Title: Lecture 1: Instant Gratification
1 Lecture 1 Instant Gratification
David Laibson Harvard University and NBER July
13, 2009 Mannheim Summer School
21. Motivating Experiments A Thought Experiment
- Would you like to have
- 15 minute massage now
- or
- B) 20 minute massage in an hour
- Would you like to have
- C) 15 minute massage in a week
- or
- D) 20 minute massage in a week and an hour
3Read and van Leeuwen (1998)
Choosing Today
Eating Next Week
Time
If you were deciding today, would you
choose fruit or chocolate for next week?
4Patient choices for the future
Choosing Today
Eating Next Week
Time
Today, subjects typically choose fruit for next
week.
74 choose fruit
5Impatient choices for today
Choosing and Eating Simultaneously
Time
If you were deciding today, would you
choose fruit or chocolate for today?
6Time Inconsistent Preferences
Choosing and Eating Simultaneously
Time
70 choose chocolate
7Read, Loewenstein Kalyanaraman (1999)
- Choose among 24 movie videos
- Some are low brow Four Weddings and a Funeral
- Some are high brow Schindlers List
- Picking for tonight 66 of subjects choose low
brow. - Picking for next Wednesday 37 choose low brow.
- Picking for second Wednesday 29 choose low
brow. - Tonight I want to have fun
next week I want things that are good for me.
8Extremely thirsty subjectsMcClure, Ericson,
Laibson, Loewenstein and Cohen (2007)
- Choosing between, juice now
or 2x juice in 5 minutes 60 of subjects
choose first option. - Choosing between juice in 20 minutes or
2x juice in 25 minutes 30 of subjects choose
first option. - We estimate that the 5-minute discount rate is
50 and the long-run discount rate is 0. - Ramsey (1930s), Strotz (1950s), Herrnstein
(1960s) were the first to understand that
discount rates are higher in the short run than
in the long run.
9Self-regulationAriely and Wertenbroch (2002)
- Three proofreading tasks "Sexual identity is
intrinsically impossible," says Foucault
however, according to de Selby1, it is not so
much sexual identity that is intrinsically
impossible, but rather the dialectic, and some
would say the satsis, of sexual identity. Thus,
D'Erlette2 holds that we have to choose between
premodern dialectic theory and subcultural
feminism imputing the role of the observer as
poet. - Evenly spaced deadlines. 20 earnings
- Self-imposed deadlines -- subjects can adopt
costly deadlines (1/day) and most did so. 13
earnings - End deadline. 5 earnings
10Conceptual Outline
- First lecture
- People are not internally consistent
decision-makers - Internal conflicts can be modeled and measured
- Scalable, inexpensive policies can transform
behavior - Second lecture
- Early understanding of neural foundations
11Detailed Outline For Lecture 1
- Motivating experimental evidence
- Theoretical framework
- Field evidence
- Policy
- A copy of these slides will soon be available on
my Harvard website.
122. Theoretical Framework
- Classical functional form exponential functions.
- D(t) dt
- D(t) 1, d, d2, d3, ...
- Ut ut d ut1 d2 ut2 d3 ut3 ...
- But exponential function does not show instant
gratification effect. - Discount function declines at a constant rate.
- Discount function does not decline more quickly
in the short-run than in the long-run.
13Constant rate of decline
-D'(t)/D(t) rate of decline of a discount
function
14Slow rate of decline in long run
Rapid rate of decline in short run
15An exponential discounting paradox.
- Suppose people discount at least 1 between today
and tomorrow. - Suppose their discount functions were
exponential. - Then 100 utils in t years are worth
100e(-0.01)365t utils today. - What is 100 today worth today? 100.00
- What is 100 in a year worth today? 2.55
- What is 100 in two years worth today? 0.07
- What is 100 in three years worth today?
0.00
16An Alternative Functional Form
- Quasi-hyperbolic discounting
- (Phelps and Pollak 1968, Laibson 1997)
- D(t) 1, bd, bd2, bd3, ...
- Ut ut bdut1 bd2ut2 bd3ut3 ...
- Ut ut b dut1 d2ut2 d3ut3
... - b uniformly discounts all future periods.
- exponentially discounts all future periods.
- For continuous time see Barro (2001), Luttmer
and Marriotti (2003), and Harris and Laibson
(2009)
17Building intuition
- To build intuition, assume that b ½ and d 1.
- Discounted utility function becomes
- Ut ut ½ ut1 ut2 ut3 ...
- Discounted utility from the perspective of time
t1. - Ut1 ut1 ½
ut2 ut3 ... - Discount function reflects dynamic inconsistency
preferences held at date t do not agree with
preferences held at date t1.
18Application to massagesb ½ and d 1
NPV in current minutes 15 minutes now 10
minutes now 7.5 minutes now 10 minutes now
A 15 minutes now B 20 minutes in 1 hour C
15 minutes in 1 week D 20 minutes in 1 week
plus 1 hour
19Application to massagesb ½ and d 1
NPV in current minutes 15 minutes now 10
minutes now 7.5 minutes now 10 minutes now
A 15 minutes now B 20 minutes in 1 hour C
15 minutes in 1 week D 20 minutes in 1 week
plus 1 hour
20Exercise
- Assume that b ½ and d 1.
- Suppose exercise (current effort 6) generates
delayed benefits (health improvement 8). - Will you exercise?
- Exercise Today -6 ½ 8 -2
- Exercise Tomorrow 0 ½ -6 8 1
- Agent would like to relax today and exercise
tomorrow. - Agent wont follow through without commitment.
21Beliefs about the future?
- Sophisticates know that their plans to be
patient tomorrow wont pan out (Strotz, 1957). - I wont quit smoking next week, though I would
like to do so. - Naifs mistakenly believe that their plans to be
patient will be perfectly carried out (Strotz,
1957). Think that ß1 in the future. - I will quit smoking next week, though Ive
failed to do so every week for five years. - Partial naifs mistakenly believe that ßß in
the future where ß lt ß lt 1 (ODonoghue and
Rabin, 2001).
22Example 1. A model of procrastinationCarroll et
al (2009)
- Agent needs to do a task (once).
- For example, switch to a lower cost cell phone.
- Until task is done, agent losses ? units per
period. - Doing task costs c units of effort now.
- Think of c as opportunity cost of time
- Each period c is drawn from a uniform
distribution on 0,1. - Agent has quasi-hyperbolic discount function with
ß lt 1 and d 1. - So weighting function is 1, ß, ß, ß,
- Agent has sophisticated (rational) forecast of
her own future behavior. She knows that next
period, she will again have the weighting
function 1, ß, ß, ß,
23Timing of game
- Period begins (assume task not yet done)
- Pay cost ? (since task not yet done)
- Observe current value of opportunity cost c
(drawn from uniform) - Do task this period or choose to delay again.
- It task is done, game ends.
- If task remains undone, next period starts.
Pay cost ?
Observe current value of c
Do task or delay again
Period t-1
Period t
Period t1
24Sophisticated procrastination
- There are many equilibria of this game.
- Lets study the equilibrium in which
sophisticates act whenever c lt c. We need to
solve for c. This is sometimes called the
action threshold. - Let V represent the expected undiscounted cost if
the agent decides not to do the task at the end
of the current period t
Likelihood of doing it in t1
Likelihood of not doing it in t1
Cost youll pay for certain in t1, since job not
yet done
Expected cost conditional on drawing a low enough
c so that you do it in t1
Expected cost starting in t2 if project was not
done in t1
25- In equilibrium, the sophisticate needs to be
exactly indifferent between acting now and
waiting. - Solving for c, we find
- So expected delay is
26How does introducing ßlt1 change the expected
delay time?
If ß2/3, then the delay time is scaled up by a
factor of
27Example 2. A model of procrastination naifs
- Same assumptions as before, but
- Agent has naive forecasts of her own future
behavior. - She thinks that future selves will act as if ß
1. - So she (falsely) thinks that future selves will
pick an action threshold of
28- In equilibrium, the naif needs to be exactly
indifferent between acting now and waiting. - To solve for V, recall that
29- Substituting in for V
- So the naif uses an action threshold (today) of
- But anticipates that in the future, she will use
a higher threshold of
30- So her (naïve) forecast of delay is
- And her actual delay will be
- Her actual delay time exceeds her predicted delay
time by the factor of 1/ß.
313. Field EvidenceDella Vigna and Malmendier
(2004, 2006)
- Average cost of gym membership 75 per month
- Average number of visits 4
- Average cost per vist 19
- Cost of pay per visit 10
32Choi, Laibson, Madrian, Metrick
(2002)Self-reports about undersaving.
- Survey
- Mailed to 590 employees (random sample)
- Matched to administrative data on actual savings
behavior
33Typical breakdown among 100 employees
Out of every 100 surveyed employees
68 self-report saving too little
24 plan to raise savings rate in next 2 months
3 actually follow through
34Laibson, Repetto, and Tobacman (2007)
- Use MSM to estimate discounting parameters
- Substantial illiquid retirement wealth W/Y
3.9. - Extensive credit card borrowing
- 68 didnt pay their credit card in full last
month - Average credit card interest rate is 14
- Credit card debt averages 13 of annual income
- Consumption-income comovement
- Marginal Propensity to Consume 0.23
- (i.e. consumption tracks income)
35LRT Simulation Model
- Stochastic Income
- Lifecycle variation in labor supply (e.g.
retirement) - Social Security system
- Life-cycle variation in household dependents
- Bequests
- Illiquid asset
- Liquid asset
- Credit card debt
- Numerical solution (backwards induction) of 90
period lifecycle problem.
36LRT Results
- Ut ut b dut1 d2ut2 d3ut3
... - b 0.70 (s.e. 0.11)
- d 0.96 (s.e. 0.01)
- Null hypothesis of b 1 rejected (t-stat of 3).
- Specification test accepted.
- Moments
Empirical Simulated
(Hyperbolic) Visa 68 63 Visa/Y
13 17 MPC 23 31 f(W/Y)
2.6 2.7
37Kaur, Kremer, and Mullainathan (2009)
- Compare two piece-rate contracts
- Linear piece-rate contract (Control contract)
- Earn w per unit produced
- Linear piece-rate contract with penalty if worker
does not achieve production target T (Commitment
contract) - Earn w for each unit produced if productiongtT,
earn w/2 for each unit produced if productionltT
Never earn more under commitment contract May
earn much less
38Kaur, Kremer, and Mullainathan (2009)
- Demand for Commitment (non-paydays)
- Commitment contract (Targetgt0) chosen 39 of the
time - Workers are 11 percentage points more likely to
choose commitment contract the evening before - Effect on Production (non-paydays)
- Being offered contract choice increases average
production by 5 percentage points relative to
control - Implies 13 percentage point productivity increase
for those that actually take up commitment
contract - No effects on quality of output (accuracy)
- Payday Effects (behavior on paydays)
- Workers 21 percentage points more likely to
choose commitment (Targetgt0) morning of payday - Production is 5 percentage points higher on
paydays
39Some other field evidence
- Ashraf and Karlan (2004) commitment savings
- Della Vigna and Paserman (2005) job search
- Duflo (2009) immunization
- Duflo, Kremer, Robinson (2009) commitment
fertilizer - Karlan and Zinman (2009) commitment to stop
smoking - Milkman et al (2008) video rentals return
sequencing - Oster and Scott-Morton (2005) magazine
marketing/sales - Sapienza and Zingales (2008,2009)
procrastination - Shapiro (????) monthly food stamp cycle
- Thornton (2005) HIV testing
- Trope Fischbach (2000) commitment to medical
adherence - Wertenbroch (1998) individual packaging
40Small immediate rewards Thornton (2005)
Dollar reward for picking up results
41Small immediate costs Thornton (2005)
Fraction picking up info on HIV status
Randomized distance (miles) to pick up info
42Outline
- Experimental evidence for dynamic inconsistency.
- Theoretical framework quasi-hyperbolic
discounting. - Field evidence dynamic decisions.
- Policy and interventions
434. PolicyDefaults in the savings domain
- Welcome to the company
- If you dont do anything
- You are automatically enrolled in the 401(k)
- You save 2 of your pay
- Your contributions go into a default fund
- Call this phone number to opt out of enrollment
or change your investment allocations
44Madrian and Shea (2001)Choi, Laibson, Madrian,
Metrick (2004)
Automatic enrollment
Standard enrollment
45Employees enrolled under automatic enrollment
cluster at default contribution rate.
Fraction of Participants at different
contribution rates
Default contribution rate under
automatic enrollment
46Participants stay at the automatic enrollment
defaults for a long time.
Fraction of Participants Hired Under Automatic
Enrollment who are still at both Default
Contribution Rate and Asset Allocation
Fraction of Participants
Tenure at Company (Months)
47Survey given to workers who were subject to
automatic enrollment You are glad your
company offers automatic enrollment. Agree?
Disagree?
Do people like a little paternalism?
- Enrolled employees 98 agree
- Non-enrolled employees 79 agree
- All employees 97 agree
Source Harris Interactive Inc.
48The power of deadlines Active decisions
Carroll, Choi, Laibson, Madrian, Metrick (2004)
- Active decision mechanisms require employees to
make an active choice about 401(k) participation.
- Welcome to the company
- You are required to submit this form within 30
days of hire, regardless of your 401(k)
participation choice - If you dont want to participate, indicate that
decision - If you want to participate, indicate your
contribution rate and asset allocation - Being passive is not an option
49Active Decision Cohort
Standard enrollment cohort
50Simplified enrollment raises participation Beshear
s, Choi, Laibson, Madrian (2006)
2005
2004
2003
51Extensions to health domain
- Use automaticity and deadlines to nudge people to
make better health decisions - One early example Home delivery of chronic meds
(e.g. maintenance drugs for diabetes and CVD) - Pharmaceutical adherence is about 50
- One problem need to pick up your meds
- Idea use active decision intervention to
encourage workers on chronic meds to consider
home delivery - Early results HD take up rises from 14 to 38
52Cost saving at test company (preliminary
estimates)
Rxs at Mail (annualized)
Now need to measure effects on health.
53Policy Debates
- Pension Protection Act (2006)
- Federal Thrift Savings Plan adopts autoenrollment
(2009) - Auto-IRA mandate (2009?)
- Consumer Financial Protection Agency (2009?)
- Default/privileged plain vanilla financial
products - Disclosure
- Simplicity
- Transparency
- Education
54100 bills on the sidewalkChoi, Laibson, Madrian
(2004)
- Employer 401(k) match is an instantaneous,
riskless return - Particularly appealing if you are over 59½ years
old - Can withdraw money from 401(k) without penalty
- On average, half of employees over 59½ years old
are not fully exploiting their employer match - Educational intervention has no effect
55Education and DisclosureChoi, Laibson, Madrian
(2007)
- Experimental study with 400 subjects
- Subjects are Harvard staff members
- Subjects read prospectuses of four SP 500 index
funds - Subjects allocate 10,000 across the four index
funds - Subjects get to keep their gains net of fees
56Data from Harvard Staff
Control Treatment
Fees salient
518
494
Fees from random allocation 431
3 of Harvard staff in Control Treatment put all
in low-cost fund
57Data from Harvard Staff
Control Treatment
Fees salient
518
494
Fees from random allocation 431
3 of Harvard staff in Control Treatment put all
in low-cost fund
9 of Harvard staff in Fee Treatment put all
in low-cost fund
58Outline
- Motivating experimental evidence
- Theoretical framework
- Field evidence
- Policy applications
- A copy of these slides will soon be available on
my Harvard website.