998), Greene (2003) and Nankhuni & Findeis (2003) we adopt the
following bivariate probit model.
Bivariate probit model.
1 1 1 1, 1 1
i xi i yi
i1 0 yi1 0
2 2 2 2, 2 1
i xi i yi
i2 0 yi2 0
] , ,
[
i1
i2
,
if otherwise
~ Bivariate normal (BVN)
otherwise if
(1)
(2)
simultaneous equation model.
1 2
1 1
1 X y y i i
2 2
2
2 X i
i
y
(3)
(4)
• In this model interdependence arises between (school attendance) and (participation in
resource collection work), because y
2appears in the right hand side of equation (3)
• We need instrumental variables such as
distance to the source of resource or time
taken to the source.
Data and Study Area
• Our study uses data collected in 2007 from 200 households using a detailed questionnaire. The sample had 609 children from Lari, Ndeiya and Kikuyu Divisions of Kiambu District.
• These divisions have continued to experience increased incidences of poverty and environmental degradation
• The main reason for selecting this district is due to the continued deforestation of the upland forest which has brought the firewood and water scarcity problems
• Natural resources in the district include water, forestry and some minerals
• In the dry season, the nearest potable water point is on average 7 km in Ndeiya division
• Child labour is also a severe problem in the district
Empirical evidence
• Descriptive statistics
• Econometrics results
variable Mean Std. Dev Min max
Male head 0.87 0.337 0 1
Age of head 42.475 9.49 22 83
Head years of schooling 8.675 2.81 0 16
No education 0.02 0.12 0 1
Primary education 0.60 0.49 0 1
Post primary education 0.38 0.48 0 1
Household size 6.16 1.54 3 11
Number of children 4.10 1.59 0 9
Children age < 6 years 0.12 0.32 0 1
Children age 6 to 14 years 0.33 0.47 0 1
Children age 15 to 18 years 0.12 0.32 0 1
19 to 24 years adults 0.08 0.27 0 1
Over 25 years 0.35 0.48 0 1
Social economic characteristics of the 200 households sampled
Sources of fuel-wood and water
Sources of Water
21%
13%
21%
4%
35%
5%
1%
Borehole Neighbor
Own tap River
Village tap Own tap And Village tap Village tap And Neighbor
Source of fuel wood
13%
26%
15%
25%
3%
18%
Fallow land Forest
Home garden Market
don't use fuelwood Other
Fuel-wood market
Collection time: Fuel-wood
Source Karai Lari Ndeiya
Fallow land 228.75 240 168.57
forest 254 269.5 195
Home garden
57.27 102.92 80.18
Market 25.26 27 28.22
Summary statistics for children collection activities
Variables Mean Std. Dev. Min Max
Water collection participation 0.63 0.48 0 1
Firewood collection participation 0.41 0.49 0 1
Resource work participation 0.59 0.49 0 1
Travel time firewood 98.61 91.20 0 360
Collection time firewood 66.37 51.44 0 300
Travel time water 22.68 22.37 2 150
Collection and queuing water time 38.71 42.18 3 240
Firewood total time 168.23 116.82 10 480
Water total time 61.48 60.62 5 390
Bivariate probit results
IV probit results
Probit model of school performance
results
Comments
• The two choices are jointly determined
• Resource scarcity has a negative effect on school attendance in both models
• Being a girl increases the likelihood of combining resource collection and school attendance by 13%
relative to boys
• Children in public schools are likely to perform below the average mark relative to those in private schools.
• Performance is more related to child ability than to external pressure of resource participation work.
conclusions
• The paper provides new insights into the current debate on the inter-links of resource scarcity and human capital development.
• Policy: ways of increasing water supply to reduce the time children spend on collecting it and ways of substituting firewood
• Tap water project in the area
• Increase the village taps or community taps in short distance intervals to reduce queuing and travelling time.