Example 20.1: Analyzing Demand for Liquid Assets
In this example, the demand equations for liquid assets are estimated.
The demand function for the demand deposits is estimated under three error
structures while demand equations for time deposits and savings and loan
(S & L) association shares are calculated using the Parks method.
The data for seven states (CA, DC, FL, IL, NY, TX, and WA)
are selected out of 49 states.
Refer to Feige (1964) for data description.
All variables were transformed via natural logarithm.
The first five observations of the data set A are shown in
Output 20.1.1.
data a;
input state $ year d t s y rd rt rs;
label d = 'Per Capita Demand Deposits'
t = 'Per Capita Time Deposits'
s = 'Per Capita S & L Association Shares'
y = 'Permanent Per Capita Personal Income'
rd = 'Service Charge on Demand Deposits'
rt = 'Interest on Time Deposits'
rs = 'Interest on S & L Association Shares';
datalines;
... data lines are omitted ...
;
proc print data=a(obs=5);
run;
Output 20.1.1: A Sample of Liquid Assets Data
| Obs |
state |
year |
d |
t |
s |
y |
rd |
rt |
rs |
| 1 |
CA |
1949 |
6.2785 |
6.1924 |
4.4998 |
7.2056 |
-1.0700 |
0.1080 |
1.0664 |
| 2 |
CA |
1950 |
6.4019 |
6.2106 |
4.6821 |
7.2889 |
-1.0106 |
0.1501 |
1.0767 |
| 3 |
CA |
1951 |
6.5058 |
6.2729 |
4.8598 |
7.3827 |
-1.0024 |
0.4008 |
1.1291 |
| 4 |
CA |
1952 |
6.4785 |
6.2729 |
5.0039 |
7.4000 |
-0.9970 |
0.4492 |
1.1227 |
| 5 |
CA |
1953 |
6.4118 |
6.2538 |
5.1761 |
7.4200 |
-0.8916 |
0.4662 |
1.2110 |
|
The SORT procedure is used to sort the data into the required
time series cross-sectional format.
Then PROC TSCSREG analyzes the data.
proc sort data=a;
by state year;
run;
title 'Demand for Liquid Assets';
proc tscsreg data=a;
model d = y rd rt rs / fuller parks dasilva m=7;
model t = y rd rt rs / parks;
model s = y rd rt rs / parks;
id state year;
run;
The income elasticities for liquid assets are greater than 1
except for the demand deposit income elasticity (0.692757)
estimated by the Da Silva method.
In Output 20.1.2, Output 20.1.3 and Output 20.1.4,
the coefficient estimates (-0.29094, -0.43591, and -0.27736) of
demand deposits (RD) imply that demand deposits increase significantly
as the service charge is reduced. The price elasticities (0.227152
and 0.408066) for time deposits (RT) and S & L association shares
(RS) have the expected sign and thus an increase in the interest rate
on time deposits or S & L shares will increase the demand for the
corresponding liquid asset. Demand deposits and S & L shares appear
to be substitutes ( Output 20.1.2, Output 20.1.3,
Output 20.1.4, and Output 20.1.6). Time deposits are also
substitutes for S & L shares in the time deposit demand equation (
Output 20.1.5), while these liquid assets are independent of
each other in Output 20.1.6 (insignificant coefficient estimate
of RT, -0.02705). Demand deposits and time deposits appear to be weak
complements in Output 20.1.3 and Output 20.1.4, while the
cross elasticities between demand deposits and time deposits are not
significant in Output 20.1.2 and Output 20.1.5.
Output 20.1.2: Demand for Demand Deposits -- Fuller-Battese Method
|
| The TSCSREG Procedure |
| Fuller and Battese Method Estimation |
| Dependent Variable: d Per Capita Demand Deposits |
| Model Description |
| Estimation Method |
Fuller |
| Number of Cross Sections |
7 |
| Time Series Length |
11 |
| Fit Statistics |
| SSE |
0.0795 |
DFE |
72 |
| MSE |
0.0011 |
Root MSE |
0.0332 |
| R-Square |
0.6786 |
|
|
| Variance Component Estimates |
| Variance Component for Cross Sections |
0.03427 |
| Variance Component for Time Series |
0.00026 |
| Variance Component for Error |
0.00111 |
| Hausman Test for Random Effects |
| DF |
m Value |
Pr > m |
| 4 |
5.51 |
0.2385 |
| Parameter Estimates |
| Variable |
DF |
Estimate |
Standard Error |
t Value |
Pr > |t| |
Label |
| Intercept |
1 |
-1.23606 |
0.7252 |
-1.70 |
0.0926 |
Intercept |
| y |
1 |
1.064058 |
0.1040 |
10.23 |
<.0001 |
Permanent Per Capita Personal Income |
| rd |
1 |
-0.29094 |
0.0526 |
-5.53 |
<.0001 |
Service Charge on Demand Deposits |
| rt |
1 |
0.039388 |
0.0278 |
1.42 |
0.1603 |
Interest on Time Deposits |
| rs |
1 |
-0.32662 |
0.1140 |
-2.86 |
0.0055 |
Interest on S & L Association Shares |
|
Output 20.1.3: Demand for Demand Deposits -- Parks Method
|
| The TSCSREG Procedure |
| Parks Method Estimation |
| Dependent Variable: d Per Capita Demand Deposits |
| Model Description |
| Estimation Method |
Parks |
| Number of Cross Sections |
7 |
| Time Series Length |
11 |
| Fit Statistics |
| SSE |
73.3696 |
DFE |
72 |
| MSE |
1.0190 |
Root MSE |
1.0095 |
| R-Square |
0.9263 |
|
|
| Parameter Estimates |
| Variable |
DF |
Estimate |
Standard Error |
t Value |
Pr > |t| |
Label |
| Intercept |
1 |
-2.66565 |
0.3139 |
-8.49 |
<.0001 |
Intercept |
| y |
1 |
1.222569 |
0.0423 |
28.87 |
<.0001 |
Permanent Per Capita Personal Income |
| rd |
1 |
-0.43591 |
0.0201 |
-21.71 |
<.0001 |
Service Charge on Demand Deposits |
| rt |
1 |
0.041237 |
0.0210 |
1.97 |
0.0530 |
Interest on Time Deposits |
| rs |
1 |
-0.26683 |
0.0654 |
-4.08 |
0.0001 |
Interest on S & L Association Shares |
|
Output 20.1.4: Demand for Demand Deposits -- Da Silva Method
|
| The TSCSREG Procedure |
| Da Silva Method Estimation |
| Dependent Variable: d Per Capita Demand Deposits |
| Model Description |
| Estimation Method |
DaSilva |
| Number of Cross Sections |
7 |
| Time Series Length |
11 |
| Order of MA Error Process |
7 |
| Fit Statistics |
| SSE |
21609.8923 |
DFE |
72 |
| MSE |
300.1374 |
Root MSE |
17.3245 |
| R-Square |
0.4995 |
|
|
| Variance Component Estimates |
| Variance Component for Cross Sections |
0.03063 |
| Variance Component for Time Series |
0.000148 |
| Estimates of Autocovariances |
| Lag |
Gamma |
| 0 |
0.0008558553 |
| 1 |
0.0009081747 |
| 2 |
0.0008494797 |
| 3 |
0.0007889687 |
| 4 |
0.0013281983 |
| 5 |
0.0011091685 |
| 6 |
0.0009874973 |
| 7 |
0.0008462601 |
|
|
| The TSCSREG Procedure |
| Da Silva Method Estimation |
| Dependent Variable: d Per Capita Demand Deposits |
| Parameter Estimates |
| Variable |
DF |
Estimate |
Standard Error |
t Value |
Pr > |t| |
Label |
| Intercept |
1 |
1.281084 |
0.0824 |
15.55 |
<.0001 |
Intercept |
| y |
1 |
0.692757 |
0.00677 |
102.40 |
<.0001 |
Permanent Per Capita Personal Income |
| rd |
1 |
-0.27736 |
0.00274 |
-101.18 |
<.0001 |
Service Charge on Demand Deposits |
| rt |
1 |
0.009378 |
0.00171 |
5.49 |
<.0001 |
Interest on Time Deposits |
| rs |
1 |
-0.09942 |
0.00601 |
-16.53 |
<.0001 |
Interest on S & L Association Shares |
|
Output 20.1.5: Demand for Time Deposits -- Parks Method
|
| The TSCSREG Procedure |
| Parks Method Estimation |
| Dependent Variable: t Per Capita Time Deposits |
| Model Description |
| Estimation Method |
Parks |
| Number of Cross Sections |
7 |
| Time Series Length |
11 |
| Fit Statistics |
| SSE |
63.3807 |
DFE |
72 |
| MSE |
0.8803 |
Root MSE |
0.9382 |
| R-Square |
0.9517 |
|
|
| Parameter Estimates |
| Variable |
DF |
Estimate |
Standard Error |
t Value |
Pr > |t| |
Label |
| Intercept |
1 |
-5.33334 |
0.5007 |
-10.65 |
<.0001 |
Intercept |
| y |
1 |
1.516344 |
0.0810 |
18.72 |
<.0001 |
Permanent Per Capita Personal Income |
| rd |
1 |
-0.04791 |
0.0294 |
-1.63 |
0.1082 |
Service Charge on Demand Deposits |
| rt |
1 |
0.227152 |
0.0332 |
6.85 |
<.0001 |
Interest on Time Deposits |
| rs |
1 |
-0.42569 |
0.1262 |
-3.37 |
0.0012 |
Interest on S & L Association Shares |
|
Output 20.1.6: Demand for Savings and Loan Shares -- Parks Method
|
| The TSCSREG Procedure |
| Parks Method Estimation |
| Dependent Variable: s Per Capita S & L Association Shares |
| Model Description |
| Estimation Method |
Parks |
| Number of Cross Sections |
7 |
| Time Series Length |
11 |
| Fit Statistics |
| SSE |
71.9675 |
DFE |
72 |
| MSE |
0.9995 |
Root MSE |
0.9998 |
| R-Square |
0.9017 |
|
|
| Parameter Estimates |
| Variable |
DF |
Estimate |
Standard Error |
t Value |
Pr > |t| |
Label |
| Intercept |
1 |
-8.09632 |
0.7850 |
-10.31 |
<.0001 |
Intercept |
| y |
1 |
1.832988 |
0.1157 |
15.84 |
<.0001 |
Permanent Per Capita Personal Income |
| rd |
1 |
0.576723 |
0.0435 |
13.26 |
<.0001 |
Service Charge on Demand Deposits |
| rt |
1 |
-0.02705 |
0.0312 |
-0.87 |
0.3891 |
Interest on Time Deposits |
| rs |
1 |
0.408066 |
0.1092 |
3.74 |
0.0004 |
Interest on S & L Association Shares |
|
Copyright © 1999 by SAS Institute Inc., Cary, NC, USA. All rights reserved.