Description Usage Format Source Examples
The USMeatConsump
data set contains quarterly retail prices
and consumption quantities for four meat product categories:
beef, pork, chicken, and turkey.
The data period ranges from the first quarter of 1975
to the third quarter of 1999.
Hence, there are 99 observations.
1 |
This data frame contains the following columns:
Year.
Quarter of the year.
Time trend.
Population [million].
Consumer price index.
Total per capita expenditure.
Per capita expenditure on meat.
Per capita consumption of beef [pound].
Per capita consumption of pork[pound].
Per capita consumption of chicken [pound].
Per capita consumption of turkey [pound].
Retail price of beef [cents / pound].
Retail price of pork [cents / pound].
Retail price of chicken [cents / pound].
Retail price of turkey [cents / pound].
Expenditure share of beef (in meat).
Expenditure share of pork (in meat).
Expenditure share of chicken (in meat).
Expenditure share of turkey (in meat).
SAS, SAS/ETS Examples: Estimating an Almost Ideal Demand System Model, https://support.sas.com/rnd/app/ets/examples/aids/index.htm.
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 | ## replicating the LA-AIDS estimation of the SAS example
# loading data set
data( USMeatConsump )
# adding shifter variables for modeling seasonal effects
USMeatConsump$co1 <- cos( 1 / 2 * 3.14159 * USMeatConsump$t )
USMeatConsump$si1 <- sin( 1 / 2 * 3.14159 * USMeatConsump$t )
# Scaling prices by their means
USMeatConsump$beef_pm <- USMeatConsump$beef_p / mean( USMeatConsump$beef_p )
USMeatConsump$pork_pm <- USMeatConsump$pork_p / mean( USMeatConsump$pork_p )
USMeatConsump$chick_pm <- USMeatConsump$chick_p / mean( USMeatConsump$chick_p )
USMeatConsump$turkey_pm <- USMeatConsump$turkey_p / mean( USMeatConsump$turkey_p )
# Estimation of the model
meatModel <- aidsEst( c( "beef_pm", "pork_pm", "chick_pm", "turkey_pm" ),
c( "beef_w", "pork_w", "chick_w", "turkey_w" ),
"meat_exp", shifterNames = c( "co1", "si1", "t" ),
priceIndex ="S", data = USMeatConsump, maxiter=1000 )
summary( meatModel )
|
Loading required package: lmtest
Loading required package: zoo
Attaching package: 'zoo'
The following objects are masked from 'package:base':
as.Date, as.Date.numeric
Loading required package: micEcon
If you have questions, suggestions, or comments regarding one of the 'micEcon' packages, please use a forum or 'tracker' at micEcon's R-Forge site:
https://r-forge.r-project.org/projects/micecon/
Demand analysis with the Almost Ideal Demand System (AIDS)
Estimation Method: Linear Approximation (LA) with Stone Index (S)
Estimated Coefficients:
Estimate Std. Error t value Pr(>|t|)
alpha 1 3.9790e-01 3.9850e-01 0.9985 0.318915
alpha 2 2.4096e-01 2.8614e-01 0.8421 0.400470
alpha 3 5.7960e-01 1.7562e-01 3.3004 0.001092 **
alpha 4 -2.1846e-01 2.9296e-01 -0.7457 0.456477
beta 1 2.3424e-02 4.4072e-02 0.5315 0.595501
beta 2 3.3858e-03 3.1644e-02 0.1070 0.914870
beta 3 -5.3550e-02 1.9440e-02 -2.7546 0.006267 **
beta 4 2.6740e-02 3.2459e-02 0.8238 0.410767
gamma 1 1 4.1175e-02 1.2616e-02 3.2638 0.001238 **
gamma 1 2 -4.0660e-03 8.0822e-03 -0.5031 0.615313
gamma 1 3 -4.9260e-02 5.3807e-03 -9.1550 < 2.2e-16 ***
gamma 1 4 1.2151e-02 9.5605e-03 1.2710 0.204806
gamma 2 1 -4.0660e-03 8.0822e-03 -0.5031 0.615313
gamma 2 2 4.4733e-02 8.7628e-03 5.1048 6.176e-07 ***
gamma 2 3 -3.0740e-02 5.9886e-03 -5.1331 5.387e-07 ***
gamma 2 4 -9.9267e-03 7.5019e-03 -1.3232 0.186855
gamma 3 1 -4.9260e-02 5.3807e-03 -9.1550 < 2.2e-16 ***
gamma 3 2 -3.0740e-02 5.9886e-03 -5.1331 5.387e-07 ***
gamma 3 3 1.0139e-01 7.5646e-03 13.4029 < 2.2e-16 ***
gamma 3 4 -2.1388e-02 6.9571e-03 -3.0742 0.002322 **
gamma 4 1 1.2151e-02 9.5605e-03 1.2710 0.204806
gamma 4 2 -9.9267e-03 7.5019e-03 -1.3232 0.186855
gamma 4 3 -2.1388e-02 6.9571e-03 -3.0742 0.002322 **
gamma 4 4 1.9163e-02 1.2331e-02 1.5541 0.121316
delta 1 1 -1.6311e-02 1.6215e-03 -10.0587 < 2.2e-16 ***
delta 1 2 -2.2825e-03 1.5621e-03 -1.4611 0.145122
delta 1 3 -1.4775e-03 4.8256e-05 -30.6175 < 2.2e-16 ***
delta 2 1 9.6112e-03 1.1803e-03 8.1427 1.342e-14 ***
delta 2 2 6.4541e-03 1.1305e-03 5.7090 2.932e-08 ***
delta 2 3 2.7848e-04 3.5980e-05 7.7397 1.890e-13 ***
delta 3 1 -5.6697e-03 6.9619e-04 -8.1439 1.332e-14 ***
delta 3 2 -8.3559e-04 6.6021e-04 -1.2656 0.206707
delta 3 3 8.9276e-04 2.6218e-05 34.0517 < 2.2e-16 ***
delta 4 1 1.2369e-02 1.1458e-03 10.7952 < 2.2e-16 ***
delta 4 2 -3.3360e-03 1.0925e-03 -3.0537 0.002481 **
delta 4 3 3.0626e-04 4.6136e-05 6.6380 1.680e-10 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
R-squared Values of expenditure shares:
beef_w pork_w chick_w turkey_w
0.9542558 0.7775530 0.9783787 -1.3797828
R-squared Values of quantities:
q_beef_w q_pork_w q_chick_w q_turkey_w
-1.0106297 0.2530835 -2.6273590 -0.9436939
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