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Formation of Aspirations –
An Empirical Analysis
Tanguy Bernard1
, Stefan Dercon2
, Fanaye Tadesse1
,
Alemayehu Seyoum Taffesse1
, and Ibrahim Worku1
1
International Food Policy Research Institute
2
University of Oxford
Presentation on RISE Research Day
March 6, 2015
27/03/15
Summary
 Poorer individuals, on average, have lower aspirations;
 Individuals in poorer communities have lower aspirations;
 Women appear to have lower aspirations;
 Individuals who believe they have significant control over their lives
(internal locus of control)
 display higher aspirations,
 send more of their children to school,
 achieve better nutritional outcomes for their children, and
 more likely to adopt modern farming practices;
 Caveat:
 Mostly panel data used, thus some claim to causal links;
 But happy to consider them as correlations;
 Policy implications - design programs for poverty reduction, social
protection
27/03/15 2
Motivation - Initial
27/03/15 3
 Fatalism
 Examples:
“We live only for today”;
“It is a life of no thought for tomorrow”;
“We have neither a dream nor an imagination”
Rahmato and Kidanu (1999)
 General - lack of proactive and systematic effort to better one’s
own life;
 Economic perspective – not making the ‘investments to better
one's life’.
Evidence: underinvestment by the poor is common and can be a
source of persistence in poverty and inequality
What are Aspirations?
27/03/15 4
Aspirations:
 are goals or boundary-states sought after with respect to a relevant
domain of choice (future-oriented);
 Aspirations and expectations – preferences vs. beliefs;
 Aspirations are important for analysing and/or
addressing poverty:
 Condition individual behaviour and well-being (motivators );
 Are distributed unevenly within communities;
 Are context-dependent and changing;
Wealth Aspiration - Data
Ethiopian Rural Households Survey (ERHS)
Spatial coverage: 15 Kebeles (villages);
Temporal coverage: 1993/94-2009 (7 rounds the last three roughly one every 5
years)
Wealth Aspirations
Round 7 Question: We would now like you to think of your own wealth.
Thinking of a scale from 1 (the lowest or worst level) to 10 (the highest or
best level):
Q39a. At what level do you believe you are currently?
Q39b. At what level would you like to be?
Estimation
Use ordered responses to Q39b as the dependent variable;
o ordered probit model (basic, generalized, semi-nonparametric);
Robust/Clustered standard errors
03/27/15 5
Marginal (Partial) Effects – All Rounds
dy/dx per one SD change (%)
Shock
Median income
growth of
neighbors
(round7-round6)
Median
income
growth (all
rounds)
Number of
rounds
respondent
was poor
Pr(Wealth Aspiration = 1) 1.92 -3.44 0.00 2.30
Pr(Wealth Aspiration = 2) 0.79 -3.44 0.00 0.88
Pr(Wealth Aspiration = 3) 1.36 0.00 -2.60 0.00
Pr(Wealth Aspiration = 4) -3.84 -6.88 5.19 -2.65
Pr(Wealth Aspiration = 5) -0.23 13.77 0.00 -0.71
Mean (SD) 2.4 (1.1) -18.3 (34.4) 3.3 (26.0) 2.8 (1.8)
Note: Figures in red are statistically significant at least at 10% level of significance.
Controls include: sex, age, marital status, education, participation in non-farm activities,
Iddir membership.
27/03/15 6
Marginal (Partial) Effects – Insurance Data
dy/dx per one SD change (%)
Self-reported
wealth
Median self-reported
wealth in the village
Log (Asset Aspiration)
Mean = 11.02, SD = 1.37
29.0 9.1
Mean (SD) 4.4 (1.1) 4.13 (0.35)
Note: Figures in red are statistically significant at least at 1% level of significance.
Controls include: sex, age, marital status, education, participation in non-farm activities,
Iddir membership.
27/03/15 7
 Surveys of the Index Insurance Study 2011-2014;
 Baseline and four follow-up household surveys of 1760 randomly
selected households.
 Aspiration module;
Internal Locus of Control – FTF
27/03/15 8
.6.7.8.9
0 2 4 6 8
selfreported_wealth
Pr(internal_loc) 95% CI
Fitted values
Locus of Control and Selected Outcomes
27/03/15 9
 
Improved
seed use
Fertilizer
use
Radio
ownership
Girls
school
ratio
School
ratio – all
school-
age
children
LoC - Internal
0.0064** 0.0060* 0.0095*** 0.0071*** 0.0050**
  (0.003) (0.003) (0.002) (0.002) (0.002)
LoC - Chance
-0.0015 -0.0144*** -0.0034* 0.0031 0.0016
  -0.003 -0.004 (0.002) (0.003) (0.003)
LoC-Others
-0.0035 -0.0044 -0.0040** -0.0097*** -0.0086***
  -0.003 -0.003 (0.002) (0.003) (0.003)
Self-reported
wealth
0.0361*** 0.0647*** 0.0496*** 0.0375*** 0.0307***
Controls – sex, age, education; village clustered standard errors.
Observations
 Results
 Poorer individuals have on average lower aspirations;
 Panel data used, but happy to consider them as correlations;
 Results persist across models;
 Implications
 Helping create opportunities may not be sufficient
 Devising mechanisms that encourage the poor to create and/or
exploit opportunities can help (nudges - role models,
organizations)
27/03/15 10
Thank you
27/03/15 11

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Formation of Aspirations – An Empirical Analysis

  • 1. 1 Formation of Aspirations – An Empirical Analysis Tanguy Bernard1 , Stefan Dercon2 , Fanaye Tadesse1 , Alemayehu Seyoum Taffesse1 , and Ibrahim Worku1 1 International Food Policy Research Institute 2 University of Oxford Presentation on RISE Research Day March 6, 2015 27/03/15
  • 2. Summary  Poorer individuals, on average, have lower aspirations;  Individuals in poorer communities have lower aspirations;  Women appear to have lower aspirations;  Individuals who believe they have significant control over their lives (internal locus of control)  display higher aspirations,  send more of their children to school,  achieve better nutritional outcomes for their children, and  more likely to adopt modern farming practices;  Caveat:  Mostly panel data used, thus some claim to causal links;  But happy to consider them as correlations;  Policy implications - design programs for poverty reduction, social protection 27/03/15 2
  • 3. Motivation - Initial 27/03/15 3  Fatalism  Examples: “We live only for today”; “It is a life of no thought for tomorrow”; “We have neither a dream nor an imagination” Rahmato and Kidanu (1999)  General - lack of proactive and systematic effort to better one’s own life;  Economic perspective – not making the ‘investments to better one's life’. Evidence: underinvestment by the poor is common and can be a source of persistence in poverty and inequality
  • 4. What are Aspirations? 27/03/15 4 Aspirations:  are goals or boundary-states sought after with respect to a relevant domain of choice (future-oriented);  Aspirations and expectations – preferences vs. beliefs;  Aspirations are important for analysing and/or addressing poverty:  Condition individual behaviour and well-being (motivators );  Are distributed unevenly within communities;  Are context-dependent and changing;
  • 5. Wealth Aspiration - Data Ethiopian Rural Households Survey (ERHS) Spatial coverage: 15 Kebeles (villages); Temporal coverage: 1993/94-2009 (7 rounds the last three roughly one every 5 years) Wealth Aspirations Round 7 Question: We would now like you to think of your own wealth. Thinking of a scale from 1 (the lowest or worst level) to 10 (the highest or best level): Q39a. At what level do you believe you are currently? Q39b. At what level would you like to be? Estimation Use ordered responses to Q39b as the dependent variable; o ordered probit model (basic, generalized, semi-nonparametric); Robust/Clustered standard errors 03/27/15 5
  • 6. Marginal (Partial) Effects – All Rounds dy/dx per one SD change (%) Shock Median income growth of neighbors (round7-round6) Median income growth (all rounds) Number of rounds respondent was poor Pr(Wealth Aspiration = 1) 1.92 -3.44 0.00 2.30 Pr(Wealth Aspiration = 2) 0.79 -3.44 0.00 0.88 Pr(Wealth Aspiration = 3) 1.36 0.00 -2.60 0.00 Pr(Wealth Aspiration = 4) -3.84 -6.88 5.19 -2.65 Pr(Wealth Aspiration = 5) -0.23 13.77 0.00 -0.71 Mean (SD) 2.4 (1.1) -18.3 (34.4) 3.3 (26.0) 2.8 (1.8) Note: Figures in red are statistically significant at least at 10% level of significance. Controls include: sex, age, marital status, education, participation in non-farm activities, Iddir membership. 27/03/15 6
  • 7. Marginal (Partial) Effects – Insurance Data dy/dx per one SD change (%) Self-reported wealth Median self-reported wealth in the village Log (Asset Aspiration) Mean = 11.02, SD = 1.37 29.0 9.1 Mean (SD) 4.4 (1.1) 4.13 (0.35) Note: Figures in red are statistically significant at least at 1% level of significance. Controls include: sex, age, marital status, education, participation in non-farm activities, Iddir membership. 27/03/15 7  Surveys of the Index Insurance Study 2011-2014;  Baseline and four follow-up household surveys of 1760 randomly selected households.  Aspiration module;
  • 8. Internal Locus of Control – FTF 27/03/15 8 .6.7.8.9 0 2 4 6 8 selfreported_wealth Pr(internal_loc) 95% CI Fitted values
  • 9. Locus of Control and Selected Outcomes 27/03/15 9   Improved seed use Fertilizer use Radio ownership Girls school ratio School ratio – all school- age children LoC - Internal 0.0064** 0.0060* 0.0095*** 0.0071*** 0.0050**   (0.003) (0.003) (0.002) (0.002) (0.002) LoC - Chance -0.0015 -0.0144*** -0.0034* 0.0031 0.0016   -0.003 -0.004 (0.002) (0.003) (0.003) LoC-Others -0.0035 -0.0044 -0.0040** -0.0097*** -0.0086***   -0.003 -0.003 (0.002) (0.003) (0.003) Self-reported wealth 0.0361*** 0.0647*** 0.0496*** 0.0375*** 0.0307*** Controls – sex, age, education; village clustered standard errors.
  • 10. Observations  Results  Poorer individuals have on average lower aspirations;  Panel data used, but happy to consider them as correlations;  Results persist across models;  Implications  Helping create opportunities may not be sufficient  Devising mechanisms that encourage the poor to create and/or exploit opportunities can help (nudges - role models, organizations) 27/03/15 10