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ENSO and Mexican children
                     Medium-term effects of early-life weather shocks
                           on cognitive and health outcomes


                                      Arturo Aguilar       Marta Vicarelli

                                              Harvard University

                                                Yale University


                                            November 29, 2012




Aguilar & Vicarelli (Harvard, Yale)          ENSO and Mexican children       November 29, 2012   1 / 63
Motivation

       Conditions affecting individuals at early stages of life tend to have long-term
       effects
            Health, education, socioeconomic status (Maccini and Yang, 2009)
            Physical and mental disabilities (Almond, 2006; Almond and
            Mazumder, 2011)

       Weather shocks are the most important self-reported risk faced by rural
       households (Skoufias, 1997; Dercon and Krishnan, 2000; Gine, Townsend
       and Vickery, 2008)

       El Ni˜o Southern Oscillation (ENSO)
            n
            Recurring climatic event with a 5 to 7 year cycle
            Affects hydro-meteorological patterns causing extreme weather events
            (e.g. droughts, floods, heat waves)
            Global impacts (Cane et al., 2004)


Aguilar & Vicarelli (Harvard, Yale)   ENSO and Mexican children   November 29, 2012   2 / 63
Research Questions

  1    Estimate the effects of ENSO-related weather shocks in early-life on
       medium-term individual well-being (human capital formation):
            Cognitive development
            Health and physical development
            Motor skills

  2    Investigate possible mechanisms through which weather shocks could be
       driving these results
             Income
             Nutrition
             Health

  3    Assess the potential mitigating effects of a randomized poverty reduction
       intervention: Mexico’s Progresa Conditional Cash Transfer program



Aguilar & Vicarelli (Harvard, Yale)   ENSO and Mexican children   November 29, 2012   3 / 63
Contributions and related literature

  1    Long-term effects of shocks in early-childhood
           Maccini and Yang (2009), Almond (2006), Almond and Mazumder
           (2011)
           Contribution: Examines specific medium-term effects on human-capital
           formation (e.g. memory, language development) which might be
           driving long-term effects

  2    Role of weather shocks
            Maccini and Yang (2009), Munshi (2003), Baez and Santos (2007)
            Contribution: Use ENSO-related extreme rain shocks at the end of the
            agricultural season to identify exogenous income shocks

  3    Progresa’s effects
            Fernald et al. (2008), Fernald and Gertler (2005), Gertler (2004)
            Contribution: Determine if the Conditional Cash Transfers provided
            mitigation effects to children affected by the shocks

Aguilar & Vicarelli (Harvard, Yale)   ENSO and Mexican children   November 29, 2012   4 / 63
A glimpse at the results


Main Results

Four to five years after the shock, exposed children show:

       Lower cognitive abilities (11 to 21 percent)
               Receptive language, working memory, and visual-spatial processing


       Lower weight (0.28 to 0.38 kg) and lower height (1.1 to 1.8 cm)

       Minor reduction in gross motor skills




Aguilar & Vicarelli (Harvard, Yale)   ENSO and Mexican children   November 29, 2012   5 / 63
A glimpse at the results


Mechanisms
The ENSO-related weather shock had contemporaneous and persistent effects
       Income: contraction up to 2 years after the shock
       Food consumption and diet composition: negatively affected
       Health: no significant self-reported effect immediately after the shock



Role of Progresa
       No evidence of Progresa’s mitigating effects has been found




Aguilar & Vicarelli (Harvard, Yale)   ENSO and Mexican children   November 29, 2012   6 / 63
Outline


1   Background

2   Data

3   Empirical specification

4   Results

5   Mechanisms

6   The role of Progresa

7   Conclusions


Aguilar & Vicarelli (Harvard, Yale)   ENSO and Mexican children   November 29, 2012   7 / 63
El Ni˜o Southern Oscillation
     n

       ENSO is a non-regular cyclical climatic pattern associated to changes in
       tropical Pacific Ocean sea surface temperature and pressure.

       ENSO generates weather extremes across the globe, especially in countries
       bordering the Pacific Ocean.
            El Ni˜o 1997-1998
                 n
            La Ni˜a 1998-1999
                  n

       Sizeable effects in weather-sensitive industries (e.g. fishing and agriculture)
       (Cane et al., 2004)

       Large effects for developing countries that rely on rain-fed agriculture (90%
       of households in our sample)

       Use extreme floods during the harvest season as exogenous income shocks


Aguilar & Vicarelli (Harvard, Yale)   ENSO and Mexican children   November 29, 2012   8 / 63
El Ni˜o Southern Oscillation
     n




Figure: Satellite image showing sea surface heights relative to normal conditions. Red and
white areas are related to above average sea surface temperatures and blue and purple areas to
below average sea surface temperatures


Aguilar & Vicarelli (Harvard, Yale)   ENSO and Mexican children          November 29, 2012   9 / 63
Outline


1   Background

2   Data

3   Empirical specification

4   Results

5   Mechanisms

6   The role of Progresa

7   Conclusions


Aguilar & Vicarelli (Harvard, Yale)   ENSO and Mexican children   November 29, 2012   10 / 63
Data: Weather


       Gridded precipitation data
            Source: UEA CRU TS2p1 (Mitchell, 2005)
            Temporal resolution: monthly
            Spatial resolution: 0.5 x 0.5 degrees

       We calculate the Monthly Standardized Anomaly
           Anomaly = difference with respect to 1960-1999 average levels
           Standardized = measured in standard deviation terms

       Weather shock definition:
           rain shock = 1 if standardized anomaly for Sep-Oct > 0.7
           Sensitivity tests using different thresholds




Aguilar & Vicarelli (Harvard, Yale)   ENSO and Mexican children   November 29, 2012   11 / 63
Data: Weather

       Standardized anomaly is above 0.7 about 16% of the time

                           Standardized anomaly distribution (Sept-Oct)




Aguilar & Vicarelli (Harvard, Yale)     ENSO and Mexican children    November 29, 2012   12 / 63
Data: Weather

                                  Monthly Precipitation Standardized Anomalies

                  4        Growing Season
                       A   M J   JJ    A   S   O   N
                  2
                  0
                  -2




                                      97                        98             99        Year




Figure: Maize calendar: Planting season (Apr-Jun). Moisture sensitive season
(Jul-Aug). Maturation and Harvesting (Sep-Nov)
Aguilar & Vicarelli (Harvard, Yale)                ENSO and Mexican children        November 29, 2012   13 / 63
Data: Weather

             Precipitation Standardized Anomalies (UEA CRU Ts2p1) 1999


                                    30˚N
                                    25˚N
                         Latitude
                                    20˚N
                                    15˚N




                                       120˚W          115˚W      110˚W         105˚W         100˚W          95˚W     90˚W
                                                                                    Longitude
                  Oct 1999


                  -2.4                 -2      -1.6    -1.2   -0.8   -0.4       0      0.4      0.8   1.2      1.6   2      2.4
                                                                            precipitation



Aguilar & Vicarelli (Harvard, Yale)                              ENSO and Mexican children                               November 29, 2012   14 / 63
Data: Weather

                                                          We spatially joined
                                                    Weather and Socioeconomic Data




                                                                                              24°0'0"N
              30˚N




                                                                                              22°0'0"N
              25˚N
   Latitude




                                                                                              20°0'0"N
              20˚N
              15˚N




                                                                                              18°0'0"N

                 120˚W   115˚W   110˚W      105˚W     100˚W          95˚W      90˚W
                                              Longitude
Oct 1999                                                                                           104°0'0"W          102°0'0"W         100°0'0"W         98°0'0"W   96°0'0"W




                                     -2.4    -2     -1.6      -1.2    -0.8   -0.4       0     0.4              0.8   1.2          1.6   2           2.4
                                                                                    precipitation




Aguilar & Vicarelli (Harvard, Yale)                                    ENSO and Mexican children                                                     November 29, 2012          15 / 63
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11.29.2012 - Marta Vicarelli

  • 1. ENSO and Mexican children Medium-term effects of early-life weather shocks on cognitive and health outcomes Arturo Aguilar Marta Vicarelli Harvard University Yale University November 29, 2012 Aguilar & Vicarelli (Harvard, Yale) ENSO and Mexican children November 29, 2012 1 / 63
  • 2. Motivation Conditions affecting individuals at early stages of life tend to have long-term effects Health, education, socioeconomic status (Maccini and Yang, 2009) Physical and mental disabilities (Almond, 2006; Almond and Mazumder, 2011) Weather shocks are the most important self-reported risk faced by rural households (Skoufias, 1997; Dercon and Krishnan, 2000; Gine, Townsend and Vickery, 2008) El Ni˜o Southern Oscillation (ENSO) n Recurring climatic event with a 5 to 7 year cycle Affects hydro-meteorological patterns causing extreme weather events (e.g. droughts, floods, heat waves) Global impacts (Cane et al., 2004) Aguilar & Vicarelli (Harvard, Yale) ENSO and Mexican children November 29, 2012 2 / 63
  • 3. Research Questions 1 Estimate the effects of ENSO-related weather shocks in early-life on medium-term individual well-being (human capital formation): Cognitive development Health and physical development Motor skills 2 Investigate possible mechanisms through which weather shocks could be driving these results Income Nutrition Health 3 Assess the potential mitigating effects of a randomized poverty reduction intervention: Mexico’s Progresa Conditional Cash Transfer program Aguilar & Vicarelli (Harvard, Yale) ENSO and Mexican children November 29, 2012 3 / 63
  • 4. Contributions and related literature 1 Long-term effects of shocks in early-childhood Maccini and Yang (2009), Almond (2006), Almond and Mazumder (2011) Contribution: Examines specific medium-term effects on human-capital formation (e.g. memory, language development) which might be driving long-term effects 2 Role of weather shocks Maccini and Yang (2009), Munshi (2003), Baez and Santos (2007) Contribution: Use ENSO-related extreme rain shocks at the end of the agricultural season to identify exogenous income shocks 3 Progresa’s effects Fernald et al. (2008), Fernald and Gertler (2005), Gertler (2004) Contribution: Determine if the Conditional Cash Transfers provided mitigation effects to children affected by the shocks Aguilar & Vicarelli (Harvard, Yale) ENSO and Mexican children November 29, 2012 4 / 63
  • 5. A glimpse at the results Main Results Four to five years after the shock, exposed children show: Lower cognitive abilities (11 to 21 percent) Receptive language, working memory, and visual-spatial processing Lower weight (0.28 to 0.38 kg) and lower height (1.1 to 1.8 cm) Minor reduction in gross motor skills Aguilar & Vicarelli (Harvard, Yale) ENSO and Mexican children November 29, 2012 5 / 63
  • 6. A glimpse at the results Mechanisms The ENSO-related weather shock had contemporaneous and persistent effects Income: contraction up to 2 years after the shock Food consumption and diet composition: negatively affected Health: no significant self-reported effect immediately after the shock Role of Progresa No evidence of Progresa’s mitigating effects has been found Aguilar & Vicarelli (Harvard, Yale) ENSO and Mexican children November 29, 2012 6 / 63
  • 7. Outline 1 Background 2 Data 3 Empirical specification 4 Results 5 Mechanisms 6 The role of Progresa 7 Conclusions Aguilar & Vicarelli (Harvard, Yale) ENSO and Mexican children November 29, 2012 7 / 63
  • 8. El Ni˜o Southern Oscillation n ENSO is a non-regular cyclical climatic pattern associated to changes in tropical Pacific Ocean sea surface temperature and pressure. ENSO generates weather extremes across the globe, especially in countries bordering the Pacific Ocean. El Ni˜o 1997-1998 n La Ni˜a 1998-1999 n Sizeable effects in weather-sensitive industries (e.g. fishing and agriculture) (Cane et al., 2004) Large effects for developing countries that rely on rain-fed agriculture (90% of households in our sample) Use extreme floods during the harvest season as exogenous income shocks Aguilar & Vicarelli (Harvard, Yale) ENSO and Mexican children November 29, 2012 8 / 63
  • 9. El Ni˜o Southern Oscillation n Figure: Satellite image showing sea surface heights relative to normal conditions. Red and white areas are related to above average sea surface temperatures and blue and purple areas to below average sea surface temperatures Aguilar & Vicarelli (Harvard, Yale) ENSO and Mexican children November 29, 2012 9 / 63
  • 10. Outline 1 Background 2 Data 3 Empirical specification 4 Results 5 Mechanisms 6 The role of Progresa 7 Conclusions Aguilar & Vicarelli (Harvard, Yale) ENSO and Mexican children November 29, 2012 10 / 63
  • 11. Data: Weather Gridded precipitation data Source: UEA CRU TS2p1 (Mitchell, 2005) Temporal resolution: monthly Spatial resolution: 0.5 x 0.5 degrees We calculate the Monthly Standardized Anomaly Anomaly = difference with respect to 1960-1999 average levels Standardized = measured in standard deviation terms Weather shock definition: rain shock = 1 if standardized anomaly for Sep-Oct > 0.7 Sensitivity tests using different thresholds Aguilar & Vicarelli (Harvard, Yale) ENSO and Mexican children November 29, 2012 11 / 63
  • 12. Data: Weather Standardized anomaly is above 0.7 about 16% of the time Standardized anomaly distribution (Sept-Oct) Aguilar & Vicarelli (Harvard, Yale) ENSO and Mexican children November 29, 2012 12 / 63
  • 13. Data: Weather Monthly Precipitation Standardized Anomalies 4 Growing Season A M J JJ A S O N 2 0 -2 97 98 99 Year Figure: Maize calendar: Planting season (Apr-Jun). Moisture sensitive season (Jul-Aug). Maturation and Harvesting (Sep-Nov) Aguilar & Vicarelli (Harvard, Yale) ENSO and Mexican children November 29, 2012 13 / 63
  • 14. Data: Weather Precipitation Standardized Anomalies (UEA CRU Ts2p1) 1999 30˚N 25˚N Latitude 20˚N 15˚N 120˚W 115˚W 110˚W 105˚W 100˚W 95˚W 90˚W Longitude Oct 1999 -2.4 -2 -1.6 -1.2 -0.8 -0.4 0 0.4 0.8 1.2 1.6 2 2.4 precipitation Aguilar & Vicarelli (Harvard, Yale) ENSO and Mexican children November 29, 2012 14 / 63
  • 15. Data: Weather We spatially joined Weather and Socioeconomic Data 24°0'0"N 30˚N 22°0'0"N 25˚N Latitude 20°0'0"N 20˚N 15˚N 18°0'0"N 120˚W 115˚W 110˚W 105˚W 100˚W 95˚W 90˚W Longitude Oct 1999 104°0'0"W 102°0'0"W 100°0'0"W 98°0'0"W 96°0'0"W -2.4 -2 -1.6 -1.2 -0.8 -0.4 0 0.4 0.8 1.2 1.6 2 2.4 precipitation Aguilar & Vicarelli (Harvard, Yale) ENSO and Mexican children November 29, 2012 15 / 63