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Takefumi Fujimoto (presenter)

Aya Suzuki

Department of International Studies

Graduate School of Frontier Sciences

The University of Tokyo

Different Strategies of Crop Diversification

Between Poor and Non-Poor Farmers

-Concepts and Evidence from Tanzania-

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(Two agricultural plots )

Research topic: crop diversification (CD) in Tanzania

→ Farmers grow diverse variety of crops, rather than one crop

Ex) maize, rice, sorghum, beans, tomato, carrot, cotton …

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MAIZE ONLY

Farmers grow only maize

→ No crop diversification

MAIZE

BEANS

TOMATO

Sorghum

Farmers grow diverse crops

→ Crop diversification

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Two benefits of CD:

(1) To reduce agricultural risks

・Wide range of planted crops provides wide adaptability to agronomic shocks (e.g., drought, crop diseases)

・Diverse composition of harvested crops provides robustness to price fluctuation in markets

(2) To increase income among poor farmers

・Productivity increases by agronomic synergies between crops (e.g., intercropping legumes)

→ CD has been empirically found to benefit the poorest the most (Michler & Josephson 2017; Asfaw et al. 2018; Asfaw et al. 2019; Tesfaye & Tirivayi 2020)

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(Purpose)

To clarify poor and non-poor farmers adopt different strategies of CD

・Poor farmers pursue CD for robust food securities

・Non-poor farmers adopt CD to stabilize market income

This presentation:

(1) Explains why poor & non-poor farmers have different motivations for CD

(2) Empirically shows poor & non-poor farmers adopt CD differently:

・poor farmers respond to shocks on food securities

・Non-poor farmers respond to shocks on market income

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Contents

  • Conceptual Framework
  • Dataset & Methodology
  • Results

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Conceptual Framework

farmers’ utility maximization framework

We must consider two issues:

(1) How to express difference between poor & non-poor farmers

→ Poor farmers with low income prioritize consuming particular goods for survival

(2) How to express risk-reducing nature of CD

→ Crop diversity in farmland alleviates uncertainty

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Budget line

Indifference curve

→ Solution in customary consumer problem

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Subsistence line

Must be consumed

above subsistence line

 

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Conceptual Framework

Hypothesis:

Poor/non-poor farmers adopt CD in a different manner

Three potential factors behind different motivations for CD:

・Subsistence requirement (poverty traps v.s. risk dispersion)

・Balanced dietary intakes

・Stabilization of market income

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Subsistence requirement

Priority of poor farmers:

→ To satisfy the subsistence constraint in any state

Poor farmers may or may not adopt CD

  1. Poverty traps (CD↓)

Poor farmers specialize in producing high-calorie crops for survival

(2) Risk dispersion (CD↑)

Poor farmers adopt CD to disperse risks

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Poverty traps (CD↓)

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Poverty traps (CD↓)

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Poverty traps (CD↓)

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Risk dispersion (CD↑)

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Risk dispersion (CD↑)

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Subsistence requirement

Poor farmers may or may not adopt CD for survival

(1) Poverty traps

High crop diversity involves risks of insufficient energy intakes

CD↓

(2) Risk dispersion

Specialization in a certain crop involves risks of heavy damages

CD↑

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Balanced dietary intakes

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Balanced dietary intakes

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Balanced dietary intakes

Moreover, income increase frees consumption restriction by the subsistence constraint

→ Poor farmers can choose consumption as they prefer

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Stabilization of market income

The subsistence constraint is NOT binding among non-poor farmers

→ Non-poor farmers can consume luxury food and non-food items

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Non-poor farmers try to stabilize market income used for their purchases by CD

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Summary of Conceptual Framework

Three potential factors behind CD between poor/non-poor farmers

: CD increases

: CD decreases

Farmers experienced shocks in the past

→ They recognize possible risks in relation to three factors

→ They determine crop diversity to address future risks

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Subsistence Requirement

Balanced Dietary Intakes

Stabilization of Market Income

Poverty Traps

Risk Dispersion

Poor Farmers

Non-Poor Farmers

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Contents

  • Conceptual Framework
  • Dataset & Methodology
  • Results

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Dataset

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Tanzania National Panel Survey (LSMS-ISA)

・Nationwide questionnaire for households

・Collect socioeconomic & agronomic information

Farmers in Tanzania’s mainland

→ Balanced panel of 1,332 farmers in each 2010 & 2012

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Indicators of Crop Diversification

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Indicators of Crop Diversification

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Methodology

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Methodology

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Contents

  • Conceptual Framework
  • Dataset & Methodology
  • Results

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Type of

CD indicator

Estimated

Threshold (shillings)

Simple Count of Crop Number

206,276

Simpson Index

204,938

 

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Results (Simple Count of Crop Number)

Poor farmers increase crop number against past drought/flood

→ Poor farmers may build farming systems robust to heavy damages

Subsistence requirement (risk dispersion)

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Experience of

agricultural shock

Below threshold

(poor farmer)

Above threshold

(Non-poor farmer)

Drought/flood

0.28*

(0.15)

0.02

(0.07)

Crop disease/pests

-0.21

(0.17)

0.10

(0.08)

Large fall in sales prices for crops

-0.06

(0.14)

0.13*

(0.08)

Large rise in

price of food

0.25*

(0.14)

0.06

(0.06)

Large rise in

input price

-0.04

(0.15)

0.20**

(0.08)

Livestock loss

(Died or stolen)

-0.17

(0.21)

0.07

(0.10)

(Standard errors in parentheses)

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Results (Simple Count of Crop Number)

Poor farmers increase crop numbers against rise in food price

・Food price↑⇒consumption↓

→ Poor farmers address a threat to food security

Subsistence requirement (risk dispersion)

& Balanced dietary intakes

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Experience of

agricultural shock

Below threshold

(poor farmer)

Above threshold

(Non-poor farmer)

Drought/flood

0.28*

(0.15)

0.02

(0.07)

Crop disease/pests

-0.21

(0.17)

0.10

(0.08)

Large fall in sales prices for crops

-0.06

(0.14)

0.13*

(0.08)

Large rise in

price of food

0.25*

(0.14)

0.06

(0.06)

Large rise in

input price

-0.04

(0.15)

0.20**

(0.08)

Livestock loss

(Died or stolen)

-0.17

(0.21)

0.07

(0.10)

(Standard errors in parentheses)

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Results (Simple Count of Crop Number)

Non-poor farmers increase crop number against past fall in crop price & rise in input price

・Crop price↓ ⇒ Income ↓

・Input price↑ ⇒ Cost ↑

→ Non-poor farmers address threats to market income

Stabilization of market income

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Experience of

agricultural shock

Below threshold

(poor farmer)

Above threshold

(Non-poor farmer)

Drought/flood

0.28*

(0.15)

0.02

(0.07)

Crop disease/pests

-0.21

(0.17)

0.10

(0.08)

Large fall in sales prices for crops

-0.06

(0.14)

0.13*

(0.08)

Large rise in

price of food

0.25*

(0.14)

0.06

(0.06)

Large rise in

input price

-0.04

(0.15)

0.20**

(0.08)

Livestock loss

(Died or stolen)

-0.17

(0.21)

0.07

(0.10)

(Standard errors in parentheses)

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Results (Simpson Index)

Poor farmers increase SI against drought/flood &

rise in food price

→ Consistent with results of crop numbers

・build robust farming systems

・address a threat to food security

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Experience of

agricultural shock

Below threshold

(poor farmer)

Above threshold

(Non-poor farmer)

Drought/flood

0.38***

(0.15)

-0.00

(0.07)

Crop disease/pests

-0.20

(0.18)

0.07

(0.08)

Large fall in sales prices for crops

0.05

(0.17)

0.04

(0.08)

Large rise in

price of food

0.37**

(0.16)

0.03

(0.06)

Large rise in

input price

-0.17

(0.16)

0.09

(0.07)

Livestock loss

(Died or stolen)

-0.35*

(0.20)

0.04

(0.09)

(Standard errors in parentheses)

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Results (Simpson Index)

Poor farmers decrease SI against livestock loss

・livestock is labor for tillage & seed planting

→ Poor farmers cannot repurchase livestock

→ low ability of cultivation

→ CD is discouraged (Subsistence requirement: poverty trap)

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Experience of

agricultural shock

Below threshold

(poor farmer)

Above threshold

(Non-poor farmer)

Drought/flood

0.38***

(0.15)

-0.00

(0.07)

Crop disease/pests

-0.20

(0.18)

0.07

(0.08)

Large fall in sales prices for crops

0.05

(0.17)

0.04

(0.08)

Large rise in

price of food

0.37**

(0.16)

0.03

(0.06)

Large rise in

input price

-0.17

(0.16)

0.09

(0.07)

Livestock loss

(Died or stolen)

-0.35*

(0.20)

0.04

(0.09)

(Standard errors in parentheses)

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Summary of results

Poor and non-poor farmers have different motivations for CD

Poor farmers:

・Poor farmers adopt CD for food security

・Poor farmers may be trapped in poverty due to loss of productive assets

Non-poor farmers:

・Non-poor farmers adopt CD to stabilize income obtained from market transactions

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