Modest changes in the model specification

Assignment Help Econometrics
Reference no: EM13857086

Report the data analysis including statistical results and their discussion. Review the list of variables, codes, and descriptions and make any revisions needed for the estimated models.

Assess the quality of the statistical fit and clearly explain econometric problems addressed, the empirical findings, hypothesis test conclusions, and implications.

Explain any alternative models estimated and how any economically important results differed (3-6 double spaced pages).

Provide tables of summary statistics, appropriate scatter plots of the dependent variable against independent variables, and statistical results. Helpful suggestions for reporting statistical results and dealing with econometric problems:

• Place each results table right after the paragraph where it is first mentioned in the text. Include explanatory or transitional sentences before the table. Give each table a number and title.

• Don't simply copy STATA tables into the research report. Format each table. For statistical estimate tables, include the variable code, parameter estimate, standard error, and either the t-statistic or p-value for each estimated parameter. Also include R2, adjusted R2, and number of observations. See the table below for an example of how to report statistical results.

• Unless most of the estimated parameters are statistically significant, compute variance inflation factors to see if you have high multicollinearity. If any of the VIFs > 10, remove the variable with the highest VIF unless it is needed for theoretical consistency or your research objectives. Consider aggregating variables that are highly collinear but theoretically expected to be important (email the instructor for the procedure to do this if needed). Re-estimate the equation and then compute variance inflation factors again to see if they remain a problem. Repeat if needed until all VIFs are less than 10, or explain why the objectives of the research prevented that. Include the VIF tables either in the body of the report or the Statistical Estimation Appendix.

• If you are using cross-sectional data, test for heteroskedasticity. If it's a problem, compute robust standard errors.

• If you are using time-series data, test for autocorrelation. If it's a problem, estimate an AR(1) model. If you need guidance, see STATA - Helpful Hints or contact the TA.

• Do these tests and correct as needed before discussing your results. Then provide both statistical and economic interpretation of the results. Contrast them to prior literature.

Be thorough.

• If the R2 for the estimated model is very low, your model is likely misspecified which means your parameter estimates could be biased because the model omits some important independent variables or the variables are incorrectly specified. Consider other potentially relevant variables or specifications that are at least equally plausible and see if necessary data can be obtained.

• Specify and estimate some alternative (equally reasonable) models to determine whether your results are sensitive to modest changes in the model specification. Provide statistical and economic interpretation of the sensitivity of the results to the alternative model specifications after testing and adjusting for any violations of the standard statistical assumptions. 

• Despite your best efforts, you may still get "unsatisfying results" in the sense they aren't very explanatory or are not what you expected. However, "unsatisfying results" are results. If your research turns up unexpected, insignificant, or generally "unpleasing" results, this is what you report. Your job is to be an objective, competent researcher who clearly presents the results of your research, even if they are not consistent with the theory you used to build your model. However, before doing so, consider whether you might have missed something important in the way you specified the model or used the data and explore some alternative reasonable specifications and tests. Discuss the possibilities in this assignment and examine them.

Attachment:- Ecom.zip

Reference no: EM13857086

Questions Cloud

Perform a detailed mens health history : Perform a detailed mens health history on a family member, friend, or colleague. Document your findings and present this to your fellow classmates in the SOAP note.
Convert diagram into industrial ladder diagram format : Convert this diagram into industrial ladder diagram format (retain alldevices). Convert the diagram of FIGURE into a suitable PLC ladderdiagram having the simplest form.
How can technology change effect the productivity of labour : How can Technology change effect the productivity of labour?
Compare number of operations required for original single : Compare the number of operations required for the original single-rate FIR implementation from Q1 and the polyphase downsampling/upsampling implementation in this question.
Modest changes in the model specification : Explain any alternative models estimated and how any economically important results differed - Determine whether your results are sensitive to modest changes in the model specification.
What is olfactory-based warning system and how does it work : What is an olfactory-based warning system and how does it work? And, when and why might an olfactory-based warning system be superior to visual or auditory warning systems for alerting humans to potential danger?
Discuss design principles to consider in designing displays : Discuss some of the design principles to consider in designing auditory displays.
A board of directors has formal governance responsibilities : a board of directors has formal governance responsibilities
Identify the critical path for your project : In a paper that is a minimum of 2 pages long, identify the Critical Path for your project. Using the WBS and the Gantt chart you constructed for this project analyze how much long will you need to start planning in advance of your event in order t..

Reviews

Write a Review

Econometrics Questions & Answers

  How many bricks should the firm produce today

Yesterday, a perfectly competitive producer of construction bricks manufactured and sold 10,000 bricks per week at a market price that was just equal to the minimum average variable cost of producing each brick. Today, all the firm's costs are the..

  Identify equilibrium price and compute equilibrium quantity

Assume that the production and distribution technology for all the new rms is the same as SIT press i.e., each firm bear a cost of $2 for each copy. Identify the equilibrium price and compute the equilibrium quantity

  What are the producer and consumer surplus

There are too many fixed gear bikes in Hipsterland and city leaders are looking for ways to reduce the quantity. They are considering policies which would reduce the number of fixed gear bikes. The demand and supply curves for fixed gear bikes in H..

  What education path maximizes petes net present value

Peter lives for three periods. He is currently considering three alternative education work options. He can start working immediately, earning $100,000 in period 1, $110,000 in period 2 (as his work experience leads to higher productivity)

  Determine the decision variables

A and 20 milligrams of vitamin B while minimizing cost. An ounce of oats contributes 8.5 milligrams of vitamin A and 1.2 milligram of vitamin B, whereas an ounce of rice contributes 6.4 milligrams of A and 2.2 milligrams of B. An ounce of oats cos..

  Determine the rate of return to the accuracy

How much would you need to invest at 6% interest compounded quarterly on January 1, 2014 in order to accumulate $10,000 by December 31, 2016 2-Given cash flows for an investment of $5,800 at time "0", determine the rate of return to the accuracy of ..

  Explain how to eliminate the inflationary gap

Income is currently 600,000 unemployment is 5 percent, and there are signs of coming inflation. You rely on ur research assistant for specific numbers. He tells you that potential income is 564,000 and the mpe is .5. a)The government wants to elim..

  Determine what interest rate should be select

A friend was left $50,000 by his uncle. He has decided to put it into a saving account for the next year or so. He finds there are varying interest rates at savings institution: 4.375 % compounded annually, 4.25% compounded quarterly, and 4.125% co..

  Find the labor supply function is upward-slopping

consider the maximization problem u(c,l) subject to pc + wl = wT + Y, where c is consumption, l is leisure time, T is total time endowment, and Y is non-wage income. prove that if leisure is an inferior good then the labor supply function is upwar..

  What is the opportunity cost for maria to cut logs

maria and emmanuel need to cut logs for shelter or gather food to stay alive per day. maria produces 10 cut logs of shelter and 10 baskets of food. emmanuel produces 5 cut logs of shelter and 8 baskets of food. a) what is the opportunity cost for m..

  What will be the slope of the is curve

1) what is equilibrium GDP 2) what is the marginal propensity to save out of disposable income 3) what is the average propensity to consume out of disposable income (at equilibrium GDP) 4) what is the value of the expenditure multiplier

  How would modify the model to capture the effect

How would you modify the model to capture this effect. How would you test the null hypothesis that the value of β2(effect of X2) is constant against the alternative hypothesis that the value of β2(effect of X2) increased when X1 increased.

Free Assignment Quote

Assured A++ Grade

Get guaranteed satisfaction & time on delivery in every assignment order you paid with us! We ensure premium quality solution document along with free turntin report!

All rights reserved! Copyrights ©2019-2020 ExpertsMind IT Educational Pvt Ltd