Time Preference & Inter temporal Choice
-
Upload
laurina-eisenring -
Category
Documents
-
view
225 -
download
0
Transcript of Time Preference & Inter temporal Choice
-
8/12/2019 Time Preference & Inter temporal Choice
1/43
Intertemporal Choice:Applications
AE63 7Behavioral Economics for Policy Analysis
-
8/12/2019 Time Preference & Inter temporal Choice
2/43
HE404 2009-2010 2
Wertenbroch-Ariely (2002), Procrastination, Deadlines, andPerformance, Psychological Science.
Classroom experiment executive education students atMIT.
They had to write 3 papers in a semester for a particularclass.
Students were divided into 2 groups:
Group I: They were given evenly spaced deadlines
throughout the semester for those 3 papers.
Group II: They were free to set up their own deadlines.
Penalty for overdue paper same for both groups.
Wertenbroch-Ariely 2002)
-
8/12/2019 Time Preference & Inter temporal Choice
3/43
Group II: Own choices of deadlines.
Around 68% set deadlines prior to last week. There are only32% set deadlines on the last week.
People are willing to self-impose deadline to overcome
procrastinationdemand for commitment (sophistication).
HE404 2009-2010 3
Wertenbroch-Ariely 2002)
-
8/12/2019 Time Preference & Inter temporal Choice
4/43
HE404 2009-2010 4
Results on completion and grades:
No late submissions.
Grades in Group I is higher than grades in Group II.
if students have self-control problems, and use
deadlines to overcome the problems, but do not set thedeadlines optimally greater flexibility may lead tolower grades.
Run another experiment: proofreading (finding errors/ typos)exercise over 21 days with 60 MIT students participated.
Group I: evenly-spaced deadlines
Group II: no deadlines
Group III: self-imposed deadlines
Wertenbroch-Ariely 2002)
-
8/12/2019 Time Preference & Inter temporal Choice
5/43
HE404 2009-2010 5
Hypothesis:
People realize their tendency to procrastinate and wouldwant to bind (commit) themselves, however they face strongtemptationto set the deadline as late as possible as aresult the deadlines they set are suboptimal.
Predictions:
Time consistent: II=III>I
Sophisticatedtime inconsistent would want and fully able
to commit: III>I>II
Partially navetime inconsistent would want to commitbut not fully able to do so: I>III>II
Wertenbroch-Ariely 2002) Group I: evenly-spaced deadlines Group II: no deadlines
Group III: self-imposed deadlines
-
8/12/2019 Time Preference & Inter temporal Choice
6/43
Results on performance: I>III>II evidence of imperfectsophistication or partial navet.
Reason for partial navet? cognitive limitation?, or deliberatestrategy, or?
HE404 2009-2010 6
Wertenbroch-Ariely 2002)
-
8/12/2019 Time Preference & Inter temporal Choice
7/43
HE404 2009-2010 7
Duflo, Kremer and Robinson (2009), Nudging Farmers to UseFertilizer: Theory and Experimental Evidence from Kenya.
Research question: Why there is so little adoption of fertilizerdespite the fact that applying limited quantities of fertilizer givelarge potential returns?
The paper looks at the effect of fertilizer in a poor area ofwestern Kenya, where farmers grow maize.
Farmers buy and sell maize on the market and store it at home.
Fertilizers are available for purchase at market center (30 min
walk).
Only 40% of farmers in their sample ever used fertilizer.
When asked overwhelmingly said that they want to usefertilizer but no money to buy it.
Duflo, Kremer and Robinson 2009)
-
8/12/2019 Time Preference & Inter temporal Choice
8/43
HE404 2009-2010 8
But their answer is puzzling
the fact is that:
Fertilizer can be bought in small quantity (1 kg).
Only small quantity is needed to fertilize.
The potential return is high generate sufficient funds to
buy fertilizer.
Even poor farmers in principle can re-allocate their harvestproceeds (some) from consumption to fertilizer investment.
Possible explanation: Farmers would like to purchase fertilizer,
but they run out of money by the time of the new season comesand fertilizer is needed self-control problem.
So they conducted field experimentsavings and fertilizerinitiative (SAFI) program.
Duflo, Kremer and Robinson 2009)
-
8/12/2019 Time Preference & Inter temporal Choice
9/43
HE404 2009-2010 9
How does SAFI work?
A field officer visited farmers immediately after harvestoffered an opportunity to buy a voucherfor fertilizer at theregular price but with free delivery.
Farmers can decide whether or not to enroll and buy anyamount of fertilizer.
Farmers can pay either in cash or maize (at market price).
They also can sell the maize without enrolling.
The timing of adoption is left to farmers much like inWertenbroch-Arielys experiment.
Duflo, Kremer and Robinson 2009)
-
8/12/2019 Time Preference & Inter temporal Choice
10/43
HE404 2009-2010 10
Result: significant effect on adoption
Duflo, Kremer and Robinson 2009)
LR '
i 1 1i i iy =+ T + X +
-
8/12/2019 Time Preference & Inter temporal Choice
11/43
HE404 2009-2010 11
Ashraf, Karlan and Yin (2005), Tying Odysseus to the Mast:Evidence from a Commitment Savings Product in thePhilippines, Quarterly Journal of Economics.
A natural field experimentto test whether individuals wouldopen a savings account with a commitmentfeaturethat restrictstheir access to the funds but has no further benefits.
If individuals have time inconsistent preferences, they: 1)wouldhave an incentive to have a commitment device, and 2)end upsaving more.
They partnered with the Green bank of Caraga, a rural bank in
Mindanao1777 existing and former bank clients.
Procedures: Identify clients with hyperbolic (time inconsistent)
preferences with hypothetical time discounting questions.
Ashraf, Karlan and Yin 2005)
-
8/12/2019 Time Preference & Inter temporal Choice
12/43
HE404 2009-2010 12
Procedures: Choice between 200Pesosnowand XPesos in 1 month
near-term frame.
Choice between 200Pesos in 6 monthsand XPesos in 7
monthsdistant frame.
Ashraf, Karlan and Yin 2005)
-
8/12/2019 Time Preference & Inter temporal Choice
13/43
HE404 2009-2010 13
Procedures: Result: evidence on hyperbolic-discounting type of
preferences
No gender difference in the degree of impatient.
Ashraf, Karlan and Yin 2005)
-
8/12/2019 Time Preference & Inter temporal Choice
14/43
HE404 2009-2010 14
Procedures: Run 3 treatments:
SEED(Save, Earn and Enjoy Deposits) Treatment
(N=842)encouraged to save and offered SEEDaccount (a commitment device).
MarketingTreatment (N=466) encouraged to saveusing existing schemes, but not offered SEED account.
ControlTreatment (N=466) received noencouragement nor SEED account.
Comparison:
SEED vs Marketing Treatmentidentify the effect ofcommitment device on top of the encouragement.
Ashraf, Karlan and Yin 2005)
-
8/12/2019 Time Preference & Inter temporal Choice
15/43
HE404 2009-2010 15
Procedures: Run 3 treatments:
SEED(Save, Earn and Enjoy Deposits) Treatment
(N=842)encouraged to save and offered SEEDaccount (a commitment device).
MarketingTreatment (N=466) encouraged to saveusing existing schemes, but not offered SEED account.
ControlTreatment (N=466) received noencouragement nor SEED account.
Analysis:
SEED vs Marketing Treatmentidentify the effect ofcommitment device on top of the encouragement.
Measure the effect on total savings.
Ashraf, Karlan and Yin 2005)
-
8/12/2019 Time Preference & Inter temporal Choice
16/43
HE404 2009-2010 16
SEED treatment:
Out of N=842, 202 take up SEED.
167 also opted to get lock-up box (piggy bank) cannot observe savings there.
Results:
Ashraf, Karlan and Yin 2005)
-
8/12/2019 Time Preference & Inter temporal Choice
17/43
HE404 2009-2010 17
Results on demand for commitment: Time inconsistent individuals more likely to take up SEED
demand for commitment.
Impatient female are more likely to take up SEED than
patient female insignificant for male.
Individuals with college education more likely to take upSEED.
Results on amount of savings:
Significant increase in savings after taking up SEED. It isinsignificant for other treatments.
Ashraf, Karlan and Yin 2005)
-
8/12/2019 Time Preference & Inter temporal Choice
18/43
HE404 2009-2010 18
Ashraf, Karlan and Yin 2005)
-
8/12/2019 Time Preference & Inter temporal Choice
19/43
HE404 2009-2010 19
Laibson, Repetto and Tobacman 2010)
Laibson, Repetto and Tobacman (2010), Estimating DiscountFunctions with Consumption Choices over the Lifecycle(forthcoming AER).
Research Idea: Intertemporal preferences (and ) are difficult
to measure most rely on (lab) experimentsbut real world is
more complex than the lab
can we really use the lab estimateof and .
The paper: estimate time preferences with field data using a
two-stage Method of Simulated Moments (MSM) procedure structural estimation.
Objective: based on the estimates, which model (exponential orhyperbolic discounting) fit better?
-
8/12/2019 Time Preference & Inter temporal Choice
20/43
HE404 2009-2010 20
Laibson, Repetto and Tobacman 2010)
Data: wealth accumulation, credit card borrowing, income andconsumptionUS households (whose head has a high schooldegree only) 59% of population.
Stylized facts:
Low liquid wealth accumulation and substantial illiquidwealth.
Extensive credit card borrowing.
Consumption-income co-movementhigher income leadsto higher consumption, instead of saving.
Evidence seems to suggest that people face temptation to over-consume at present.
-
8/12/2019 Time Preference & Inter temporal Choice
21/43
HE404 2009-2010 21
Laibson, Repetto and Tobacman 2010) Other evidence:
76% of US households believe that they should besavingmore for retirement already out of these 6% report beingahead in their saving, while 55% report being behind.
Data:
-
8/12/2019 Time Preference & Inter temporal Choice
22/43
HE404 2009-2010 22
Laibson, Repetto and Tobacman 2010) Results:
estimated significantlybelow 1.
Reject =1 null hypothesis.
Specification tests rejectonly the exponential modelwealth accumulation
-
8/12/2019 Time Preference & Inter temporal Choice
23/43
HE404 2009-2010 23
Madrian and Shea 2001)Choi, Laibson, Madrian and Metrick 2004)
Self control problem (time inconsistency) in saving forretirement 401K Plan
What is 401K Plan?
Principal source of discretionary retirement savings in theUS.
Contributions taken out of each paycheck, and some firmsmatch employee contributions.
Contributions invested in mutual funds.
Penalties for early withdrawal.
Employees have a hard time carrying out the actions they saythey want to take.
From a survey, out of 100 employees, 68report saving toolittle, and 24out of 68 plan to raise401K contribution rate
in the next 2 months but only 3actually do so in the next4 months.
-
8/12/2019 Time Preference & Inter temporal Choice
24/43
HE404 2009-2010 24
Madrian and Shea 2001)Choi, Laibson, Madrian and Metrick 2004) Standard enrollment most companies require employees to
initiate 401K enrollment themselves (opt-in).
Welcome to the company. If you want to enroll in the 401Kcall this phone number. If you dont do anything, you will
not be enrolled in the 401K.
In contrastautomatic enrollment (opt-out).
Welcome to the company. If you dont do anything, you are
automatically enrolled in the 401K at 2% savings rate. Yourcontribution will go into a money market fund. Call thisphone number to opt out of enrollment or change yourinvestment allocations.
-
8/12/2019 Time Preference & Inter temporal Choice
25/43
-
8/12/2019 Time Preference & Inter temporal Choice
26/43
HE404 2009-2010 26
Madrian and Shea 2001)Choi, Laibson, Madrian and Metrick 2004) Employees enrolled under the automatic enrollment cluster at
the default contribution rate.
-
8/12/2019 Time Preference & Inter temporal Choice
27/43
Participants stay at the automatic enrollment defaults for a longtime.
HE404 2009-2010 27
Madrian and Shea 2001)Choi, Laibson, Madrian and Metrick 2004)
-
8/12/2019 Time Preference & Inter temporal Choice
28/43
HE404 2009-2010 28
Do workers like automatic enrollment?
In firms with standard 401K plans (no automaticenrollment), 2/3 of workers say that they should save more.
Opt-out rates under automatic enrollment are typically only
15% (opt-out rates rarely exceed 20%).
Under automatic enrollment employers report nocomplaints in 401K plans.
97% of employees in auto enrollment firms approve of auto
enrollment.
US government (Obamas administration) is about to adoptautomatic enrollment.
Madrian and Shea 2001)Choi, Laibson, Madrian and Metrick 2004)
-
8/12/2019 Time Preference & Inter temporal Choice
29/43
HE404 2009-2010 29
Intermezzo: Singapore
-
8/12/2019 Time Preference & Inter temporal Choice
30/43
HE404 2009-2010 30
Benartzi and Thaler (2007), Heuristics and Biases in RetirementSavings Behavior,Journal of Economic Perspectives.
Idea: although automatic enrollment is good at overcomingself-control problem and increasing participation, participants
tend to stick with default contribution rateloss aversion
maybe the reason
how to increase contribution? BT came up with Save More Tomorrow (SMarT) program.
SMarT invites participants to commit themselves, inadvance, to a series of contribution increases align with payrises up to a maximum allowable contribution.
With this take home pay does not go down andparticipants do not view the increase in contribution aslosses.
Benartzi and Thaler 2007)
-
8/12/2019 Time Preference & Inter temporal Choice
31/43
HE404 2009-2010 31
Benartzi and Thaler 2007) First implementation of SMarT was in a midsized manufacturing
firm in 1998.
Financial advisor was hired to advise employees on saving rateand advisor typically recommended a 5% increase.
Employees are free to accept or not to accept the advice theywere offered SMarT plan with 3% auto increases in saving rate ateach subsequent pay rise.
-
8/12/2019 Time Preference & Inter temporal Choice
32/43
HE404 2009-2010 32
Benartzi and Thaler 2007) Results:
-
8/12/2019 Time Preference & Inter temporal Choice
33/43
HE404 2009-2010 33
Addiction Is addiction rational? or is it a self control problem (time
inconsistent preferences)?
Standard economic models argue that addiction is rational(Becker and Murphy, 1988).
Addiction is a forward looking consumption plan andindividual is pursuing utility maximization.
Addiction=a causal effect of past consumption on currentconsumption.
The addict knows exactly the impact of addictive substance,but decides to consume more and more (hooked) because
this is the consumption pattern that max his/ herdiscounted utility.
Past (current) consumption lowers current (future) utility,but raises current (future) marginal utility.
-
8/12/2019 Time Preference & Inter temporal Choice
34/43
HE404 2009-2010 34
Addiction Standard economic models argue that addiction is rational
(Becker and Murphy, 1988).
Example: A smoker consuming one cigarette now willreduce his health (reducing his future utility), but willincrease his desire to smoke tomorrow (habit formation).
Being hooked on smoking = a rational choicecomparisonof the benefit of smoking to the total discounted costs(health damages, monetary costs, etc).
Policy implicationinfluence the costs and (or) benefits an increase in cigarette taxes in the future will induce
smokers to cut their smoking today
because future costsof addiction gone up.
So smoking (or more generally, addiction) = rational forwardlooking behavior??
-
8/12/2019 Time Preference & Inter temporal Choice
35/43
HE404 2009-2010 35
Addiction Testing the rational theory of addiction: Does cigarette
consumption at t respond to future prices at t+1?
Becker, Grossman, Murphy (American Economic Review,1994) showed that future price increase (or credibleannouncement of price increase) lower currentconsumption.
Gruber and Koszegi (Quarterly Journal of Economics, 2001)showed some support to forward looking argument, but
also the present of time inconsistency (present bias) cannot separate them.
Levy (2009), revisit Gruber and Koszegi (2001) and foundsome evidence of present bias.
Gruber and Mullainathan (2006) use happiness data smokers and those with high propensity to smoke were
happier after cigarette taxes are raised rational response.
-
8/12/2019 Time Preference & Inter temporal Choice
36/43
HE404 2009-2010 36
Addiction Alternative theorypresent bias/ time inconsistency/ self-
controlODonoghue and Rabin (1997).
People consume addictive substances despite expressingdesire to quit.
People put attention to much on immediate gratification.They may wish to quit tomorrow, but when tomorrow comesthe temptation for immediate gratification is too strong andwill end up not quitting.
People may either be; sophisticate (fully aware of selfcontrol problems) may or may not quit, or nave (haveincorrect beliefs about their future behavior).
Policy implication: provide commitment devices forexample, smoking payment to stop smoking (Karlan, et.Al. 2008).
-
8/12/2019 Time Preference & Inter temporal Choice
37/43
HE404 2009-2010 37
Addiction Another New Alternative theoryCue-Conditioned Cognitive
Process
Bernheim and Rangel (American Economic Review,2009).
Other theories fail to explain important aspects of addictivebehavior.
Cognitive mechanisms (attention and mistakes), which
determine how an individual thinks about a decision,determine behavior (and choice) entirely apart frompreferences.
Addicts often describe their choices as mistakesthis factcannot be described by the existing theories.
An individual may enter a hot cognitive mode choosesto consume irrespective of underlying preferences, and pastchoices (experience usage) increases the prob. of enteringthe hot state and making mistake.
-
8/12/2019 Time Preference & Inter temporal Choice
38/43
HE404 2009-2010 38
Addiction Another New Alternative theoryCue-Conditioned Cognitive
ProcessBernheim and Rangel (American Economic Review,2009).
Policy implications: advocate the use of:
Public advertising campaigns with horrifying imagesrelated to the abuse (blackened lungs, impaired brains,gruesome car wrecks, and so on).
Use selective legalization (i.e. limit sale at particulartime and place, use on prescription basis and can onlyget the stuffs the next day) allow addicts to self-regulate.
Encourage addicts to impose self-regulation i.e.gamblers voluntarily ban themselves.
Criminalization and Sin taxation may or may not beoptimal.
-
8/12/2019 Time Preference & Inter temporal Choice
39/43
HE404 2009-2010 39
Addiction: Gambling Gambling addiction policies to deal with it:
paternalism libertarian
banning andcriminalization
completelegalization
libertarian paternalism
gamblers setown liquiditylimit
gamblers allowedto self-imposedbanning
impose time limiton buying chips (e.g.before midnight)
entry fee forcitizens and PR.
sin taxationon gains
Others??
-
8/12/2019 Time Preference & Inter temporal Choice
40/43
HE404 2009-2010 40
How Do You Commit http://www.stickk.com
http://www.stickk.com/http://www.stickk.com/ -
8/12/2019 Time Preference & Inter temporal Choice
41/43
HE404 2009-2010 41
How Do You Commit CARES smoking cessation
-
8/12/2019 Time Preference & Inter temporal Choice
42/43
HE404 2009-2010 42
How Do You Commit?http://www.fastcompany.com/magazine/134/bundle-up.html
http://www.fastcompany.com/magazine/134/bundle-up.htmlhttp://www.fastcompany.com/magazine/134/bundle-up.htmlhttp://www.fastcompany.com/magazine/134/bundle-up.htmlhttp://www.fastcompany.com/magazine/134/bundle-up.html -
8/12/2019 Time Preference & Inter temporal Choice
43/43
HE404 2009-2010 43
Other Studies Della Vigna and Paserman (2008), job search.
Della Vigna and Malmendier (2006), gym membership.
Dufflo (2009), immunization.
Karlan and Zinman (2009), commitment to stop smoking.
Milkman, et.al. (2008), video rentals sequencing return.
Oster and Scott-Morton (2005), magazine subscription plan.
Sapienza and Zingales (2009), procrastination and timeinconsistency.
Thornton (2005), HIV testing.
Troppe and Fischbach (2000), commitment to medical adherence.
Wertenbroch (1998), individual packaging.