The Vanishing Farm? The Impact of International
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Transcript The Vanishing Farm? The Impact of International
The Vanishing Farm?
The Impact of International
Migration on Albanian Family
Farming
Juna Miluka
Gero Carletto
Benjamin Davis
Alberto Zezza
Outline
Background and Motivation
Data
Empirical Strategy
Estimation Results
Conclusions
Background
Agriculture: a sector in turmoil
• Collapse of Communism
• Rapid de-collectivization; 93% of cooperative
land & 79% of state land privatized by 1993
• Agriculture’s contribution to GDP fell from
42.5% in 1992 to 28.1% in 2001
• Very small land sizes (≈ 1 ha), but highly
fragmented (4 plots)
• Over 90% of farmers use only family labor
• Agriculture still employs 50% of workforce
Background (cont’d)
The migration explosion
• Country on the move
• Rural population fell by over 15% since
1990
• By 1996, 1/3 of the labor force had
migrated
• 50%+ of hh exposed to int’l migration
• 1/3 hh currently with int’l migrant
• 2/3 from rural areas (upward trend)
• Private transfers 14% of GDP (>2002);
Muco puts figure at 25% in 1997
Migration and Agriculture
Despite magnitude of migration, and the
vast potential of migration and
remittances for agriculture, little evidence
exists on relation and impact
Empirical literature evenly split
Different channels
•
•
•
•
income
credit
insurance
labor
Migration and Agriculture (cont’d)
Specific hypotheses:
Labor effort
Feminization of agriculture
Non-labor input use (to compensate
for labor loss?)
Technical efficiency ?
Data
2005 Living Standards Measurement
Survey (ALSMS05)
INSTAT and the World Bank
• 3,640 total households
• 1,849 rural households
• Extended Migration Module
• Separate Agriculture Module (Fall)
•
Model specifications
Dependent
•
•
•
•
Variables
Agricultural Labor (by gender)
Non-labor input expenses in agriculture
Technical efficiency
Income
Independent
•
•
•
•
Variables
Migration (IV)
Human Capital
Natural and Physical Capital
Community and Regional Characteristics
Descriptive Statistics / 1
Migrant
Non-Migrant
1,394.92
1,684.86
927.51
978.53
1,521.29
1,506.03
Percapita Female Lab. in Agriculture
(hours/year)
910.46
949.24
Crop Income (Crop only)
51,591
51,942
391,668
358,685
Equipment Rental (leks)
15,474
11,427
Chemical Inputs (leks)
13,521
9,973
Livestock Expenditure (leks)
10,400
10,821
Male Labor in Agriculture (hrs/year)
Percapita Male Labor in Ag. (hrs/year)
Female Labor in Ag. (hrs/year)
Total Agricultural Income(leks)
Descriptive Statistics / 2
Migrant
NonMigrant
11,762.2
8,216.1
10.4
4.8
9.3
10.1
Coastal region
45.0
26.4
Distance Index (Proximity to Public Facilities)
0.20
0.34
Land Disputes (% of hh)
68.4
61.2
Spoke Italian or Greek in 1990 (%)
13.8
8.1
120.0
112.1
13.7
14.4
Land Area (Square Meters)
Female Headed Households (%)
Highest Level of Education in the Household
Minimum Distance From Border Crossings
Percentage of Males 20-39 in the Municipality
Empirical Strategy
Instrumental Variable Tobits
Instruments
Languages
Migration
Network
Distance to borders
IV Diagnostics
Estimation Results - Labor
Male Family
Labor in
Agriculture
Female Family
Labor in
Agriculture
Total
Percapita
Total
Percapita
-
-
-
Female Headed Household
-
0
0
Age of Head of Household
+
+
+
+
Highest Education in HH
-
-
-
-
Natural/Physical Capital index
+
+
+
+
Crime in the Community
-
-
-
-
Migration
Age Head Squared
Estimation Results (cont’d)
Chemicals
Equipment
rental
Livestock
exp.
Migration
-
-
+
Age of Household Head
+
+
0
Age Head Squared
-
-
0
Land Area (sqm)
+
+
0
Household plots (No)
+
+
+
Animals owned (TLU)
0
0
+
Estimation Results - Income
Total income
Migration
+
Age of Head of Household
-
Age Head Squared
+
+
Highest Education in HH
Land Area (sqm)
Animals owned (TLU)
Land disputes
+
-
Conclusions
Moving out of agriculture?
• Fewer hours worked in total and per
capita terms
• Less reduction for women
• Less investments in productivityenhancing and time-saving farm
technologies
• Investments in livestock production
• No Impact on Crop Income and TE
• Higher incomes (RNF?)
Policy Implications
Stagnating Agriculture
Forgone opportunity?
Managing withdrawal
Promote better use of migrants’
resources in agriculture (and RNF?)