need help with this question:
A classmate asks, generally, when it is ok to use OLS estimates
and when you need to worry about identification. What can you tell
them?

Answers

Answer 1

Answer:

The independent variables are exogenous, i.e. they are not caused by the variables.

The independent variables are not related to each other.

Error follows a normal distribution with constant variance.

Explanation:

The OLS estimator can generally be used when the following conditions are met:

- The independent variables are exogenous, i.e. they are not caused by the variables.

-The independent variables are not related to each other.

-Error follows a normal distribution with constant variance.

If any of these conditions is false, you may be concerned about identification. Discrimination refers to the ability to predict the outcome of independent variables.

If the independent variable is not exogenous, it may be associated with time error, which can distort the estimate. If the independent variables are related, the OLS estimator will be one, that is, the coefficients are not unique. If the error is not normally distributed, the OLS estimator will not work well.

There are many things you can do to fix authentication issues. One is to add more controls to the model.

This will help reduce the association between individual variables and time errors. Another is to use a different estimation method, such as measured variance or two-stage least squares.

If you are unsure whether there is a validation issue, it is best to see a validation professional.

Here are some tips for using the OLS estimation:

- Use packages that provide tests for OLS regression. Note the limitations of the OLS regression, such as its sensitivity to outliers and its inability to manage nonlinear relationships.

- Use OLS regression as a starting point for your analysis, but be willing to consider other methods if the assumptions of OLS regression are not met or the outcome needs to be estimated.


Related Questions

Sandel has explored three approaches to justice, first introduced in Chapter One. What are they? Briefly explain each one. In terms of the three approaches to justice, how would you characterize Sandel’s view and why?

Answers

Sandel explores utilitarianism, libertarianism, and egalitarianism as three approaches to justice, but his view transcends these individual perspectives, advocating for a more nuanced and inclusive approach to justice.

The Three Approaches To Justice

In his book "Justice: What's the Right Thing to Do?", Michael J. Sandel explores three approaches to justice.

These approaches are:

1. Utilitarianism: Utilitarianism is an ethical theory that focuses on maximizing overall happiness or well-being for the greatest number of people.

According to this approach, an action or policy is just if it produces the greatest amount of happiness or utility for the greatest number of individuals, regardless of the means used to achieve it.

Utilitarianism places emphasis on the consequences of actions rather than on inherent rights or principles.

2. Libertarian-ism: Libertarian-ism emphasizes individual rights, liberty, and minimal government intervention.

According to this approach, justice is achieved when individuals are free to pursue their own interests and exercise their rights without interference.

Libertarian-ism places a high value on personal freedom and the free market, advocating for limited government involvement in economic and social affairs.

3. Egalitarianism: Egalitarianism focuses on equality and fairness, particularly in the distribution of resources and opportunities.

This approach argues that justice is achieved when everyone has equal access to basic goods and opportunities, regardless of individual differences or outcomes.

Egalitarianism often calls for re-distributive measures to reduce inequalities and ensure a more equitable society.

Regarding Sandel's view on these approaches to justice, he criticizes the exclusive reliance on any single approach and argues for a more nuanced understanding of justice.

Sandel believes that none of these approaches in isolation can fully capture the complexity and moral dilemmas involved in making just decisions.

He suggests that justice requires a more robust public discourse that incorporates a variety of moral and ethical considerations, including but not limited to utilitarian, libertarian, and egalitarian perspectives.

Sandel encourages a deeper examination of the underlying values and principles that shape our understanding of justice, and he calls for more thoughtful and inclusive deliberation in the public sphere.

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Why is the last step of adaptation planning about evaluation? What
should it include, and why is this step necessary?

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The last step of adaptation planning is about evaluation. It is so because it is important to evaluate the results of any plan that has been implemented to understand its effectiveness.

It can help determine the areas where it is successful and where improvements are needed. Adaptation planning evaluation should include the following components:

Review of the goals and objectives of the plan-Review of the strategies used in the plan.

Evaluation of the results, including the success and effectiveness of the plan

Evaluation of the costs of implementing the plan, including any financial, social, or environmental impacts. The process of evaluating the plan will help planners improve their approach for future plans. It is important to note that adaptation planning is an ongoing process, and it is important to update the plan and evaluate its effectiveness regularly. The ultimate goal of adaptation planning is to ensure that communities, organizations, and governments are prepared for the changes that are happening and will continue to happen in the future.

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why
wasnt walmart able to be successful in germany, write a 1 page
response discussing about it.

Answers

Walmart could not compete with established brands, adapt to cultural differences, comply with employment laws, and avoid legal hurdles.

Walmart could not establish a stronghold in the German market. Here are some of the reasons why Walmart failed to be successful in Germany:  

High competition: Germany had a highly competitive market. The retail industry was already saturated with discount chains and supermarkets, which meant that Walmart had a lot of competition. The company could not compete with the existing brands due to their higher quality and product line.  Cultural differences: Walmart had an issue with cultural differences in Germany. The Germans have a different shopping culture compared to Americans. For instance, most Germans prefer to shop in small stores rather than large stores, as Walmart has. Germans also expect a high level of service, which Walmart was unable to provide. Labor unions: The retail industry in Germany was unionized, which meant that retailers had to comply with strict employment laws. Walmart was not able to adapt to the regulations, which resulted in labor disputes and high operating costs.  Legal hurdles: Walmart faced legal challenges in Germany. German authorities were suspicious of Walmart's business practices, and this led to investigations into the company's affairs. These investigations resulted in fines and loss of credibility, which made it harder for Walmart to establish itself in the German market.

In conclusion, Walmart faced numerous obstacles in the German market. The company failed to establish a stronghold in Germany, and this contributed to its decision to leave the market in 2006.

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Grafting, the uniting of the stem of one plant with the stem or root of another, is widely used commercially to grow the stem of one variety that produces fine fruit on the root system of another variety with a hardy root system. For example, most sweet oranges grow on trees grafted to the root of a sour orange variety. Suppose each graft falls independently with probability 0.30. Five grafts are scheduled to be performed next week Let X denote the number of grafts that will fail next week. A. What is the written form of the distribution of the random variable X including its parameters? B. Write the formula for the PMF of X. C. Give the expected value and variance of X. D. Suppose that the cost of each falled graft is nine dollars. Find - The probability that the cost from failed grafts will exceed twenty dollars. - The expected value and the variance of the cost from failed grafts.

Answers

A. The distribution of the random variable X is a binomial distribution with parameters n = 5 (number of trials) and p = 0.30 (probability of failure).

B. The formula for the probability mass function (PMF) of X is given by P(X = k) = C(n, k) * p^k * (1 - p)^(n - k), where C(n, k) is the binomial coefficient, k is the number of failures, n is the number of trials, and p is the probability of failure.

C. The expected value of X is E(X) = n * p = 5 * 0.30 = 1.5, and the variance of X is Var(X) = n * p * (1 - p) = 5 * 0.30 * 0.70 = 1.05.

D. The probability that the cost from failed grafts will exceed twenty dollars can be calculated based on the probability distribution of X. The expected value and variance of the cost from failed grafts can be obtained by multiplying the number of failed grafts (X) by the cost per failed graft ($9) and using the properties of expected value and variance.

Grafting is a common technique used in commercial horticulture to combine the desirable characteristics of different plant varieties. In this scenario, the grafting process involves joining the stem of one plant with the stem or root of another. The purpose is to grow a stem that produces high-quality fruit on the root system of a hardy variety. The question asks us to analyze the probability of graft failure and calculate various related measures.

The distribution of the random variable X, representing the number of failed grafts, follows a binomial distribution. This distribution is appropriate because each graft has an independent probability of failure, which is given as 0.30. The parameters for the binomial distribution are n = 5 (number of grafts scheduled for next week) and p = 0.30 (probability of failure for each graft).

The PMF of X, denoted as P(X = k), provides the probability of having exactly k failed grafts out of the five scheduled grafts. It can be calculated using the formula P(X = k) = C(n, k) * p^k * (1 - p)^(n - k), where C(n, k) represents the binomial coefficient.

The expected value of X, denoted as E(X), indicates the average number of failed grafts we can expect. It is obtained by multiplying the number of trials (n) by the probability of failure (p), yielding E(X) = n * p = 5 * 0.30 = 1.5. The variance of X, denoted as Var(X), measures the dispersion or spread of the distribution and is calculated as Var(X) = n * p * (1 - p) = 5 * 0.30 * 0.70 = 1.05.

To determine the probability that the cost from failed grafts will exceed twenty dollars, we need to consider the cost per failed graft, which is given as $9. We can multiply the number of failed grafts (X) by the cost per graft and compare it to the threshold of $20.

The expected value and variance of the cost from failed grafts can be obtained by multiplying the number of failed grafts (X) by the cost per failed graft ($9) and using the properties of expected value and variance.

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Because of the nature of Jules Bronson's crimes, Dr. Barter recommended that he be incarcerated for 10 years with no chance of parole or probation.



Question options:True / False

Answers

The given statement "Because of the nature of Jules Bronson's crimes, Dr. Barter recommended that he be incarcerated for 10 years with no chance of parole or probation." is False because Dr. Barter did not recommend that Jules Bronson be incarcerated for 10 years with no chance of parole or probation.

When determining the length of incarceration and the availability of parole or probation, several factors are typically taken into consideration, including the severity of the crimes committed, the individual's criminal history, the potential for rehabilitation, and the overall circumstances surrounding the case. It is a complex process involving legal professionals, judges, and sometimes juries.

The recommendation for a specific sentence and the availability of parole or probation would depend on various factors specific to the case and would be decided by the legal system. Typically, in cases where the crimes are severe or heinous, longer sentences without parole or probation may be considered. However, it is essential to follow due process and ensure that the accused receives a fair trial and the opportunity for rehabilitation if possible.

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A critique of the following qualitative research design (200-word min): Case Study,Grounded Theory,EthnographyNarrative Design.Also, comparison and contrast of the value of these designs.

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In qualitative research, there are various designs that researchers can utilize to collect and analyze data. Some of these qualitative research designs include case study, grounded theory, ethnography, and narrative design.

Here is a critique of each of these designs: Case StudyA case study is an in-depth analysis of a specific individual, group, or situation. This research design is ideal for exploring new topics or phenomena, and it can provide rich and detailed data that can be used for future research. However, a case study can be biased since it is based on a single participant or event.

Grounded theory is a research design that aims to develop a theory based on data that has been systematically collected and analyzed. This approach allows researchers to identify patterns and themes that emerge from the data. The grounded theory is flexible and can be used in different settings. However, the research process can be time-consuming since it requires a considerable amount of data collection and analysis.EthnographyEthnography is a research design that aims to understand a particular culture or social group. Ethnography requires researchers to immerse themselves in the culture or social group they are studying. This research design is suitable for studying complex social phenomena and can provide detailed insights into the social practices and beliefs of a particular group. However, the research process can be challenging since it requires extensive fieldwork and can be time-consuming.

Narrative DesignNarrative design is a research design that collects and analyzes stories or narratives. This design is ideal for exploring personal experiences and can provide rich and detailed data. Narrative design is flexible and can be used in different settings. However, the research process can be challenging since the researcher needs to establish a relationship with the participant to collect their stories.The value of these designs is that they provide researchers with different approaches to collecting and analyzing data.

Case study is useful for exploring new phenomena, while grounded theory is ideal for developing new theories. Ethnography is useful for understanding cultures or social groups, while narrative design is ideal for exploring personal experiences. However, the main disadvantage of these designs is that they can be biased and require extensive data collection and analysis.

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The fund earns interest at an annual effective rate of 4% during the first six years and at an annual effective rate of 5% thereafter. Calculate the annual effective yield rate earned over the investment period ending at the end of the tenth year. Wo determined that f(y 1,y 2)={ 6(1y 2),0,0y 1y 21,elsewhere, is a valid joint probability density function. It han marginal density functioni f 1(y 1)=3(1+y 1) 2, where 0y 11, and f 2(y 2)=6y 2(1y 2), where 0y 21. (a) Find E(Y 1) and E(Y 2) E(Y 1)=E(Y 2)=(b) Find v(r 1) and V(Y 2). v(y 1)=v(y 2)=(c) Find E(y 16Y 2)