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Why the Middle Class Invests in its Future: An Empirical Test of the ‘Peace of Mind’ Narrative in Middle Income Countries Rick Mourits & Luuk van Kempen EADI conference Bonn – June 24, 2014

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Page 1: Why the Middle Class Invests in its Future: An Empirical Test of the ‘Peace of Mind’ Narrative in Middle Income Countries Rick Mourits & Luuk van Kempen

Why the Middle Class Invests in its Future: An Empirical Test of the ‘Peace of Mind’ Narrative

in Middle Income Countries

Rick Mourits&

Luuk van Kempen

EADI conferenceBonn – June 24, 2014

Page 2: Why the Middle Class Invests in its Future: An Empirical Test of the ‘Peace of Mind’ Narrative in Middle Income Countries Rick Mourits & Luuk van Kempen

The ‘Peace of Mind’ narrative (I)

1. Calvo (2008); risk of falling (back) into poverty is “ever-present, oppressing source of stress” for

those just above the poverty line → middle class sufficiently ‘distant’ from poverty line to enjoy

“peace of mind”

2. Banerjee & Duflo (2008; 2011):

“nothing seems more middle class than the fact of having a steady well-paying job”

Job security is crucial in order to avoid being consumed by “existential stress”

Complex survival-oriented tactics imply a drain on mental energy for investment in future

(self) → weak “navigational capacity” (cf. Appadurai, 2004)

3. Psychology of scarcity (Mullainathan & Shafir, 2013; Mani, Mullainathan, Shafir & Zhao, 2013; Haushofer & Fehr, 2014)

Scarcity of money leads to i) cognitive overload, and ii) attentional capture

Lack of “mental bandwith” today compounds tomorrow’s scarcity problem

Page 3: Why the Middle Class Invests in its Future: An Empirical Test of the ‘Peace of Mind’ Narrative in Middle Income Countries Rick Mourits & Luuk van Kempen

The ‘Peace of Mind’ narrative (II)

Evidence on supposed inhibition to invest in one’s future, as a consequence of deleterious psychological mechanisms triggered by (near-)poverty, is mostly anecdotal or micro in scope

Our ambition: a broader test whether job (and thus income) security indeed frees up ‘mental space’ to invest in oneself, using cross-country evidence

Objective: Contribute to our understanding of what sets the middle class apart from the poor and investigate whether there are self-reinforcing dynamics at play

Focus on MICs / emerging economies

Method: structural equation model (and multilevel regression analysis)

Question: Are the data compatible with the ‘peace of mind’ narrative?

What type of investment?

Cultural capital; not instrumental in ‘making ends meet’

Human capital investment may pay off even in short or medium run

Page 4: Why the Middle Class Invests in its Future: An Empirical Test of the ‘Peace of Mind’ Narrative in Middle Income Countries Rick Mourits & Luuk van Kempen

‘Peace of Mind’ pathway into middle class

EDUCATION

JOB SECURITY

PEACE OF MIND

INVESTMENT IN

CULTURAL CAPITAL

INCOME ASSETS/WEALTH

jjjjj

Page 5: Why the Middle Class Invests in its Future: An Empirical Test of the ‘Peace of Mind’ Narrative in Middle Income Countries Rick Mourits & Luuk van Kempen

Testing the ‘Peace of Mind’ narrative World Value Survey, 5th wave (2005-2008)

• 23 middle-income countries (lower cutoff: $1,250 GNI p.c.; upper cutoff: $12,500 GNI p.c.) → 37,150 households

Page 6: Why the Middle Class Invests in its Future: An Empirical Test of the ‘Peace of Mind’ Narrative in Middle Income Countries Rick Mourits & Luuk van Kempen

Operationalisation of ‘PoM’ pathway into middle class

EDUCATION

JOB SECURITY

PEACE OF MIND

INVESTMENT IN

CULTURAL CAPITAL

INCOME ASSETS/WEALTH

jjjjj

EDUCATION ON ISCED

SCALE

JOB SKILL ON ISCO

SCALE

ESTIMATED

INCOME

LAST YEAR’S SAVINGS

SENSE OF CONTROL

• NEWS CONSUMPTION

• INTEREST IN POLITICS

• IMPORTANCE TERTIARY EDUCATION (GIRL-TO-BOY)

• MEMBERSHIP IN ARTISTIC/ CULTURAL ORGANIZATION

PERSONAL RESOURCE THAT ABSORBS THE IMPACT OF

NEGATIVE SHOCKS ON MENTAL HEALTH (BUFFER AGAINST STRESS)

(THOITS, 1995; YOUNG 2001; LEVER, PIÑOL & URALDE, 2005)

Page 7: Why the Middle Class Invests in its Future: An Empirical Test of the ‘Peace of Mind’ Narrative in Middle Income Countries Rick Mourits & Luuk van Kempen

Structural Equation Modeling

Structural Equation Modeling, also SEM, is like regression analysis: it estimates the linear effects of independent variables on Y.

However, it can do more!- Test whether models fit the data

SEM tests whether a restricted model has less explanatory power than a fullmodel, i.e., whether certain paths (relations) are redundant.

Full Restricted

Page 8: Why the Middle Class Invests in its Future: An Empirical Test of the ‘Peace of Mind’ Narrative in Middle Income Countries Rick Mourits & Luuk van Kempen

Results – working respondents

Page 9: Why the Middle Class Invests in its Future: An Empirical Test of the ‘Peace of Mind’ Narrative in Middle Income Countries Rick Mourits & Luuk van Kempen

Results – all respondents

Page 10: Why the Middle Class Invests in its Future: An Empirical Test of the ‘Peace of Mind’ Narrative in Middle Income Countries Rick Mourits & Luuk van Kempen

Conclusion

Overall, ‘peace of mind’ narrative fits data reasonably well, but a number of additional relations improve fit:

‘Peace of mind’ also predicted by relative income, not only by education/job skills

Cultural capital investment also directly predicted by education/job skills, not only through ‘peace of mind’

Analysis suggests that ‘sense of control’ and cultural capital are class-dependent

However, analysis based on rather crude proxies → need for better data, especially on mental health

If narrative holds true, interesting implications for development interventions:

Benefits of interventions that would assist households in ‘navigating’ the future (e.g. trainings on business planning, financial management etc.)

‘Costs’ of complex interventions that further increase cognitive load on participants