<< Chapter < Page Chapter >> Page >

. recode hsat (0/2 = 0) (3/5 = 1) (6/8 = 2) (9 = 3) (10 = 4), generate(hsatnew)

Figure 7 shows the histogram of the new variable.

The collapsed distribution of health status responses.
The collapsed distribution of health status responses.

  1. Create a table of summary statistics for (1) health status, (2) age, (3) household income, (4) years of education, (5) marital status, and (6) number of children by year and sex. (You might want to use the command .bysort year female, list of variables ).
  2. Estimate an ordered probit regression for 1988 for health status (the new variable) using age, income, education, married, and kids as the explanatory variables. Here you might want to used the command: .oprobit hsatnew age hninc educ married hhkids if year==1988 .
  3. Use the predict newvariable, xb command to calculate the predicted mean values for each individual for the 1988 observations. Compare this histogram to one using the 1988 regression parameters to estimate xb for all years.
  4. Estimate the ordered probit model for all of the years in the sample and put the results into a table like Table 11 . (Here you might want to make use of the command: .bysort year: oprobit hsatnew varlist)
t-ratios are in parentheses.
Sample table for part (d) of exercise 1.
Variable 1984 1985 1986 1987 1988 1991 1994
age
income
education
married
kids
_cut1
_cut2
_cut3
_cut4
Observations
LR χ 2 (5)
Prob>χ 2
Log likelihood
Pseudo-R 2

References

Amemiya, T. (1985). Advanced Econometrics (Cambridge, MA: Harvard University Press).

Bourguignon, François, Martin Fournier, and Marc Gurgand (2007). Selection bias corrections based on the multinomial logit model: Monte Carlo comparisons. Journal of Economic Surveys 21 (1): 174-205.

Butler, J. S., T. Aldrich Finegan, and John J. Siegfried (1998). Does more calculus improve student learning in intermediate micro- and macroeconomic theory?" Journal of Applied Econometrics 13 (2): 185-202.

Chiburis, Richard and Michael Lokshin (2007). Maximum likelihood and two–step estimation of an ordered–probit selection model. The Stata Journal 7 (2): 167-182.

Dahl, Gordon B. (2002). Mobility and the returns to education: testing a roy model with multiple markets. Econometrica 70 (6): 2367–2420.

Dubin, Jeffrey A. and Daniel L. McFadden (1984). An econometric analysis of residential electric appliance holdings and consumption. Econometrica 52 (2): 345–362.

Greene, William H. (1990). Econometric Analysis (New York: Macmillan Publishing Company).

Heckman, James J. (1979). Sample selection bias as a specification error. Econometrica 47 (1): 153–161.

Jimenez, Emmanuel and Bernardo Kugler (1987). The earnings impact of training duration in a developing country an ordered probit selection model of Colombia's Servicio Nacional de Aprendizaje (SENA). Journal of Human Resources 22 (2): 230-233.

Lee, Lung-Fei (1983). Generalized econometric models with selectivity. Econometrica 51 (2): 507–512.

Maddala, G. S. (1983). Limited-Dependent and Qualitative Variables in Econometrics (Cambridge: Cambridge University Press).

Main, B. and B. Reilly (1993). The employer size-wage gap: Evidence for Britain. Economica 60 : 125–142.

McFadden, Daniel L. (1973). Conditional logit analysis of qualitative choice behavior. In P. Zarembka (ed.) Frontiers in Econometrics (New York: Academic Press).

Newey, W. K. and Daniel L. McFadden (1994). Large sample estimation and hypothesis testing. In R. F. Engle and Daniel L. McFadden (eds.) Handbook of Econometrics, vol. IV (Amsterdam: North Holland).

Riphahn, Regina T., Achim Wambach, and Andreas Million (2003). Incentive effects in the demand for health care: a bivariate panel count data estimation. Journal of Applied Econometrics 18 (4): 387-405

Schmertmann, Carl P. (1994). Selectivity bias correction methods in polychotomous sample selection models. Journal of Econometrics 60 (1): 101–132.

Vella, Francis (1998). Estimating models with sample selection bias. The Journal of Human Resources 33 (1): 127-169.

Get Jobilize Job Search Mobile App in your pocket Now!

Get it on Google Play Download on the App Store Now




Source:  OpenStax, Econometrics for honors students. OpenStax CNX. Jul 20, 2010 Download for free at http://cnx.org/content/col11208/1.2
Google Play and the Google Play logo are trademarks of Google Inc.

Notification Switch

Would you like to follow the 'Econometrics for honors students' conversation and receive update notifications?

Ask