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Motivation
Critics
Getting to the Top of Mind: How Reminders
Increase Saving
Dean Karlan, Margaret McConnell, Sendhil Mullainathan and
Jonathan Zinman
Newton Uncle Toe
African School Of Economics
December 7, 2016
Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
Motivation
Critics
Motivation/Background
Calibrations of U.S. data suggest that extremely high short-
term discount rates are necessary to explain observed borrowing
patterns (Laibson, Repetto and Tobacman 2007).
Voluntary commitment devices help increase savings (Ashraf,
Karlan and Yin 2006b; Benartzi and Thaler 2004).
Default options have large effects on retirement savings deci-
sions (Madrian and Shea 2001; Beshears et al 2008)
Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
Motivation
Critics
Research Questions
How does reminder increase savings?
Does limited attention play a role in under-saving?
Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
Motivation
Critics
Outline of Presentation
Motivation
Research Question
Preview of Findings
Data
Identification Strategy
Results
Conclusion
Critique
Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
Motivation
Critics
Preview of Findings
In the developing world, there is evidence of persistent borrow-
ing at high daily rates for predictable expenses (Ananth, Karlan
and Mullainathan 2007) even though several studies have found
that expanding access to savings accounts improves various
outcomes, including income-generation (Dupas and Robinson
2013; Karlan, Ratan, and Zinman 2014)
Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
Motivation
Critics
Preview of Findings Cont’d
Laibson 1997; ODonoghue and Rabin 1999; Fudenberg and
Levine 2006; Banerjee and Mullainathan 2009-Used models
that emphasize time inconsistency and self-control problems to
explain both impatience and patience people exhibit, depending
on the horizon or good of choice.
Akerlof (1991) emphasized salience rather than costly self-control
as a driver of procrastination, Bordalo, Gennaioli, and
Shleifer (2013) emphasized salience as a driver of consumer
choice
Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
Motivation
Critics
Data
Figure: Source: Karlan, McConnell, Mullainathan and Zinman (2014)
Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
Motivation
Critics
Data
Figure: Source: Karlan, McConnell, Mullainathan and Zinman (2014)
Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
Motivation
Critics
Data
Figure: Source: Karlan, McConnell, Mullainathan and Zinman (2014)
Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
Motivation
Critics
Data
Total sample for the Phillipines is 1,157
Total sample size for Peru is 2,436
Total sample size for Bolivia is 3,523
GRAND TOTAL OF SAMPLE SIZE of all three banks is 7,116
Location of Study: Bolivia is in central South America, Peru is
in west of South America and Philippines is in Southeast Asia
Year of Study:2008
Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
Motivation
Critics
Identification Strategy
OLS Regression1
Yi = α + βRi + γZi + εi
Where
Yi is the savings by client i
R is an indicator that equals 1 if the bank randomly assigned
the client to receive any reminder, with no-reminder the omitted
category
Z is a vector of randomization conditions, other treatment as-
signments, and country fixed effects
Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
Motivation
Critics
OLS Regression 2
Yi = α + β1Gi + β2Li + γZi + εi
where
Gi indicates that the individual was assigned to receive gain-
framed reminders
Li indicates loss-framed. No-reminder is again the omitted cat-
egory.
Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
Motivation
Critics
OLS Regression 3
The Peru sample:
Yi = α + β1ICi + β2SEi + γZi + εi
where
ICi indicates that the individual was assigned reminders that
mentioned the interest rate incentive only
SEi indicates reminders that mentioned the specific expenditure
goal as well.
Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
Motivation
Critics
OLS Regression 4
The Bolivia sample:
Yi = α + βi GLi + β2ICi + γZi + εi
where
GLi indicates that the individual was assigned to reminders
that mentioned only the savings goal (Aguinaldo, the year-end
bonus)
ICi indicates reminders that mention the life insurance incentive
as well
Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
Motivation
Critics
Results
Figure: Reminder vs No Reminder, Karlan, McConnell, Mullainathan and
Zinman (2014)
Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
Motivation
Critics
Results(2)
Figure: Source: Karlan, McConnell, Mullainathan and Zinman (2014)
Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
Motivation
Critics
Results(3)
Figure: Source: Karlan, McConnell, Mullainathan and Zinman (2014)
Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
Motivation
Critics
Results(4)
Figure: Source: Karlan, McConnell, Mullainathan and Zinman (2014)
Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
Motivation
Critics
Conclusion
Many pro-savings treatments can be reinterpreted as operating
through attention instead of, or in addition to, through self-
control with large transaction costs for undoing non-binding
commitments; e.g., opt-out default (Choi et al 2004); prepaid
fertilizer (Duflo, Kremer, and Robinson 2011) or deposit col-
lection (Ashraf, Karlan and Yin 2006a).
Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
Motivation
Critics
Conclusion
Our experiment also generates results on the effects of two
reminder design elements that have received less scrutiny in
prior work: timing and content. The content variations suggest
that many reminders are actually not effective (although we
caution that our null results are imprecisely estimated), and
that the most effective ones are those that remind people of
both financial incentives and savings goals; it may be the case
that a savings reminder is effective if (and only if) it brings
multiple motivations for saving to the top of mind.
Reminder effects on saving are consistent with consumers being
relatively inattentive to future exceptional(infrequent, and often
relatively large) expenses (Sussman and Alter 2013), and that
reminders can increase saving by making these future expenses
more salient: bringing them to top of mind.
Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
Motivation
Critics
Some critics/limitations
Lacks outcome data on the household to speak about aggre-
gate household savings, or more holistic measures of financial
condition (test messages that encourage saving with feedback
and peer pressure or information, on a sample of microcredit
borrowers).
Disadvantages to generalizability because its unknown whether
the results would hold for people without a clear savings plan
and/or goal
457 of the total sample size were dropped (69 in Peru, 276 in
Bolivia and 112 in the Philippines) which is 28.84 percent of the
total sample, because they were incorrectly assigned to differ-
ent reminder treatments since they had multiple accounts.(The
Importance and Effects of Sample Size-Sarah Marley (2014))
Newton Toe Getting to the Top of Mind: How Reminders Increase Saving

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Newton_SDE

  • 1. Motivation Critics Getting to the Top of Mind: How Reminders Increase Saving Dean Karlan, Margaret McConnell, Sendhil Mullainathan and Jonathan Zinman Newton Uncle Toe African School Of Economics December 7, 2016 Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
  • 2. Motivation Critics Motivation/Background Calibrations of U.S. data suggest that extremely high short- term discount rates are necessary to explain observed borrowing patterns (Laibson, Repetto and Tobacman 2007). Voluntary commitment devices help increase savings (Ashraf, Karlan and Yin 2006b; Benartzi and Thaler 2004). Default options have large effects on retirement savings deci- sions (Madrian and Shea 2001; Beshears et al 2008) Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
  • 3. Motivation Critics Research Questions How does reminder increase savings? Does limited attention play a role in under-saving? Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
  • 4. Motivation Critics Outline of Presentation Motivation Research Question Preview of Findings Data Identification Strategy Results Conclusion Critique Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
  • 5. Motivation Critics Preview of Findings In the developing world, there is evidence of persistent borrow- ing at high daily rates for predictable expenses (Ananth, Karlan and Mullainathan 2007) even though several studies have found that expanding access to savings accounts improves various outcomes, including income-generation (Dupas and Robinson 2013; Karlan, Ratan, and Zinman 2014) Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
  • 6. Motivation Critics Preview of Findings Cont’d Laibson 1997; ODonoghue and Rabin 1999; Fudenberg and Levine 2006; Banerjee and Mullainathan 2009-Used models that emphasize time inconsistency and self-control problems to explain both impatience and patience people exhibit, depending on the horizon or good of choice. Akerlof (1991) emphasized salience rather than costly self-control as a driver of procrastination, Bordalo, Gennaioli, and Shleifer (2013) emphasized salience as a driver of consumer choice Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
  • 7. Motivation Critics Data Figure: Source: Karlan, McConnell, Mullainathan and Zinman (2014) Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
  • 8. Motivation Critics Data Figure: Source: Karlan, McConnell, Mullainathan and Zinman (2014) Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
  • 9. Motivation Critics Data Figure: Source: Karlan, McConnell, Mullainathan and Zinman (2014) Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
  • 10. Motivation Critics Data Total sample for the Phillipines is 1,157 Total sample size for Peru is 2,436 Total sample size for Bolivia is 3,523 GRAND TOTAL OF SAMPLE SIZE of all three banks is 7,116 Location of Study: Bolivia is in central South America, Peru is in west of South America and Philippines is in Southeast Asia Year of Study:2008 Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
  • 11. Motivation Critics Identification Strategy OLS Regression1 Yi = α + βRi + γZi + εi Where Yi is the savings by client i R is an indicator that equals 1 if the bank randomly assigned the client to receive any reminder, with no-reminder the omitted category Z is a vector of randomization conditions, other treatment as- signments, and country fixed effects Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
  • 12. Motivation Critics OLS Regression 2 Yi = α + β1Gi + β2Li + γZi + εi where Gi indicates that the individual was assigned to receive gain- framed reminders Li indicates loss-framed. No-reminder is again the omitted cat- egory. Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
  • 13. Motivation Critics OLS Regression 3 The Peru sample: Yi = α + β1ICi + β2SEi + γZi + εi where ICi indicates that the individual was assigned reminders that mentioned the interest rate incentive only SEi indicates reminders that mentioned the specific expenditure goal as well. Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
  • 14. Motivation Critics OLS Regression 4 The Bolivia sample: Yi = α + βi GLi + β2ICi + γZi + εi where GLi indicates that the individual was assigned to reminders that mentioned only the savings goal (Aguinaldo, the year-end bonus) ICi indicates reminders that mention the life insurance incentive as well Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
  • 15. Motivation Critics Results Figure: Reminder vs No Reminder, Karlan, McConnell, Mullainathan and Zinman (2014) Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
  • 16. Motivation Critics Results(2) Figure: Source: Karlan, McConnell, Mullainathan and Zinman (2014) Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
  • 17. Motivation Critics Results(3) Figure: Source: Karlan, McConnell, Mullainathan and Zinman (2014) Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
  • 18. Motivation Critics Results(4) Figure: Source: Karlan, McConnell, Mullainathan and Zinman (2014) Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
  • 19. Motivation Critics Conclusion Many pro-savings treatments can be reinterpreted as operating through attention instead of, or in addition to, through self- control with large transaction costs for undoing non-binding commitments; e.g., opt-out default (Choi et al 2004); prepaid fertilizer (Duflo, Kremer, and Robinson 2011) or deposit col- lection (Ashraf, Karlan and Yin 2006a). Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
  • 20. Motivation Critics Conclusion Our experiment also generates results on the effects of two reminder design elements that have received less scrutiny in prior work: timing and content. The content variations suggest that many reminders are actually not effective (although we caution that our null results are imprecisely estimated), and that the most effective ones are those that remind people of both financial incentives and savings goals; it may be the case that a savings reminder is effective if (and only if) it brings multiple motivations for saving to the top of mind. Reminder effects on saving are consistent with consumers being relatively inattentive to future exceptional(infrequent, and often relatively large) expenses (Sussman and Alter 2013), and that reminders can increase saving by making these future expenses more salient: bringing them to top of mind. Newton Toe Getting to the Top of Mind: How Reminders Increase Saving
  • 21. Motivation Critics Some critics/limitations Lacks outcome data on the household to speak about aggre- gate household savings, or more holistic measures of financial condition (test messages that encourage saving with feedback and peer pressure or information, on a sample of microcredit borrowers). Disadvantages to generalizability because its unknown whether the results would hold for people without a clear savings plan and/or goal 457 of the total sample size were dropped (69 in Peru, 276 in Bolivia and 112 in the Philippines) which is 28.84 percent of the total sample, because they were incorrectly assigned to differ- ent reminder treatments since they had multiple accounts.(The Importance and Effects of Sample Size-Sarah Marley (2014)) Newton Toe Getting to the Top of Mind: How Reminders Increase Saving