CLICK HERE to download a
zipped file with all the data files,
programs and output listed below.
DATA: We
thank the authors of the papers listed in the table below for
making their data available for empirical illustrations.
STATA: Stata was used
for most of the book and the programs reproduce virtually all of
the book.
Some Stata programs require user-written addons:
fmm for finite mixture models (chapter 4, 6, 11)
countfit for
predicted probabilities (chapter 3, 5, 7)
mtreatreg for
multiple treatment models (Chapter 10).
rcal, simex, qvf and cme for measurement error
(Chapter 13).
R: R was used for the
nonparametric and semiparametric analysis of chapter 11.
A fairly detailed R program is also given for chapter 3 (basic
Poisson and negative binomial regression).
Short R programs to read in data and estimate by Poisson are given
for the other chapters.
These usually do not give exactly
the same numerical results as the Stata code. e.g.
robust standard errors are calculated differently.
The R programs use packages
foreign to read
in a Stata dataset
sandwich for
robust sandwich standard errors
boot for bootstrap
standard errors
MASS for negative
binomial (NB2) regression
gamlss for
negative binomial (NB1 and NB2) regression
pscl for
predicted probabilities from Poisson and NB2 regression
flexmix for finite
mixtures of Poisson
np for
nonparametric and semiparametric estimation
Chapter |
Topic |
STATA Program& Output |
R Program &Output |
Data Source |
Data |
1 |
Introduction |
racd01.do racd01.txt |
See chapters 3 and 6 |
racd03data.dta racd06data2rectrips.dta racd06data3fertility.dta |
|
2 |
Model Specification and
Estimation |
No program |
|||
3 |
Basic Count Regression |
racd03.do racd03.txt |
racd03.R racd03.Rout |
A.C. Cameron and P.K. Trivedi (1986),
"Econometric Models Based on Count Data: Comparisons and Applications of Some Estimators and Tests," Journal of Applied Econometrics, 1, 29-54. |
racd03data.dta |
4 |
Generalized Count Regression |
racd04.do racd04.txt |
racd04.R racd04.Rout |
See chapter 9 |
racd09data.dta |
5 |
Model Evaluation and Testing |
racd05.do racd05.txt |
racd05.R racd05.Rout |
Sanjiv Jaggia and Satish Thosar (1993),
"Multiple Bids as a Consequence of Target Management
Resistance," Review of Quantitative Finance and Accounting,
447-457. |
racd05data.dta |
6.1 |
Introduction: 4 different counts | racd06p0.do racd06p0.txt |
See chapter 6.3, 6.4, 6.5 for
the data |
See 6.3, 6.4, 6.5 | |
6.3 |
Illustration: Health Services |
racd06p1.do racd06p1.txt |
racd06p1.R racd06p1.Rout |
P. Deb and P.K. Trivedi (1997), "Demand for
Medical Care by the Elderly: A Finite Mixture Approach,"
Journal of Applied Econometrics, 12, 313-326. |
racd06data1healthcare.dta |
6.4 |
Illustration: Recreational Trips |
racd06p2.do racd06p2.txt |
racd06p2.R racd06p2.Rout |
C. Sellar, J.R. Stoll and J.P. Chavas (1985),
"Validation of Empirical Measures of Welfare Change: A
Comparison of nonmarket Techniques," Land Economics, 61,
156-175. |
racd06data2rectrips.dta |
6.5 |
Illustration: Fertility |
racd06p3.do racd06p3.txt |
racd06p3.R racd06p3.Rout |
racd06data3fertilityswiss.dta racd06data4fertilitybritish.dta |
|
6.6 |
Illustration: Simulation |
racd06p4.do racd06p4.txt |
|
No dataset - the data are
generated |
|
7 |
Time Series Data |
racd07.do racd07.txt |
racd07.R racd07.Rout |
J. Kennan, "The Duration of Contract strikes
in U.S. Manufacturing," Journal of Econometrics, 1985, 28,
5-28. R.C. Jung, R. Liesenfeld and J.-F. Richard (2011), "Dynamic Factor Models for Multivariate Count Data: An Application to Stock-Market Trading Activity," Journal of Business and Economic Statistics, 29, 73-85. |
racd07data1strikes.dta racd07data2stocktrades.dta |
8 |
Multivariate Data |
racd08.do racd08.txt |
see racd06p1.R |
See chapter 6.3 |
racd06data1healthcare.dta |
9 |
Longitudinal Data |
racd09.do racd09.txt |
racd09.R racd09.Rout |
B.H. Hall, Z. Griliches and J.A. Hausman
(1986), "Patents and R&D: Is There a Lag?",
International Economic Review, 27, 265-283. |
racd09data.dta |
10 |
Nonrandom Samples and
Heterogeneity |
racd10.do racd10.txt |
racd10.R racd10.Rout |
P. Deb and P.K. Trivedi (2006),
"Specification and simulated likelihood estimation of a
nonnormal treatment-outcome model with selection:
application to health care utilization," Econometrics
Journal, 9, 307-331. |
racd10data.dta |
11 |
Flexible Methods For Counts |
racd11.do racd11.txt |
racd11.R racd11.Rout |
See chapter 9. |
racd09data.dta |
12 |
Bayesian Methods |
racd12.do racd12.txt |
No dataset - the data are generated. |
||
13 |
Measurement Errors | racd13.do racd13.txt |
No dataset - the data are generated. |