Ghana
Relevant sources of household-level micro records for Ghana are the 6 rounds of Ghana Living Standards Surveys in particular:
- 1998/1999 GLSS4 (EAs were first stratified into 3 ecological zones (Coastal, Forest, Savannah), and then within each zone further stratification was done into rural or urban areas)
- 2005/2006 GLSS5 (EAs were first stratified into 10 administrative regions; within each region EAs were further sub-divided into rural or urban areas; EAs were also classified into ecological zones and inclusion of Accra (GAMA) so that the survey results may be presented across 1) Coastal, 2) Forest, and 3) Northern Savannah, and 4) Accra).
- 2012/2013 GLSS6 (EAs were allocated into 10 regions using probability proportional to population size (PPS), then further divided into urban and rural localities).
In contrast to the latest 2 waves GLSS4 is only representative for 3 (ecology) x 2 (rural/urban) zones.
GLSS surveys collect information on the demographic characteristics of the population, their education, health, employment and time use, migration, housing conditions and household agriculture, with a specific focus on labor force, with a labor force module expanded in GLSS6 to include a section on child labor.
Household Sampling and Stratification
Table 3.1: Composition of Ghana GLSS Harmonized Survey Samples
GLSS4 |
1997/98 |
10 |
102 |
5,998 |
2,199 |
3,799 |
GLSS5 |
2005/06 |
10 |
110 |
8,687 |
3,618 |
5,069 |
GLSS6 |
2012/13 |
10 |
170 |
16,772 |
7,445 |
9,327 |
Distribution of Farm Holdings across Farm Sizes and Farm Types
The plots below show the distribution of key variables in the unweighted sample of households across survey waves. The median line is in red, mean line in green, and the blue region is the inferred 95% confidence interval of the mean.
Trends in Commercialization
Trends in Income Diversification
3x3 Farm Classification
Table 3.2: Est. Proportions of Farm Holdings across Categories (GLSS6, 2012/13, percent)
|
|
Crop Commercialization
|
|
|
\(\leq\) 2 ha
|
2-4 ha
|
\(>\) 4 ha
|
Income Diversification
|
|
LoC
|
MeC
|
HiC
|
LoC
|
MeC
|
HiC
|
LoC
|
MeC
|
HiC
|
LoD
|
mean
|
9.57
|
7.68
|
12.25
|
2.24
|
4.03
|
8.58
|
1.10
|
3.14
|
6.67
|
|
CI
|
8.4 - 10.8
|
6.6 - 8.7
|
10.8 - 13.8
|
1.7 - 2.8
|
3.4 - 4.7
|
7.6 - 9.6
|
0.7 - 1.5
|
2.4 - 3.9
|
5.8 - 7.6
|
MeD
|
mean
|
1.69
|
1.05
|
1.63
|
0.26
|
0.49
|
1.33
|
0.21
|
0.43
|
1.02
|
|
CI
|
1.3 - 2.1
|
0.7 - 1.4
|
1.3 - 2
|
0.1 - 0.4
|
0.3 - 0.7
|
1 - 1.7
|
0.1 - 0.4
|
0.3 - 0.6
|
0.6 - 1.4
|
HiD
|
mean
|
12.45
|
5.05
|
6.10
|
2.49
|
1.76
|
3.51
|
0.94
|
1.15
|
3.18
|
|
CI
|
10.8 - 14.1
|
3.9 - 6.2
|
5.2 - 6.9
|
1.8 - 3.2
|
1.3 - 2.2
|
2.8 - 4.2
|
0.7 - 1.2
|
0.8 - 1.5
|
2.6 - 3.8
|
Table 3.2: Est. Proportions of Farm Holdings across Categories (GLSS5, 2005/06, percent)
|
|
Crop Commercialization
|
|
|
\(\leq\) 2 ha
|
2-4 ha
|
\(>\) 4 ha
|
Income Diversification
|
|
LoC
|
MeC
|
HiC
|
LoC
|
MeC
|
HiC
|
LoC
|
MeC
|
HiC
|
LoD
|
mean
|
11.14
|
10.03
|
8.99
|
3.36
|
5.84
|
6.38
|
1.97
|
6.04
|
8.43
|
|
CI
|
9.7 - 12.6
|
8.8 - 11.2
|
7.6 - 10.4
|
2.5 - 4.2
|
4.9 - 6.8
|
5.3 - 7.4
|
1.4 - 2.5
|
4.8 - 7.2
|
6.9 - 10
|
MeD
|
mean
|
2.56
|
2.57
|
2.49
|
0.74
|
1.31
|
1.49
|
0.24
|
0.81
|
1.69
|
|
CI
|
2 - 3.1
|
2 - 3.2
|
1.9 - 3.1
|
0.5 - 1
|
0.9 - 1.7
|
1 - 1.9
|
0.1 - 0.4
|
0.5 - 1.1
|
1.3 - 2.1
|
HiD
|
mean
|
8.51
|
3.81
|
3.91
|
1.67
|
1.26
|
1.63
|
0.59
|
0.93
|
1.61
|
|
CI
|
7.2 - 9.9
|
3 - 4.6
|
3.1 - 4.7
|
1.2 - 2.1
|
0.9 - 1.6
|
1.2 - 2
|
0.3 - 0.8
|
0.6 - 1.3
|
1.1 - 2.1
|
Table 3.2: Est. Proportions of Farm Holdings across Categories (GLSS4, 1998/99, percent)
|
|
Crop Commercialization
|
|
|
\(\leq\) 2 ha
|
2-4 ha
|
\(>\) 4 ha
|
Income Diversification
|
|
LoC
|
MeC
|
HiC
|
LoC
|
MeC
|
HiC
|
LoC
|
MeC
|
HiC
|
LoD
|
mean
|
9.43
|
11.67
|
5.68
|
9.93
|
16.73
|
5.27
|
0.86
|
4.45
|
2.06
|
|
CI
|
7.6 - 11.3
|
9.1 - 14.2
|
4.3 - 7
|
7.5 - 12.3
|
13.6 - 19.9
|
3.7 - 6.9
|
0.5 - 1.3
|
3.2 - 5.7
|
1.3 - 2.8
|
MeD
|
mean
|
3.31
|
2.81
|
1.54
|
1.96
|
2.92
|
0.90
|
0.21
|
0.65
|
0.26
|
|
CI
|
2.5 - 4.2
|
2 - 3.7
|
0.8 - 2.3
|
1.4 - 2.5
|
2 - 3.8
|
0.6 - 1.2
|
0.1 - 0.4
|
0.4 - 0.9
|
0.1 - 0.4
|
HiD
|
mean
|
6.44
|
3.04
|
1.61
|
3.82
|
1.76
|
1.54
|
0.51
|
0.40
|
0.22
|
|
CI
|
4.8 - 8.1
|
2.1 - 4
|
0.8 - 2.4
|
2.7 - 5
|
1.1 - 2.4
|
0.6 - 2.4
|
0.2 - 0.8
|
0.2 - 0.6
|
0 - 0.4
|
Simplified Farm Classification (5-class)
Table 2.8: Est. Proportions of Farm Holdings across Categories (GLSS6, 2012/13, percent)
|
|
Farm Types
|
Farm Size
|
|
SUB
|
TRANS
|
PRCOMM
|
SPCOMM
|
DIV
|
\(\leq\) 2 ha
|
mean
|
6.76
|
24.73
|
7.84
|
10.56
|
8.05
|
|
CI
|
5.9 - 7.6
|
22.8 - 26.6
|
6.8 - 8.9
|
9.3 - 11.8
|
7 - 9.1
|
2-4 ha
|
mean
|
0.94
|
7.65
|
3.78
|
7.55
|
4.66
|
|
CI
|
0.7 - 1.2
|
6.3 - 9
|
3.2 - 4.3
|
6.7 - 8.4
|
3.9 - 5.4
|
\(>\) 4 ha
|
mean
|
0.72
|
4.78
|
3.02
|
5.40
|
3.57
|
|
CI
|
0.4 - 1
|
4 - 5.5
|
2.3 - 3.7
|
4.7 - 6.1
|
3 - 4.2
|
Table 2.6: Est. Proportions of Farm Holdings across Categories (GLSS5, 2005/06, percent)
|
|
Farm Types
|
Farm Size
|
|
SUB
|
TRANS
|
PRCOMM
|
SPCOMM
|
DIV
|
\(\leq\) 2 ha
|
mean
|
8.24
|
24.15
|
10.54
|
7.47
|
6.03
|
|
CI
|
7.1 - 9.4
|
21.9 - 26.3
|
9.3 - 11.8
|
6.3 - 8.6
|
5 - 7
|
2-4 ha
|
mean
|
1.81
|
5.66
|
5.49
|
5.92
|
3.29
|
|
CI
|
1.4 - 2.2
|
4.9 - 6.4
|
4.6 - 6.4
|
4.9 - 6.9
|
2.7 - 3.9
|
\(>\) 4 ha
|
mean
|
1.49
|
4.68
|
5.68
|
6.73
|
2.81
|
|
CI
|
1.1 - 1.9
|
3.8 - 5.6
|
4.6 - 6.7
|
5.4 - 8.1
|
2.1 - 3.5
|
Table 2.7: Est. Proportions of Farm Holdings across Categories (GLSS4, 1998/99, percent)
|
|
Farm Types
|
Farm Size
|
|
SUB
|
TRANS
|
PRCOMM
|
SPCOMM
|
DIV
|
\(\leq\) 2 ha
|
mean
|
8.36
|
15.62
|
12.42
|
6.00
|
3.14
|
|
CI
|
6.7 - 10
|
12.7 - 18.5
|
9.8 - 15.1
|
4.6 - 7.4
|
1.9 - 4.4
|
2-4 ha
|
mean
|
6.93
|
9.96
|
18.32
|
6.69
|
2.94
|
|
CI
|
5.1 - 8.8
|
8.2 - 11.7
|
15 - 21.7
|
4.9 - 8.5
|
1.9 - 4
|
\(>\) 4 ha
|
mean
|
0.74
|
1.73
|
4.55
|
2.08
|
0.52
|
|
CI
|
0.4 - 1.1
|
1.2 - 2.2
|
3.2 - 5.9
|
1.3 - 2.8
|
0.2 - 0.8
|
Proportions of small holdings across categories (farms below 4 ha)
Table 2.8: Est. Proportions of Farm Holdings across Categories (TNPS all waves, percent, farms below 4 ha)
|
|
Farm Types
|
Year
|
|
SUB
|
TRANS
|
PRCOMM
|
SPCOMM
|
DIV
|
2012/2013
|
mean
|
9.33
|
39.25
|
14.08
|
21.94
|
15.40
|
|
CI
|
8.2 - 10.5
|
36.5 - 42
|
12.5 - 15.6
|
19.9 - 24
|
13.8 - 17
|
2005/2006
|
mean
|
12.79
|
37.92
|
20.40
|
17.04
|
11.86
|
|
CI
|
11.2 - 14.4
|
35 - 40.8
|
18.4 - 22.4
|
15 - 19.1
|
10.3 - 13.4
|
1998/1999
|
mean
|
16.91
|
28.30
|
34.01
|
14.05
|
6.73
|
|
CI
|
14.4 - 19.4
|
25.3 - 31.3
|
30 - 38
|
11.4 - 16.7
|
5.1 - 8.4
|
Farm Segmentation along Farm Types (5-class) and Agricultural Potential Quadrants
All Farms
(TODO: no map has been proceesed yet for GLSS4)
Table 3.3: Est. Proportions of Farm Holdings across Types and Quadrants (GLSS6, 2012/13, percent)
|
|
Farm Types
|
Quadrant
|
|
SUB
|
TRANS
|
PRCOMM
|
SPCOMM
|
DIV
|
agpot-lo / mkt-lo
|
mean
|
0.30
|
0.93
|
0.44
|
0.53
|
0.35
|
|
CI
|
0.1 - 0.5
|
0.5 - 1.4
|
0.1 - 0.8
|
0.2 - 0.9
|
0.2 - 0.5
|
agpot-lo / mkt-hi
|
mean
|
0.34
|
3.16
|
0.25
|
0.21
|
0.49
|
|
CI
|
0.1 - 0.5
|
1.8 - 4.5
|
0 - 0.6
|
0 - 0.4
|
0 - 1
|
agpot-hi / mkt-lo
|
mean
|
6.30
|
23.75
|
11.64
|
19.06
|
11.71
|
|
CI
|
5.3 - 7.3
|
21.3 - 26.2
|
10.2 - 13.1
|
17.1 - 21
|
10.2 - 13.2
|
agpot-hi / mkt-hi
|
mean
|
1.47
|
9.32
|
2.30
|
3.71
|
3.74
|
|
CI
|
1.1 - 1.9
|
7.6 - 11.1
|
1.6 - 3
|
2.7 - 4.7
|
2.8 - 4.7
|
Table 2.9: Est. Proportions of Farm Holdings across Types and Quadrants (GLSS5, 2005/06, percent)
|
|
Farm Types
|
Quadrant
|
|
SUB
|
TRANS
|
PRCOMM
|
SPCOMM
|
DIV
|
agpot-lo / mkt-lo
|
mean
|
0.29
|
0.95
|
0.31
|
0.57
|
0.34
|
|
CI
|
0.1 - 0.5
|
0.3 - 1.6
|
0.1 - 0.6
|
0.1 - 1
|
0 - 0.7
|
agpot-lo / mkt-hi
|
mean
|
0.55
|
3.75
|
0.91
|
0.29
|
0.31
|
|
CI
|
0.2 - 0.9
|
2.6 - 4.9
|
0 - 2
|
0 - 0.6
|
0 - 0.6
|
agpot-hi / mkt-lo
|
mean
|
8.78
|
22.95
|
17.69
|
15.65
|
9.15
|
|
CI
|
7.5 - 10
|
20.4 - 25.5
|
15.7 - 19.7
|
13.5 - 17.8
|
7.7 - 10.6
|
agpot-hi / mkt-hi
|
mean
|
1.93
|
6.82
|
2.81
|
3.62
|
2.33
|
|
CI
|
1.1 - 2.7
|
5.2 - 8.5
|
1.9 - 3.7
|
2.3 - 4.9
|
1.5 - 3.1
|
Small Farms (below 4 ha)
Table 3.4: Est. Proportions of Farm Holdings across Types and Quadrants (GLSS6, 2012/13, percent, farms below 4 ha)
|
|
Farm Types
|
Quadrant
|
|
SUB
|
TRANS
|
PRCOMM
|
SPCOMM
|
DIV
|
agpot-lo / mkt-lo
|
mean
|
0.35
|
1.09
|
0.42
|
0.59
|
0.31
|
|
CI
|
0.1 - 0.6
|
0.6 - 1.6
|
0.1 - 0.7
|
0.2 - 1
|
0.1 - 0.5
|
agpot-lo / mkt-hi
|
mean
|
0.36
|
3.45
|
0.22
|
0.12
|
0.56
|
|
CI
|
0.1 - 0.6
|
1.8 - 5.1
|
0 - 0.5
|
0 - 0.3
|
0 - 1.2
|
agpot-hi / mkt-lo
|
mean
|
6.87
|
24.55
|
10.91
|
17.44
|
10.74
|
|
CI
|
5.8 - 8
|
21.9 - 27.1
|
9.4 - 12.5
|
15.4 - 19.5
|
9.2 - 12.3
|
agpot-hi / mkt-hi
|
mean
|
1.75
|
10.16
|
2.52
|
3.80
|
3.78
|
|
CI
|
1.3 - 2.2
|
8.2 - 12.1
|
1.7 - 3.3
|
2.8 - 4.8
|
2.7 - 4.8
|
Table 2.11: Est. Proportions of Farm Holdings across Types and Quadrants (GLSS5, 2005/06, percent, farms below 4 ha)
|
|
Farm Types
|
Quadrant
|
|
SUB
|
TRANS
|
PRCOMM
|
SPCOMM
|
DIV
|
agpot-lo / mkt-lo
|
mean
|
0.37
|
1.19
|
0.38
|
0.63
|
0.44
|
|
CI
|
0.1 - 0.7
|
0.4 - 2
|
0.1 - 0.7
|
0.1 - 1.1
|
0 - 0.9
|
agpot-lo / mkt-hi
|
mean
|
0.69
|
4.35
|
0.75
|
0.32
|
0.39
|
|
CI
|
0.2 - 1.2
|
3 - 5.7
|
0 - 1.6
|
0 - 0.7
|
0 - 0.8
|
agpot-hi / mkt-lo
|
mean
|
9.56
|
24.50
|
16.08
|
12.56
|
8.32
|
|
CI
|
8.1 - 11
|
21.8 - 27.2
|
14.1 - 18.1
|
10.6 - 14.5
|
6.9 - 9.7
|
agpot-hi / mkt-hi
|
mean
|
2.16
|
7.87
|
3.20
|
3.53
|
2.71
|
|
CI
|
1.3 - 3
|
6 - 9.8
|
2.2 - 4.2
|
2.3 - 4.8
|
1.8 - 3.7
|
Table 3.5: Est. Demographic Characteristics of Farm Holdings below 4 ha across Categories (2012/13, percent/km)
Label
|
|
LoCLoD
|
LoCMeD
|
LoCHiD
|
MeCLoD
|
MeCMeD
|
MeCHiD
|
HiCLoD
|
HiCMeD
|
HiCHiD
|
age head of hh
|
Mean
|
47.5
|
52.3
|
48.7
|
47.0
|
51.4
|
47.8
|
47.4
|
52.4
|
46.9
|
|
Q50
|
45.0
|
53.0
|
47.0
|
45.0
|
50.0
|
46.0
|
45.0
|
50.0
|
45.0
|
|
SE
|
0.7
|
2.1
|
0.5
|
0.6
|
1.9
|
0.9
|
0.5
|
1.5
|
0.8
|
ave years of education among hh members, 15-60 yrs
|
Mean
|
4.0
|
5.1
|
6.1
|
3.8
|
4.1
|
5.3
|
4.3
|
5.6
|
5.8
|
|
Q50
|
4.0
|
5.8
|
6.0
|
3.9
|
4.0
|
6.0
|
4.5
|
6.0
|
6.0
|
|
SE
|
0.2
|
0.4
|
0.1
|
0.1
|
0.3
|
0.2
|
0.1
|
0.3
|
0.1
|
female head of hh widow
|
Mean
|
5.8
|
16.5
|
6.1
|
5.6
|
10.6
|
4.4
|
3.8
|
8.8
|
3.6
|
|
Q50
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
|
SE
|
1.2
|
5.2
|
1.0
|
1.1
|
3.5
|
1.1
|
0.7
|
2.7
|
1.0
|
female headed hh
|
Mean
|
27.4
|
52.5
|
33.7
|
20.9
|
42.9
|
27.6
|
20.7
|
27.2
|
26.0
|
|
Q50
|
0.0
|
100.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
|
SE
|
2.0
|
5.6
|
1.6
|
1.7
|
5.5
|
2.3
|
1.5
|
4.1
|
2.3
|
hh labor age $>$14 but $<$60 yrs
|
Mean
|
2.0
|
1.8
|
2.3
|
2.3
|
2.1
|
2.6
|
2.1
|
1.9
|
2.3
|
|
Q50
|
2.0
|
2.0
|
2.0
|
2.0
|
2.0
|
2.0
|
2.0
|
2.0
|
2.0
|
|
SE
|
0.1
|
0.1
|
0.1
|
0.1
|
0.1
|
0.1
|
0.1
|
0.1
|
0.1
|
highest years of education in hh
|
Mean
|
5.4
|
6.6
|
7.6
|
5.5
|
5.7
|
7.1
|
5.8
|
6.6
|
7.5
|
|
Q50
|
6.0
|
7.0
|
8.0
|
6.0
|
6.0
|
7.0
|
6.0
|
7.0
|
8.0
|
|
SE
|
0.2
|
0.4
|
0.1
|
0.1
|
0.3
|
0.2
|
0.1
|
0.3
|
0.1
|
household has electricity
|
Mean
|
33.3
|
46.1
|
73.7
|
29.8
|
41.8
|
49.9
|
34.3
|
55.1
|
60.7
|
|
Q50
|
0.0
|
0.0
|
100.0
|
0.0
|
0.0
|
0.0
|
0.0
|
100.0
|
100.0
|
|
SE
|
3.0
|
5.6
|
1.5
|
3.1
|
5.0
|
3.3
|
2.7
|
4.7
|
3.2
|
household has fixed telephone line
|
Mean
|
0.1
|
0.0
|
0.5
|
0.3
|
0.0
|
0.5
|
0.3
|
0.0
|
0.6
|
|
Q50
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
|
SE
|
0.1
|
0.0
|
0.2
|
0.2
|
0.0
|
0.3
|
0.1
|
0.0
|
0.3
|
household has mobile phone
|
Mean
|
20.6
|
20.9
|
11.4
|
20.4
|
16.5
|
15.7
|
18.2
|
18.0
|
13.7
|
|
Q50
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
|
SE
|
1.9
|
5.0
|
1.4
|
2.1
|
3.5
|
2.1
|
2.1
|
3.4
|
1.8
|
household owns dwelling
|
Mean
|
66.1
|
63.8
|
48.0
|
71.9
|
66.0
|
62.7
|
70.2
|
67.5
|
57.9
|
|
Q50
|
100.0
|
100.0
|
0.0
|
100.0
|
100.0
|
100.0
|
100.0
|
100.0
|
100.0
|
|
SE
|
3.0
|
4.6
|
1.9
|
2.0
|
5.6
|
4.3
|
1.7
|
4.4
|
2.7
|
km from community to bank
|
Mean
|
13.1
|
12.3
|
8.2
|
16.1
|
14.7
|
11.2
|
15.4
|
12.2
|
11.1
|
|
Q50
|
10.0
|
10.0
|
5.0
|
12.0
|
10.0
|
8.0
|
11.0
|
10.0
|
8.0
|
|
SE
|
0.9
|
1.1
|
0.6
|
1.0
|
1.5
|
0.9
|
1.0
|
1.0
|
0.7
|
km from community to health facility
|
Mean
|
18.2
|
17.4
|
14.4
|
20.8
|
18.2
|
16.5
|
21.0
|
18.7
|
17.9
|
|
Q50
|
12.0
|
15.0
|
10.0
|
15.0
|
12.0
|
11.7
|
17.0
|
15.0
|
14.0
|
|
SE
|
1.2
|
1.4
|
1.1
|
1.2
|
1.6
|
1.4
|
1.1
|
1.4
|
1.0
|
km from community to nearest motorable road
|
Mean
|
1.7
|
0.4
|
0.2
|
1.2
|
0.4
|
0.4
|
0.9
|
0.3
|
0.3
|
|
Q50
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
|
SE
|
0.4
|
0.2
|
0.1
|
0.3
|
0.1
|
0.1
|
0.2
|
0.1
|
0.1
|
km from community to post office
|
Mean
|
15.8
|
14.3
|
11.5
|
18.6
|
15.4
|
13.5
|
18.3
|
15.3
|
13.7
|
|
Q50
|
11.0
|
10.0
|
8.0
|
14.0
|
10.0
|
9.0
|
14.0
|
11.0
|
10.0
|
|
SE
|
1.0
|
1.4
|
0.9
|
1.2
|
1.6
|
1.2
|
1.3
|
1.4
|
0.9
|
km from household to nearest water source
|
Mean
|
1.2
|
0.3
|
1.6
|
1.2
|
1.4
|
3.5
|
3.7
|
3.5
|
1.4
|
|
Q50
|
0.1
|
0.1
|
0.1
|
0.2
|
0.1
|
0.1
|
0.1
|
0.1
|
0.1
|
|
SE
|
0.6
|
0.1
|
0.5
|
0.3
|
0.7
|
1.2
|
1.9
|
2.7
|
0.6
|
years of education head of hh
|
Mean
|
3.4
|
4.4
|
6.0
|
3.6
|
3.1
|
5.3
|
4.1
|
5.0
|
6.0
|
|
Q50
|
0.0
|
4.0
|
6.0
|
2.0
|
0.0
|
6.0
|
5.0
|
6.0
|
6.0
|
|
SE
|
0.2
|
0.4
|
0.2
|
0.2
|
0.4
|
0.2
|
0.1
|
0.4
|
0.2
|
Table 3.6: Land Assets of Farm Holdings below 4 ha across Categories (2012/13, ha)
Label
|
|
LoCLoD
|
LoCMeD
|
LoCHiD
|
MeCLoD
|
MeCMeD
|
MeCHiD
|
HiCLoD
|
HiCMeD
|
HiCHiD
|
land owned
|
Mean
|
0.7
|
0.5
|
1.0
|
1.1
|
1.1
|
0.9
|
1.3
|
1.3
|
1.1
|
|
Q50
|
0.2
|
0.1
|
0.8
|
0.8
|
0.8
|
0.8
|
1.2
|
1.2
|
0.8
|
|
SE
|
0.0
|
0.1
|
0.1
|
0.1
|
0.1
|
0.1
|
0.1
|
0.1
|
0.1
|
land rented out by hh
|
Mean
|
0.8
|
0.8
|
1.3
|
1.0
|
0.7
|
1.5
|
0.8
|
0.4
|
1.5
|
|
Q50
|
NA
|
NA
|
NA
|
NA
|
NA
|
NA
|
NA
|
NA
|
NA
|
|
SE
|
0.2
|
0.0
|
0.2
|
0.2
|
0.1
|
0.4
|
0.2
|
0.0
|
0.3
|
land sharecropped out by hh
|
Mean
|
0.4
|
0.2
|
0.9
|
0.7
|
0.3
|
0.7
|
0.7
|
0.7
|
0.7
|
|
Q50
|
0.4
|
0.1
|
0.8
|
0.4
|
0.2
|
0.7
|
0.4
|
0.4
|
0.8
|
|
SE
|
0.1
|
0.1
|
0.1
|
0.1
|
0.1
|
0.1
|
0.1
|
0.2
|
0.1
|
Table 3.7: Est. Production, Sales, and Income of Farm Holdings below 4 ha across Categories (2012/13, Percent/Cedis)
Label
|
|
LoCLoD
|
LoCMeD
|
LoCHiD
|
MeCLoD
|
MeCMeD
|
MeCHiD
|
HiCLoD
|
HiCMeD
|
HiCHiD
|
share of annual crop production sold
|
Mean
|
0.2
|
0.2
|
0.1
|
29.4
|
25.1
|
25.6
|
70.9
|
71.1
|
61.0
|
|
Q50
|
0.0
|
0.0
|
0.0
|
26.9
|
24.9
|
24.7
|
75.5
|
77.2
|
71.0
|
|
SE
|
0.1
|
0.1
|
0.0
|
1.1
|
1.7
|
1.3
|
1.1
|
2.2
|
2.3
|
share of non-farm income in total income
|
Mean
|
2.4
|
48.1
|
98.1
|
3.3
|
48.0
|
91.0
|
4.0
|
49.5
|
91.3
|
|
Q50
|
0.0
|
45.7
|
100.0
|
0.0
|
46.8
|
95.1
|
0.0
|
49.0
|
95.1
|
|
SE
|
0.3
|
1.0
|
0.2
|
0.3
|
0.9
|
0.5
|
0.3
|
0.7
|
0.4
|
value of annual crop production
|
Mean
|
527.9
|
410.2
|
217.7
|
1,349.3
|
853.4
|
831.1
|
1,680.2
|
1,479.3
|
1,045.2
|
|
Q50
|
234.6
|
255.4
|
70.0
|
813.7
|
536.9
|
532.7
|
1,187.5
|
1,000.3
|
662.6
|
|
SE
|
75.6
|
47.6
|
28.8
|
154.5
|
87.4
|
70.4
|
66.7
|
114.6
|
64.3
|
value of annual crop sales
|
Mean
|
4.6
|
3.3
|
0.7
|
341.5
|
215.8
|
212.0
|
1,273.7
|
1,136.3
|
797.4
|
|
Q50
|
0.0
|
0.0
|
0.0
|
200.0
|
120.0
|
112.1
|
880.0
|
792.7
|
426.0
|
|
SE
|
2.0
|
1.2
|
0.2
|
22.8
|
34.4
|
18.3
|
54.4
|
93.4
|
54.5
|
value of total annual farm income
|
Mean
|
1,171.2
|
1,394.2
|
188.0
|
1,480.6
|
1,001.9
|
915.4
|
2,051.2
|
2,165.5
|
1,421.2
|
|
Q50
|
390.3
|
431.6
|
0.0
|
906.8
|
589.5
|
584.0
|
1,446.1
|
1,171.4
|
892.0
|
|
SE
|
121.5
|
339.0
|
28.2
|
156.3
|
105.6
|
75.8
|
94.4
|
279.4
|
116.3
|
value of total annual gross income
|
Mean
|
1,231.1
|
2,850.8
|
34,438.1
|
1,532.2
|
1,962.7
|
33,976.4
|
2,157.6
|
4,610.0
|
41,257.5
|
|
Q50
|
397.4
|
790.0
|
8,480.5
|
934.6
|
1,148.4
|
14,134.4
|
1,511.4
|
2,341.2
|
17,071.4
|
|
SE
|
128.8
|
741.2
|
2,955.9
|
158.1
|
198.8
|
3,676.2
|
99.0
|
636.6
|
2,760.2
|
value of total annual livestock production
|
Mean
|
15.6
|
8.5
|
6.5
|
77.8
|
67.0
|
54.6
|
300.8
|
609.6
|
336.4
|
|
Q50
|
0.0
|
0.0
|
0.0
|
16.2
|
16.9
|
10.0
|
3.7
|
5.0
|
5.0
|
|
SE
|
2.8
|
2.8
|
1.1
|
5.7
|
9.6
|
6.3
|
74.9
|
239.9
|
94.8
|
value total annual livestock production sold
|
Mean
|
1.7
|
1.3
|
0.6
|
60.0
|
52.1
|
39.6
|
287.8
|
592.4
|
326.8
|
|
Q50
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
|
SE
|
0.6
|
0.6
|
0.2
|
4.9
|
8.5
|
5.0
|
74.1
|
238.6
|
94.6
|
Table 3.8: Est. Small and Large Livestock Holdings for Farms below 4 ha across Categories (2012/13, ’000 TLU)
Label
|
|
LoCLoD
|
LoCMeD
|
LoCHiD
|
MeCLoD
|
MeCMeD
|
MeCHiD
|
HiCLoD
|
HiCMeD
|
HiCHiD
|
tropical livestock units: cattle
|
Mean
|
24.1
|
8.2
|
14.7
|
23.5
|
21.7
|
10.2
|
25.9
|
34.8
|
14.5
|
|
Q50
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
|
SE
|
6.5
|
2.8
|
3.7
|
3.6
|
6.5
|
2.7
|
3.9
|
16.6
|
2.6
|
tropical livestock units: chicken, rabbits, other poultry
|
Mean
|
7.0
|
5.7
|
5.2
|
11.9
|
10.8
|
12.3
|
11.2
|
10.6
|
10.3
|
|
Q50
|
0.0
|
0.0
|
0.0
|
6.7
|
7.8
|
7.8
|
4.4
|
6.7
|
3.3
|
|
SE
|
0.7
|
0.9
|
0.4
|
0.7
|
1.2
|
0.9
|
0.7
|
1.0
|
0.8
|
tropical livestock units: horses
|
Mean
|
4.1
|
0.9
|
1.0
|
3.1
|
4.9
|
1.4
|
2.1
|
1.5
|
1.6
|
|
Q50
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
|
SE
|
1.3
|
0.5
|
0.3
|
0.9
|
1.7
|
0.4
|
0.5
|
0.8
|
0.6
|
tropical livestock units: pigs
|
Mean
|
7.4
|
4.4
|
2.8
|
8.4
|
6.0
|
7.2
|
5.9
|
4.6
|
3.7
|
|
Q50
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
|
SE
|
1.5
|
2.0
|
0.5
|
1.3
|
1.8
|
1.4
|
1.0
|
1.4
|
1.0
|
tropical livestock units: sheep, goats
|
Mean
|
21.0
|
15.0
|
16.3
|
36.3
|
45.0
|
34.7
|
34.0
|
31.8
|
35.6
|
|
Q50
|
0.0
|
0.0
|
0.0
|
0.0
|
12.1
|
0.0
|
0.0
|
0.0
|
0.0
|
|
SE
|
2.4
|
2.8
|
1.3
|
2.3
|
5.6
|
2.5
|
2.2
|
3.4
|
2.5
|
tropical livestock units: total
|
Mean
|
63.6
|
34.2
|
40.0
|
83.2
|
88.5
|
65.7
|
79.1
|
83.4
|
65.6
|
|
Q50
|
0.0
|
2.1
|
0.0
|
26.7
|
32.4
|
26.7
|
18.9
|
19.0
|
22.2
|
|
SE
|
9.0
|
6.1
|
4.4
|
6.2
|
12.6
|
5.0
|
5.7
|
17.9
|
5.0
|
Table 3.9: Est. Agricultural Input Use in Farms below 4 ha across Categories (2012/13, percent of farms)
Label
|
|
LoCLoD
|
LoCMeD
|
LoCHiD
|
MeCLoD
|
MeCMeD
|
MeCHiD
|
HiCLoD
|
HiCMeD
|
HiCHiD
|
farm hires labor
|
Mean
|
26.1
|
32.2
|
40.3
|
44.3
|
40.1
|
48.0
|
48.5
|
58.8
|
48.7
|
|
Q50
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
100.0
|
0.0
|
|
SE
|
2.4
|
5.4
|
2.2
|
2.2
|
5.0
|
4.5
|
2.2
|
4.0
|
2.6
|
farm purchases fuel
|
Mean
|
14.1
|
12.2
|
22.4
|
28.0
|
27.0
|
27.4
|
34.7
|
25.3
|
29.9
|
|
Q50
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
|
SE
|
1.9
|
3.1
|
1.7
|
2.3
|
3.8
|
3.2
|
2.3
|
3.8
|
2.4
|
farm purchases seeds
|
Mean
|
7.8
|
8.5
|
13.1
|
17.5
|
19.5
|
21.4
|
15.7
|
15.8
|
19.7
|
|
Q50
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
|
SE
|
1.2
|
2.8
|
1.3
|
1.9
|
3.7
|
2.9
|
1.6
|
3.4
|
2.0
|
farm uses any fertilizer
|
Mean
|
30.2
|
14.6
|
25.5
|
46.5
|
42.3
|
34.1
|
44.9
|
42.0
|
37.8
|
|
Q50
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
|
SE
|
2.7
|
3.0
|
1.8
|
2.4
|
5.0
|
3.6
|
2.3
|
4.7
|
2.5
|
farm uses herbicides
|
Mean
|
27.4
|
34.3
|
39.3
|
62.9
|
56.5
|
64.0
|
64.9
|
70.8
|
57.1
|
|
Q50
|
0.0
|
0.0
|
0.0
|
100.0
|
100.0
|
100.0
|
100.0
|
100.0
|
100.0
|
|
SE
|
2.4
|
4.5
|
2.0
|
2.6
|
5.0
|
2.9
|
2.2
|
3.9
|
3.0
|
farm uses inorganic fertilizer
|
Mean
|
24.9
|
11.6
|
17.1
|
35.5
|
35.8
|
26.9
|
34.8
|
27.8
|
24.6
|
|
Q50
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
|
SE
|
2.6
|
2.7
|
1.5
|
2.5
|
4.9
|
3.3
|
2.3
|
3.9
|
2.4
|
farm uses irrigation
|
Mean
|
0.0
|
0.0
|
1.0
|
0.4
|
1.7
|
0.6
|
0.6
|
0.1
|
1.0
|
|
Q50
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
|
SE
|
0.0
|
0.0
|
0.3
|
0.2
|
1.1
|
0.4
|
0.2
|
0.1
|
0.4
|
farm uses organic fertilizer
|
Mean
|
6.9
|
4.1
|
10.2
|
12.3
|
7.6
|
7.8
|
11.6
|
15.2
|
15.3
|
|
Q50
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
|
SE
|
1.3
|
1.5
|
1.5
|
1.5
|
2.1
|
1.3
|
1.4
|
3.5
|
2.0
|
farm uses pesticides
|
Mean
|
13.7
|
10.0
|
19.3
|
26.0
|
23.9
|
27.7
|
37.7
|
40.4
|
35.4
|
|
Q50
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
0.0
|
|
SE
|
1.9
|
2.7
|
1.6
|
2.1
|
5.3
|
3.4
|
2.5
|
4.5
|
2.7
|
Farm Characteristics across Types (5-class)
A sample of results across farm types are shown here (see xsheet for complete tabulations).