Problem Set #4: RISK TAKING, INSURANCE MARKETS and IMPACT
EVALUATION
Cristina, Oscar
and Javier are maize farmers in the village of Girasol. They each have zero wealth (W=0), so their
consumption is equal to the income they earn from their economic activity. Each of them must choose one (and only one)
of the following three activities:
·
Activity
1: Full time farming with hybrid maize: Hybrid maize has two important characteristics. First, it is labor intensive. To get the full benefit of hybrid maize, a farmer
should work full time (7 days per week) on their farm. Second, hybrid maize is risky, because it is
vulnerable to a combination of weather and pests. If a farmer works full time, she has a 50%
probability of having a GOOD harvest and earning income of $280 and a 50% chance
of having a BAD harvest and earning only $40.
·
Activity
2: Full time farming with traditional maize. Traditional maize varieties are also labor
intensive, however traditional maize is very well adapted to local weather
conditions and thus has no risk. If a
farmer works full time she will earns $140 with certainty.
·
Activity
3: Part-time farming with hybrid maize: In this third
activity, the farmer plants hybrid maize and works Monday through Thursday on
her farm managing the hybrid maize, and she works Friday through Sunday as a
construction worker in a nearby city.
Since she is not able to work full-time on the farm, it is more likely
that she suffers damages from pests or bad weather. Specifically, the probability of having a
GOOD maize harvest and earning $280 drops to 25%, while the probability of
having a BAD harvest and earning only $40 increases to 75%. The individualalso earns $40 with certainty as a construction worker (i.e., she
earns $40 in addition to her farm income under both a GOOD and a BAD harvest).
1.
What
is the expected value of consumption for each activity (3 points)?
Activity 1:
Activity 2:
Activity 3:
2.
Cristina,
Oscar and Javier view risk differently.
This is reflected in the differences in their utility functions, which
are listed below. Using those utility
functions, compute the certainty equivalent (CE), the risk premium (RP) and
expected utility (EU) associated with each of the three activities for each
individual. Report your answers in Table
1 below (9 points).
·
Cristina: .0/msohtmlclip1/01/clip_image002.png”>
·
Oscar: .0/msohtmlclip1/01/clip_image004.png”>
·
Javier: .0/msohtmlclip1/01/clip_image006.png”>
Table 1.
Certainty Equivalent, Risk Premium and Expected Utility for 3 Activities
Activity 1
Activity 2
Activity 3
EU Cristina
CE Cristina
RP Cristina
EU Oscar
CE Oscar
RP Oscar
EU Javier
CE Javier
RP Javier
3.
Which
activity will be chosen by each individual (3 points)?
Cristina chooses:
Oscar chooses:
Javier chooses:
4.
Which
type of risk preferences describe each individual (3 points)? (Risk Neutral,
Risk Averse, or Risk Loving?)
Cristina is:
Oscar is:
Javier is:
5.
Assume
that the three farmers start with the same level of wealth. In this environment would you expect wealth inequality
to remain the same, increase or decrease over time? Explain your answer (2 points).
The government is
interested in supporting higher adoption rates of hybrid maize and asks Yaxi,
the CEO of âTake a Chen-ce on Meâ Insurance Company to offer crop insurance to
hybrid maize farmers. Yaxi conducts a market analysis and decides to offer
conventional crop insurance contracts tofull time hybrid maize farmers (Activity 1). She is not interested in offering insurance
to part-time hybrid maize farmers. The
contracts are straightforward. At the
beginning of the season, farmers pay a premium of $120. At the end of the season, Yaxi pays farmers
an indemnity payment of $240 if the farmer had a BAD harvest. If the farmer had a GOOD harvest, Yaxi doesnât
pay the farmer anything. For questions 6-10,
assume that Yaxi has perfect information about the farmerâs activity
choice. In other words, if a farmer buys
her insurance, Yaxi is able to enforce a contract that requires the farmer to
choose full-time hybrid maize farming.
6.
What
is the expected value of Yaxiâs profit from an insurance contract? (Yaxiâs profit is just the premium she
collects from the farmer minus the indemnity payment she makes to the farmer) (2
points).
7.
What
is the expected value of consumption for an individual who chooses full-time hybrid
maize farming (Activity 1) with Yaxiâs insurance contract (3 points)?
8.
What
is the expected utility associated with full-time hybrid maize farming with an
insurance contract for each individual (3 points)?
9.
Now
assume that each individual can choose between the four available activities:
Activity 1 with Insurance, Activity 1 without Insurance, Activity 2, and
Activity 3. Which activity will each individual choose (3 points)?
·
Cristina
·
Oscar
·
Javier
10. In this environment of perfect information
based insurance, would you expect wealth inequality to remain the same,
increase or decrease over time? Explain
your answer. Compare your answer here
to your answer to question 5 (3 points).
Now letâs make a
more realistic assumption about information.
Assume that Yaxican observe whether a farmer plants
hybrid maize, but shecannot observe how much time the
farmer spends working on her fields. This means that a farmer who plants hybrid
maize may purchase the insurance contract and then choose to either farm full
time or farm part time. An individual
who plants traditional maize cannot purchase an insurance contract.
11. Which activity will be chosen by each
individual now (3 points)? (Activity 1 with Insurance, Activity 1 without
Insurance, Activity 2, Activity 3 with Insurance, or Activity 3 without
Insurance)
12. What is Yaxi expected profit? Will she be willing to offer the insurance
contract (3 points)? Why or why not? (what type of problem does Yaxi face)?
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Maize holds a special place in the lives of
many Mozambicans. However, it is concerning how low agricultural yields are for
maize producers in the drought-prone Manica province where a lot of farmers
practice subsistence farming. To address this problem, a project to increase
agricultural production and raise farm productivity was designed by a group of
UC Davis students. The project consisted of providing a new variety of a
drought tolerant maize seed to a random sample of farmers located in Manica,
which was specifically targeted because it is drought prone.
To evaluate the impact of this program, the
students want to estimate the causal impact of the drought tolerant maize
variety on agricultural yields denotedY.
First, they drew a random sample of 1,000 households that received the drought
tolerant maize seed in Manica to serve as the treated group (D=1). At the same time, they drew another
random sample of 1,000 households in the neighboring Sofala province who were
not part of the program to serve as the control group (D=0). Via surveys, the students observedYfor both groups in tons per hectare.
The students used these measures ofYto estimate the Average Treatment
Effect of the program by subtracting the average yield of the 1,000 households in
Sofala from the average yield of the 1,000 households in Manica.
13. At this point, the students reach out to
you to ask for your guidance. Help the team understand Selection Bias by:
a. Providing an equation that defines
Selection Bias using notation from the Potential Outcome Framework that we
developed in class (4 points).
b. Writing a sentence that defines the two
main terms in your equation (4 points).
c. Giving a careful and clear, but brief
explanation of when selection bias would exist (i.e., when it would not be
equal to zero) (4 points).
14. Without any further information, do you
expect selection bias in the studentsâ estimate of the Average Treatment Effect
to be zero, negative or positive?
Explain your answer (4 points).
For the rest of
this question, use the table below. These average yields measured in tons of
maize per hectare presume that you know all the counterfactual values of this
outcome variable (e.g., you know.0/msohtmlclip1/01/clip_image010.png”>,
which is what the average yield for drought tolerant maizewould have been for those who did not adopt drought tolerant maize)
Table 1
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5.2
1.4
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5.5
2.5
15. Which of the numbers in the table above can
be measured by the researchers based on their survey data (2 points)?
16. Based on this table, what is the studentsâ estimate
of the Average Treatment Effect (4 points)?
17. How large is the selection bias (provide a
number) (4 points)?
What is the true
causal impact of the program onY?
(i.e., what is the true Average Treatment Effect?) (4