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. Author manuscript; available in PMC: 2017 Sep 1.
Published in final edited form as: Econometrica. 2016 Sep;84(5):1917–1960. doi: 10.3982/ecta12987

Table 2.

Labor Demand (log of person days per season) and Household Composition

A. Pooled Cross-Sections B. Including Farm-Household Fixed Effects C. Labor Demand by Farm Task
Household demographic
composition
N. Household
Members
(1)
Household Size
and Shares
(2)
N. Household
Members
(3)
Variation from
Aging Only
(4)
Prior
Composition
(5)
Next Period
Composition
(6)
1, 2, and 3 Period
Lagged
Composition as IVs
(7)
Land Prep
Livestock
Dry/Sell/ Mill
(8)
Weeding
Planting
Fertilizing
(9)
Harvesting
(10)

Number of males in farm HH
0 to 14 years 0.02 (0.01) - −0.001 (0.016) - −0.03 (0.02) 0.03 (0.02) 0.01 (0.04) −0.01 (0.03) −0.01 (0.02) −0.03 (0.03)
15 to 19 0.11 (0.02) 0.40 (0.08) 0.09 (0.02) 0.09 (0.05) 0.05 (0.02) 0.07 (0.02) 0.09 (0.04) 0.16 (0.03) 0.07 (0.02) 0.06 (0.03)
20 to 34 0.17 (0.01) 0.59 (0.07) 0.13 (0.02) 0.15 (0.11) 0.09 (0.02) 0.05 (0.02) 0.21 (0.05) 0.14 (0.03) 0.09 (0.02) 0.12 (0.03)
35 to 49 0.23 (0.02) 0.65 (0.09) 0.16 (0.03) 0.15 (0.12) 0.09 (0.03) 0.01 (0.03) 0.20 (0.08) 0.17 (0.05) 0.12 (0.03) 0.19 (0.04)
50 to 64 0.32 (0.03) 0.76 (0.09) 0.22 (0.03) 0.24 (0.12) 0.08 (0.04) 0.08 (0.03) 0.22 (0.10) 0.22 (0.06) 0.16 (0.04) 0.24 (0.05)
65 and older 0.21 (0.03) 0.45 (0.10) 0.20 (0.04) 0.24 (0.14) 0.06 (0.04) 0.08 (0.03) 0.20 (0.11) 0.17 (0.06) 0.14 (0.04) 0.19 (0.05)
Number of females in farm HH
0 to 14 years −0.02 (0.01) −0.15 (0.07) −0.04 (0.02) - −0.02 (0.02) 0.003 (0.017) −0.02 (0.05) −0.03 (0.03) −0.05 (0.02) −0.03 (0.03)
15 to 19 0.02 (0.02) 0.10 (0.08) −0.01 (0.02) 0.02 (0.05) −0.002 (0.018) −0.001 (0.018) −0.01 (0.04) 0.01 (0.03) −0.02 (0.02) −0.02 (0.03)
20 to 34 0.04 (0.02) 0.12 (0.09) 0.06 (0.02) 0.23 (0.10) 0.05 (0.02) 0.01 (0.02) 0.04 (0.05) 0.05 (0.03) 0.06 (0.02) 0.07 (0.03)
35 to 49 0.09 (0.02) 0.30 (0.09) 0.16 (0.03) 0.33 (0.11) 0.12 (0.03) 0.04 (0.03) 0.23 (0.08) 0.07 (0.05) 0.13 (0.03) 0.11 (0.04)
50 to 64 0.10 (0.02) 0.27 (0.09) 0.13 (0.03) 0.35 (0.12) 0.08 (0.03) 0.06 (0.03) 0.18 (0.09) 0.04 (0.05) 0.13 (0.04) 0.11 (0.05)
65 and older −0.05 (0.02) −0.10 (0.09) 0.05 (0.03) 0.26 (0.13) 0.03 (0.03) −0.01 (0.03) 0.05 (0.09) −0.05 (0.05) 0.06 (0.03) 0.07 (0.05)
Log Household Size 0.34 (0.03)
Tests for joint significance of demographic composition
All Groups 37.27 33.65 13.13 2.53 5.01 4.21 2.99 6.19 5.40 4.89
p-value 0.00 0.00 0.00 0.005 0.00 0.00 0.00 0.00 0.00 0.00
Males 49.88 21.67 18.27 1.90 6.08 5.79 3.63 9.71 6.80 6.63
p-value 0.00 0.00 0.00 0.09 0.00 0.00 0.00 0.00 0.00 0.00
Females 10.58 10.99 7.70 2.78 3.45 1.95 1.86 1.31 3.84 1.82
p-value 0.00 0.00 0.00 0.02 0.00 0.07 0.08 0.25 0.00 0.09
Prime age adults 45.13 14.55 22.52 2.19 8.88 4.86 5.51 10.02 9.71 7.85
p-value 0.00 0.00 0.00 0.04 0.00 0.00 0.00 0.00 0.00 0.00
C-test - 1 and 2 Period Lags (χ2) 15.19
p-value 0.92
Observations 38,189 38,189 38,189 11,594 33,737 33,737 25,739 27,387 33,166 24,353
N. HHs 4,452 4,452 4,452 1,584 4,096 4,096 3,783 4,176 4,166 4,022

Notes. Standard errors in parentheses below coefficient estimates. All estimates of variance-covariances take into account clustering at the household level and allow arbitrary heteroskedasticity. Joint tests for the significance of demographic groups are F-statistics. The C-test is an overidentification test examining the exogeneity of 1 and 2 period lags conditional on the validity of the 3 period lags. All models control quintiles of farm and household (real) assets, age and education of the household head and spouse, month of interview indicators, and community-time fixed effects. Column 2 enters demographics as log(household size) and the share of 11 of the 12 demographic groups. Columns 3 through 10 include farm household fixed effects. As column 4 limits the sample to household with the same males and females across waves, changes in demographic composition do not change household size and are therefore interpreted relative to the omitted demographic group (age less than 15).