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Formation of Aspirations –  An Empirical Analysis Tanguy Bernard, Stefan Dercon, Fanaye Tadesse,  Alemayehu Seyoum Taffesse , Ibrahim Worku  Presentation at ESRC-CAGE Workshop on Inequality University of Warwick 6 July 2011
Motivation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],08/24/11
Motivation ,[object Object],[object Object],[object Object],[object Object],08/24/11
Motivation ,[object Object],[object Object],[object Object],[object Object],08/24/11
Elements of the Aspirations Perspective  ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],08/24/11
Aspiration  window Aspiration level and gap Aspiration failure Aspired Gap Efforts to improve Attained Well-being Perspectives   Fatalism;  Self efficacy; Aspirations Failure;
Step 1: Correlations Step 2: Measurement Step 3: Treatment Step 4: Experiment Step 5: Replications Research program
Baseline survey (Aspiration and VSLA) ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Follow-up survey ( ∆ Aspiration and ∆ VSLA)
On going experiment
Aspiration formation – A simple formulation ,[object Object],[object Object],[object Object],[object Object],[object Object]
Data - ERHS Survey Rounds ,[object Object],[object Object]
Wealth Aspiration - Data ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Variables – All survey rounds Wealth Aspiration Level of wealth the respondent would like to achieve (measured using a 10-point scale) Age  Respondent's age in number of years Age squared Respondent's age in number of years (squared) Gender (male=1) Gender of respondent Non-farm activities (yes=1)  Dummy - the respondent engages in non-farm activities (Yes=1) Iddir (member=1) Dummy - the respondent is a member of an Iddir (funeral association) (Member=1) Married (yes=1) Marital status of the respondent (married=1) Shock Shock faced by respondent in round 7 - index calculated using principal components  Neighbourhood size Number of neighbours within a radius of 500m from the respondent's residence Average income growth of neighbours (round7-round6) Average growth in the real consumption per capita (in 1994 prices) of the respondent's neighbours between Rounds 6 and 7 (%).  Income growth (round 2 - round 1) -  Income growth (round 7 - round 6) Growth in the real consumption per capita (in 1994 prices) of the respondent's household between successive survey Rounds (%) Poor Number of rounds the respondent's family was poor (using the poverty line in 1994)
Marginal (Partial) Effects – All Rounds  Note : Figures in  red  are statistically significant at least at 10% level of significance. dy/dx per one SD change (%) Married (yes=1) Average income growth of neighbors (R6-R7) Income growth (R6 – R7) Income growth (R5–R6) Poor Pr(Wealth Aspiration = 1) -0.25 -0.13 -0.09 -0.10 0.18 Pr(Wealth Aspiration = 2) -0.60 -0.34 -0.23 -0.26 0.31 Pr(Wealth Aspiration = 3) -1.50 -0.89 -0.60 -0.68 0.83 Pr(Wealth Aspiration = 4) -2.01 -1.27 -0.86 -0.96 1.17 Pr(Wealth Aspiration = 5) -2.73 -1.83 -1.24 -1.37 1.70 Pr(Wealth Aspiration = 6) -2.08 -1.56 -1.07 -1.18 1.45 Pr(Wealth Aspiration = 7) 0.15 -0.21 -0.14 -0.16 0.19 Pr(Wealth Aspiration = 8) 9.01 6.50 5.37 5.97 -5.84 Mean (SD) -18.2 (32.5) -18.3 (53.7) 2.2 (59.7) 2.8  (1.8)
Variables – Rounds 6-7 Wealth Aspiration Level of wealth the respondent would like to achieve (measured using a 10-point scale) Age  Respondent's age in number of years Age squared Respondent's age in number of years (squared) Gender (male=1) Gender of respondent Non-farm activities (yes=1)  Dummy - the respondent engages in non-farm activities (Yes=1) Iddir (member=1) Dummy - the respondent is a member of an Iddir (funeral association) (Member=1) Married (yes=1) Marital status of the respondent (married=1) Shock Shock faced by respondent in round 7 - index calculated using principal components  Neighbourhood size Number of  neighbours  within a radius of 500m from of the respondent's residence Log of asset value Logarithm of the value of assets (including farm implements, furniture, jewelry) the respondent’s household owned in survey round 7 (2008/09) Log of average asset value of neighbors Logarithm of the average value of assets owned by the respondent's  neighbours  (residents within 500m radius of the respondent's house) excluding the respondent’s household
Marginal (Partial) Effects – Rounds 6-7 Note : Figures in  red  are statistically significant at least at 10% level of significance. dy/dx per one SD change (%) Gender (male=1) Log of asset value Log of average asset value of neighbors Pr(Wealth Aspiration = 1) 0.01 -0.04 -0.04 Pr(Wealth Aspiration = 2) 0.01 -0.04 -0.04 Pr(Wealth Aspiration = 3) 0.05 -0.12 -0.10 Pr(Wealth Aspiration = 4) 0.11 -0.30 -0.34 Pr(Wealth Aspiration = 5) 0.30 -0.85 -1.02 Pr(Wealth Aspiration = 6) 0.45 -1.34 -1.43 Pr(Wealth Aspiration = 7) 0.74 -2.20 -2.45 Pr(Wealth Aspiration = 8) 0.74 -2.07 -2.45 Pr(Wealth Aspiration = 9) 0.18 -0.50 -0.57 Pr(Wealth Aspiration = 10) -2.63 7.44 8.51 Mean (SD) 7.1 (1.2)  7.7 (0.7)
Observations ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

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Formation of Aspirations

  • 1. Formation of Aspirations – An Empirical Analysis Tanguy Bernard, Stefan Dercon, Fanaye Tadesse, Alemayehu Seyoum Taffesse , Ibrahim Worku Presentation at ESRC-CAGE Workshop on Inequality University of Warwick 6 July 2011
  • 2.
  • 3.
  • 4.
  • 5.
  • 6. Aspiration window Aspiration level and gap Aspiration failure Aspired Gap Efforts to improve Attained Well-being Perspectives Fatalism; Self efficacy; Aspirations Failure;
  • 7. Step 1: Correlations Step 2: Measurement Step 3: Treatment Step 4: Experiment Step 5: Replications Research program
  • 8.
  • 10.
  • 11.
  • 12.
  • 13. Variables – All survey rounds Wealth Aspiration Level of wealth the respondent would like to achieve (measured using a 10-point scale) Age Respondent's age in number of years Age squared Respondent's age in number of years (squared) Gender (male=1) Gender of respondent Non-farm activities (yes=1) Dummy - the respondent engages in non-farm activities (Yes=1) Iddir (member=1) Dummy - the respondent is a member of an Iddir (funeral association) (Member=1) Married (yes=1) Marital status of the respondent (married=1) Shock Shock faced by respondent in round 7 - index calculated using principal components Neighbourhood size Number of neighbours within a radius of 500m from the respondent's residence Average income growth of neighbours (round7-round6) Average growth in the real consumption per capita (in 1994 prices) of the respondent's neighbours between Rounds 6 and 7 (%). Income growth (round 2 - round 1) - Income growth (round 7 - round 6) Growth in the real consumption per capita (in 1994 prices) of the respondent's household between successive survey Rounds (%) Poor Number of rounds the respondent's family was poor (using the poverty line in 1994)
  • 14. Marginal (Partial) Effects – All Rounds Note : Figures in red are statistically significant at least at 10% level of significance. dy/dx per one SD change (%) Married (yes=1) Average income growth of neighbors (R6-R7) Income growth (R6 – R7) Income growth (R5–R6) Poor Pr(Wealth Aspiration = 1) -0.25 -0.13 -0.09 -0.10 0.18 Pr(Wealth Aspiration = 2) -0.60 -0.34 -0.23 -0.26 0.31 Pr(Wealth Aspiration = 3) -1.50 -0.89 -0.60 -0.68 0.83 Pr(Wealth Aspiration = 4) -2.01 -1.27 -0.86 -0.96 1.17 Pr(Wealth Aspiration = 5) -2.73 -1.83 -1.24 -1.37 1.70 Pr(Wealth Aspiration = 6) -2.08 -1.56 -1.07 -1.18 1.45 Pr(Wealth Aspiration = 7) 0.15 -0.21 -0.14 -0.16 0.19 Pr(Wealth Aspiration = 8) 9.01 6.50 5.37 5.97 -5.84 Mean (SD) -18.2 (32.5) -18.3 (53.7) 2.2 (59.7) 2.8 (1.8)
  • 15. Variables – Rounds 6-7 Wealth Aspiration Level of wealth the respondent would like to achieve (measured using a 10-point scale) Age Respondent's age in number of years Age squared Respondent's age in number of years (squared) Gender (male=1) Gender of respondent Non-farm activities (yes=1) Dummy - the respondent engages in non-farm activities (Yes=1) Iddir (member=1) Dummy - the respondent is a member of an Iddir (funeral association) (Member=1) Married (yes=1) Marital status of the respondent (married=1) Shock Shock faced by respondent in round 7 - index calculated using principal components Neighbourhood size Number of neighbours within a radius of 500m from of the respondent's residence Log of asset value Logarithm of the value of assets (including farm implements, furniture, jewelry) the respondent’s household owned in survey round 7 (2008/09) Log of average asset value of neighbors Logarithm of the average value of assets owned by the respondent's neighbours (residents within 500m radius of the respondent's house) excluding the respondent’s household
  • 16. Marginal (Partial) Effects – Rounds 6-7 Note : Figures in red are statistically significant at least at 10% level of significance. dy/dx per one SD change (%) Gender (male=1) Log of asset value Log of average asset value of neighbors Pr(Wealth Aspiration = 1) 0.01 -0.04 -0.04 Pr(Wealth Aspiration = 2) 0.01 -0.04 -0.04 Pr(Wealth Aspiration = 3) 0.05 -0.12 -0.10 Pr(Wealth Aspiration = 4) 0.11 -0.30 -0.34 Pr(Wealth Aspiration = 5) 0.30 -0.85 -1.02 Pr(Wealth Aspiration = 6) 0.45 -1.34 -1.43 Pr(Wealth Aspiration = 7) 0.74 -2.20 -2.45 Pr(Wealth Aspiration = 8) 0.74 -2.07 -2.45 Pr(Wealth Aspiration = 9) 0.18 -0.50 -0.57 Pr(Wealth Aspiration = 10) -2.63 7.44 8.51 Mean (SD) 7.1 (1.2) 7.7 (0.7)
  • 17.

Editor's Notes

  1. Ethiopian households’ average expenditure pattern – stimulants vs. human capital - 2-4 times (HICE of 1995/96, 1999/2000, and 2004/05); Fatalism General - lack of proactive and systematic effort to better one’s own life (consistent with the language of the poor); Economic perspective - making the ‘investments to better one's life’.