Luận án Dự báo dòng tiền từ hoạt động kinh doanh của các công ty phi tài chính niêm yết trên thị trường chứng khoán Việt Nam
Kết quả nghiên cứu thực nghiệm của luận án đã cho thấy: bằng sử dụng
phương pháp dự báo định lượng, hồi quy FEM và hồi quy từng bước cho các mô
hình dự báo mà trong đó các thông tin sử dụng để dự báo là thông tin kế toán lấy từ
Báo cáo tài chính của doanh nghiệp đã cho thấy các thông tin kế toán rất có ý nghĩa
trong dự báo dòng tiền tương lai, khả năng dự báo khi sử dụng các thông tin kế toán
này từ 70% tới 93%. Điều này có nghĩa là các thông tin kế toán trích từ Báo cáo tài
chính của Công ty có thể giải thích được tới 93% sự biến động của dòng tiền từ
HĐKD trong tương lai của công ty. Các thông tin kế toán giúp ích cho dự báo dòng
tiền tương lai đó là: dòng tiền quá khứ, lợi nhuận quá khứ, dòng tiền kết hợp với các
thành phần thông tin dồn tích cụ thể (chi phí khấu hao, số chênh lệch cuối kỳ và đầu
kỳ của các khoản phải thu, hàng tồn kho, các khoản phải trả) và tỷ suất tài chính về
dòng tiền.
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Chia sẻ: tueminh09 | Ngày: 07/02/2022 | Lượt xem: 412 | Lượt tải: 0
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Summary
Chi-Sq.
Statistic Chi-Sq. d.f. Prob.
Cross-section random 222.668737 3 0.0000
PHỤ LỤC 2: KẾT QUẢ HỒI QUY MÔ HÌNH DÒNG TIỀN
CFOT CFOT_1 CFOT_2 CFOT_3
Mean 1.43E+11 9.62E+10 7.43E+10 6.18E+10
Median 2.42E+10 1.88E+10 1.52E+10 1.33E+10
Maximum 1.46E+13 1.15E+13 9.80E+12 7.23E+12
Minimum -3.05E+12 -3.05E+12 -2.79E+12 -2.20E+12
Std. Dev. 9.24E+11 7.24E+11 5.68E+11 4.10E+11
Skewness 9.897557 9.400816 9.165843 8.104278
Kurtosis 127.1202 128.6780 137.5084 124.9177
Jarque-Bera 560817.0 573270.6 654214.1 536995.8
Probability 0.000000 0.000000 0.000000 0.000000
Sum 1.22E+14 8.20E+13 6.33E+13 5.27E+13
Sum Sq. Dev. 7.27E+26 4.46E+26 2.75E+26 1.43E+26
Observations 852 852 852 852
CFOT CFOT_1 CFOT_2 CFOT_3
CFOT 1.000000 0.741543 0.794664 0.611958
CFOT_1 0.741543 1.000000 0.763294 0.634129
CFOT_2 0.794664 0.763294 1.000000 0.710068
CFOT_3 0.611958 0.634129 0.710068 1.000000
Phương trình 4.2.1: Phương trình hồi quy đơn giản, các biến độc lập có độ trễ 1 năm
CFOt = α0 + α1 CFOt-1 + µ (4.2.1)
OLS
Dependent Variable: CFOT
Method: Least Squares
Date: 05/13/15 Time: 23:43
Included observations: 852
Variable Coefficient Std. Error t-Statistic Prob.
C 5.22E+10 2.14E+10 2.432067 0.0152
CFOT_1 0.946877 0.029384 32.22436 0.0000
R-squared 0.549886 Mean dependent var 1.43E+11
Adjusted R-squared 0.549356 S.D. dependent var 9.24E+11
S.E. of regression 6.20E+11 Akaike info criterion 57.14771
Sum squared resid 3.27E+26 Schwarz criterion 57.15885
Log likelihood -24342.92 Hannan-Quinn criter. 57.15197
F-statistic 1038.409 Durbin-Watson stat 2.655299
Prob(F-statistic) 0.000000
Heteroskedasticity Test: Breusch-Pagan-Godfrey
F-statistic 0.177620 Prob. F(1,850) 0.6735
Obs*R-squared 0.178001 Prob. Chi-Square(1) 0.6731
Scaled explained SS 16.67893 Prob. Chi-Square(1) 0.0000
FE model
Dependent Variable: CFOT
Method: Panel Least Squares
Date: 05/13/15 Time: 23:45
Total panel observations: 852
Variable Coefficient Std. Error t-Statistic Prob.
C 1.91E+11 1.63E+10 11.75948 0.0000
CFOT_1 -0.497463 0.054926 -9.056900 0.0000
Effects Specification
Cross-section fixed (dummy variables)
Period fixed (dummy variables)
R-squared 0.844629 Mean dependent var 1.43E+11
Adjusted R-squared 0.764312 S.D. dependent var 9.24E+11
S.E. of regression 4.49E+11 Akaike info criterion 56.76243
Sum squared resid 1.13E+26 Schwarz criterion 58.38396
Log likelihood -23889.79 Hannan-Quinn criter. 57.38349
F-statistic 10.51624 Durbin-Watson stat 2.613703
Prob(F-statistic) 0.000000
RE model
Dependent Variable: CFOT
Method: Panel EGLS (Cross-section random effects)
Date: 05/13/15 Time: 23:46
Total panel observations: 852
Swamy and Arora estimator of component variances
Variable Coefficient Std. Error t-Statistic Prob.
C 5.22E+10 1.57E+10 3.331362 0.0009
CFOT_1 0.946877 0.021452 44.13983 0.0000
Effects Specification
S.D. Rho
Cross-section random 0.000000 0.0000
Idiosyncratic random 4.53E+11 1.0000
Weighted Statistics
R-squared 0.549886 Mean dependent var 1.43E+11
Adjusted R-squared 0.549356 S.D. dependent var 9.24E+11
S.E. of regression 6.20E+11 Sum squared resid 3.27E+26
F-statistic 1038.409 Durbin-Watson stat 2.863187
Prob(F-statistic) 0.000000
Unweighted Statistics
R-squared 0.549886 Mean dependent var 1.43E+11
Sum squared resid 3.27E+26 Durbin-Watson stat 2.863187
Correlated Random Effects - Hausman Test
Equation: Untitled
Test cross-section random effects
Test Summary
Chi-Sq.
Statistic Chi-Sq. d.f. Prob.
Cross-section random 786.633700 1 0.0000
Phương trình 4.2.2: Phương trình hồi quy đa biến, các biến độc lập có độ trễ 2 năm
CFOt = α0 + α1 CFOt-1 + α2 CFOt-2 + µ (4.2.2)
OLS
Dependent Variable: CFOT
Method: Least Squares
Date: 05/13/15 Time: 23:59
Included observations: 852
Variable Coefficient Std. Error t-Statistic Prob.
C 3.73E+10 1.82E+10 2.045399 0.0411
CFOT_1 0.412948 0.038662 10.68103 0.0000
CFOT_2 0.891488 0.049273 18.09294 0.0000
R-squared 0.675143 Mean dependent var 1.43E+11
Adjusted R-squared 0.674378 S.D. dependent var 9.24E+11
S.E. of regression 5.27E+11 Akaike info criterion 56.82394
Sum squared resid 2.36E+26 Schwarz criterion 56.84065
Log likelihood -24204.00 Hannan-Quinn criter. 56.83034
F-statistic 882.2286 Durbin-Watson stat 2.385039
Prob(F-statistic) 0.000000
Heteroskedasticity Test: Breusch-Pagan-Godfrey
F-statistic 30.94291 Prob. F(2,849) 0.0000
Obs*R-squared 57.88510 Prob. Chi-Square(2) 0.0000
Scaled explained SS 2087.206 Prob. Chi-Square(2) 0.0000
FE model
Dependent Variable: CFOT
Method: Panel Least Squares
Date: 05/13/15 Time: 23:48
Total panel observations: 852
Variable Coefficient Std. Error t-Statistic Prob.
C 1.60E+11 1.58E+10 10.12094 0.0000
CFOT_1 -0.493368 0.051941 -9.498569 0.0000
CFOT_2 0.411615 0.050140 8.209263 0.0000
Effects Specification
Cross-section fixed (dummy variables)
Period fixed (dummy variables)
R-squared 0.861318 Mean dependent var 1.43E+11
Adjusted R-squared 0.789254 S.D. dependent var 9.24E+11
S.E. of regression 4.24E+11 Akaike info criterion 56.65114
Sum squared resid 1.01E+26 Schwarz criterion 58.27824
Log likelihood -23841.38 Hannan-Quinn criter. 57.27433
F-statistic 11.95198 Durbin-Watson stat 2.695733
Prob(F-statistic) 0.000000
RE model
Dependent Variable: CFOT
Method: Panel EGLS (Cross-section random effects)
Date: 05/13/15 Time: 23:49
Total panel observations: 852
Swamy and Arora estimator of component variances
Variable Coefficient Std. Error t-Statistic Prob.
C 3.73E+10 1.48E+10 2.517593 0.0120
CFOT_1 0.412948 0.031411 13.14682 0.0000
CFOT_2 0.891488 0.040031 22.26982 0.0000
Effects Specification
S.D. Rho
Cross-section random 0.000000 0.0000
Idiosyncratic random 4.29E+11 1.0000
Weighted Statistics
R-squared 0.675143 Mean dependent var 1.43E+11
Adjusted R-squared 0.674378 S.D. dependent var 9.24E+11
S.E. of regression 5.27E+11 Sum squared resid 2.36E+26
F-statistic 882.2286 Durbin-Watson stat 2.355515
Prob(F-statistic) 0.000000
Unweighted Statistics
R-squared 0.675143 Mean dependent var 1.43E+11
Sum squared resid 2.36E+26 Durbin-Watson stat 2.355515
Correlated Random Effects - Hausman Test
Equation: Untitled
Test cross-section random effects
Test Summary
Chi-Sq.
Statistic Chi-Sq. d.f. Prob.
Cross-section random 454.870933 2 0.0000
Phương trình 4.2.3: Phương trình hồi quy đa biến, các biến độc lập có độ trễ 3 năm
CFOt = α0 + α1CFOt-1 + α2 CFOt-2 + α3 CFOt-3 + µ (4.2.3)
OLS
Dependent Variable: CFOT
Method: Least Squares
Date: 05/14/15 Time: 00:00
Included observations: 852
Variable Coefficient Std. Error t-Statistic Prob.
C 3.56E+10 1.83E+10 1.944615 0.0522
CFOT_1 0.402339 0.039462 10.19549 0.0000
CFOT_2 0.858317 0.055228 15.54131 0.0000
CFOT_3 0.084896 0.063959 1.327344 0.1848
R-squared 0.675816 Mean dependent var 1.43E+11
Adjusted R-squared 0.674670 S.D. dependent var 9.24E+11
S.E. of regression 5.27E+11 Akaike info criterion 56.82421
Sum squared resid 2.36E+26 Schwarz criterion 56.84650
Log likelihood -24203.11 Hannan-Quinn criter. 56.83275
F-statistic 589.2674 Durbin-Watson stat 2.360682
Prob(F-statistic) 0.000000
Heteroskedasticity Test: Breusch-Pagan-Godfrey
F-statistic 27.18330 Prob. F(3,848) 0.0000
Obs*R-squared 74.74640 Prob. Chi-Square(3) 0.0000
Scaled explained SS 2816.842 Prob. Chi-Square(3) 0.0000
FE model
Dependent Variable: CFOT
Method: Panel Least Squares
Date: 05/13/15 Time: 23:52
Total panel observations: 852
Variable Coefficient Std. Error t-Statistic Prob.
C 1.52E+11 1.57E+10 9.674695 0.0000
CFOT_1 -0.515405 0.051337 -10.03958 0.0000
CFOT_2 0.337359 0.052088 6.476701 0.0000
CFOT_3 0.260078 0.058634 4.435586 0.0000
Effects Specification
Cross-section fixed (dummy variables)
Period fixed (dummy variables)
R-squared 0.866033 Mean dependent var 1.43E+11
Adjusted R-squared 0.796054 S.D. dependent var 9.24E+11
S.E. of regression 4.17E+11 Akaike info criterion 56.61889
Sum squared resid 9.74E+25 Schwarz criterion 58.25157
Log likelihood -23826.65 Hannan-Quinn criter. 57.24423
F-statistic 12.37563 Durbin-Watson stat 2.648768
Prob(F-statistic) 0.000000
RE model
Dependent Variable: CFOT
Method: Panel EGLS (Cross-section random effects)
Date: 05/13/15 Time: 23:54
Total panel observations: 852
Swamy and Arora estimator of component variances
Variable Coefficient Std. Error t-Statistic Prob.
C 3.56E+10 1.46E+10 2.428180 0.0154
CFOT_1 0.402339 0.031604 12.73079 0.0000
CFOT_2 0.858317 0.044230 19.40595 0.0000
CFOT_3 0.084896 0.051222 1.657414 0.0978
Effects Specification
S.D. Rho
Cross-section random 0.000000 0.0000
Idiosyncratic random 4.22E+11 1.0000
Weighted Statistics
R-squared 0.675816 Mean dependent var 1.43E+11
Adjusted R-squared 0.674670 S.D. dependent var 9.24E+11
S.E. of regression 5.27E+11 Sum squared resid 2.36E+26
F-statistic 589.2674 Durbin-Watson stat 2.305675
Prob(F-statistic) 0.000000
Unweighted Statistics
R-squared 0.675816 Mean dependent var 1.43E+11
Sum squared resid 2.36E+26 Durbin-Watson stat 2.305675
Correlated Random Effects - Hausman Test
Equation: Untitled
Test cross-section random effects
Test Summary
Chi-Sq.
Statistic Chi-Sq. d.f. Prob.
Cross-section random 530.374109 3 0.0000
PHỤ LỤC 3: KẾT QUẢ HỒI QUY MÔ HÌNH DÒNG TIỀN & CÁC THÀNH PHẦN
DỒN TÍCH GỘP CHUNG
ACRT_1 ACRT_2 ACRT_3
Mean 9.26E+10 1.01E+11 7.71E+10
Median 2.16E+10 2.70E+10 2.06E+10
Maximum 5.71E+12 3.18E+12 3.18E+12
Minimum -2.11E+12 -2.11E+12 -1.84E+12
Std. Dev. 4.25E+11 3.96E+11 3.49E+11
Skewness 4.704641 2.717859 2.797672
Kurtosis 51.76342 22.91825 25.44024
Jarque-Bera 87557.40 15133.07 18987.97
Probability 0.000000 0.000000 0.000000
Sum 7.89E+13 8.61E+13 6.57E+13
Sum Sq. Dev. 1.54E+26 1.34E+26 1.04E+26
Observations 852 852 852
ACRT_1 ACRT_2 ACRT_3 CFOT CFOT_1 CFOT_2 CFOT_3
ACRT_1 1.000000 0.212690 0.204509 0.160864 -0.303507 0.075436 0.105897
ACRT_2 0.212690 1.000000 0.360829 -0.121937 -0.024789 -0.423837 -0.098152
ACRT_3 0.204509 0.360829 1.000000 0.077481 0.010678 -0.052330 -0.449288
CFOT 0.160864 -0.121937 0.077481 1.000000 0.741543 0.794664 0.611958
CFOT_1 -0.303507 -0.024789 0.010678 0.741543 1.000000 0.763294 0.634129
CFOT_2 0.075436 -0.423837 -0.052330 0.794664 0.763294 1.000000 0.710068
CFOT_3 0.105897 -0.098152 -0.449288 0.611958 0.634129 0.710068 1.000000
Phương trình 4.3.1: Phương trình hồi quy đa biến, các biến độc lập có độ trễ 1 năm
CFOt = λ0 + λ1 CFOt-1 + λ2 ACRt-1 + ε (4.3.1)
OLS
Variance Inflation Factors
Date: 05/14/15 Time: 00:19
Included observations: 852
Coefficient Uncentered Centered
Variable Variance VIF VIF
C 3.14E+20 1.091112 NA
CFOT_1 0.000605 1.120960 1.101463
ACRT_1 0.001752 1.153706 1.101463
Dependent Variable: CFOT
Method: Least Squares
Date: 05/14/15 Time: 00:10
Included observations: 852
Variable Coefficient Std. Error t-Statistic Prob.
C -4.92E+10 1.77E+10 -2.778905 0.0056
CFOT_1 1.111618 0.024599 45.18946 0.0000
ACRT_1 0.923718 0.041862 22.06556 0.0000
R-squared 0.713938 Mean dependent var 1.43E+11
Adjusted R-squared 0.713264 S.D. dependent var 9.24E+11
S.E. of regression 4.95E+11 Akaike info criterion 56.69676
Sum squared resid 2.08E+26 Schwarz criterion 56.71348
Log likelihood -24149.82 Hannan-Quinn criter. 56.70316
F-statistic 1059.444 Durbin-Watson stat 2.253081
Prob(F-statistic) 0.000000
5
Heteroskedasticity Test: Breusch-Pagan-Godfrey
F-statistic 94.89148 Prob. F(2,849) 0.0000
Obs*R-squared 155.6582 Prob. Chi-Square(2) 0.0000
Scaled explained SS 6671.409 Prob. Chi-Square(2) 0.0000
FE model
Dependent Variable: CFOT
Method: Panel Least Squares
Date: 05/14/15 Time: 00:23
Total panel observations: 852
Variable Coefficient Std. Error t-Statistic Prob.
C 4.16E+10 1.73E+10 2.404218 0.0165
CFOT_1 0.187462 0.066546 2.817054 0.0050
ACRT_1 0.903857 0.062332 14.50068 0.0000
Effects Specification
Cross-section fixed (dummy variables)
Period fixed (dummy variables)
R-squared 0.887043 Mean dependent var 1.43E+11
Adjusted R-squared 0.828346 S.D. dependent var 9.24E+11
S.E. of regression 3.83E+11 Akaike info criterion 56.44596
Sum squared resid 8.21E+25 Schwarz criterion 58.07307
Log likelihood -23753.98 Hannan-Quinn criter. 57.06916
F-statistic 15.11215 Durbin-Watson stat 2.418038
Prob(F-statistic) 0.000000
RE model
Dependent Variable: CFOT
Method: Panel EGLS (Cross-section random effects)
Date: 05/14/15 Time: 00:24
Total panel observations: 852
Swamy and Arora estimator of component variances
Variable Coefficient Std. Error t-Statistic Prob.
C -4.92E+10 1.40E+10 -3.513779 0.0005
CFOT_1 1.111618 0.019454 57.13969 0.0000
ACRT_1 0.923718 0.033107 27.90074 0.0000
Effects Specification
S.D. Rho
Cross-section random 0.000000 0.0000
Idiosyncratic random 3.91E+11 1.0000
Weighted Statistics
R-squared 0.713938 Mean dependent var 1.43E+11
Adjusted R-squared 0.713264 S.D. dependent var 9.24E+11
S.E. of regression 4.95E+11 Sum squared resid 2.08E+26
F-statistic 1059.444 Durbin-Watson stat 2.164581
Prob(F-statistic) 0.000000
Unweighted Statistics
R-squared 0.713938 Mean dependent var 1.43E+11
Sum squared resid 2.08E+26 Durbin-Watson stat 2.164581
Correlated Random Effects - Hausman Test
Equation: Untitled
Test cross-section random effects
Test Summary
Chi-Sq.
Statistic Chi-Sq. d.f. Prob.
Cross-section random 539.617313 2 0.0000
Phương trình 4.3.2: Phương trình hồi quy đa biến, các biến độc lập có độ trễ 2 năm
CFOt = λ0 + λ1 CFOt-1 + λ2 CFOt-2+ λ3 ACRt-1 + λ4 ACRt-2+ ε (4.3.2)
Variance Inflation Factors
Date: 05/14/15 Time: 00:18
Included observations: 852
Coefficient Uncentered Centered
Variable Variance VIF VIF
C 2.88E+20 1.155439 NA
CFOT_1 0.005380 11.48047 11.28079
CFOT_2 0.010003 13.13469 12.91355
ACRT_1 0.005219 3.957764 3.778546
ACRT_2 0.006756 4.524522 4.247996
OLS
Dependent Variable: CFOT
Method: Least Squares
Date: 05/14/15 Time: 00:14
Included observations: 852
Variable Coefficient Std. Error t-Statistic Prob.
C -1.38E+10 1.70E+10 -0.811884 0.4171
CFOT_1 1.076550 0.073348 14.67726 0.0000
CFOT_2 0.066414 0.100015 0.664036 0.5068
ACRT_1 0.982043 0.072242 13.59385 0.0000
ACRT_2 -0.419384 0.082193 -5.102463 0.0000
R-squared 0.752253 Mean dependent var 1.43E+11
Adjusted R-squared 0.751083 S.D. dependent var 9.24E+11
S.E. of regression 4.61E+11 Akaike info criterion 56.55765
Sum squared resid 1.80E+26 Schwarz criterion 56.58552
Log likelihood -24088.56 Hannan-Quinn criter. 56.56833
F-statistic 642.9532 Durbin-Watson stat 2.295557
Prob(F-statistic) 0.000000
Heteroskedasticity Test: Breusch-Pagan-Godfrey
F-statistic 60.97815 Prob. F(4,847) 0.0000
Obs*R-squared 190.4951 Prob. Chi-Square(4) 0.0000
Scaled explained SS 5649.744 Prob. Chi-Square(4) 0.0000
FE model
Dependent Variable: CFOT
Method: Panel Least Squares
Date: 05/14/15 Time: 00:26
Total panel observations: 852
Variable Coefficient Std. Error t-Statistic Prob.
C 5.52E+10 2.05E+10 2.686244 0.0074
CFOT_1 0.192402 0.081998 2.346433 0.0193
CFOT_2 -0.029462 0.097568 -0.301967 0.7628
ACRT_1 0.879525 0.077906 11.28951 0.0000
ACRT_2 -0.095209 0.094498 -1.007522 0.3141
Effects Specification
Cross-section fixed (dummy variables)
Period fixed (dummy variables)
R-squared 0.887422 Mean dependent var 1.43E+11
Adjusted R-squared 0.828309 S.D. dependent var 9.24E+11
S.E. of regression 3.83E+11 Akaike info criterion 56.44730
Sum squared resid 8.18E+25 Schwarz criterion 58.08555
Log likelihood -23752.55 Hannan-Quinn criter. 57.07476
F-statistic 15.01219 Durbin-Watson stat 2.434564
Prob(F-statistic) 0.000000
RE model
Dependent Variable: CFOT
Method: Panel EGLS (Cross-section random effects)
Date: 05/14/15 Time: 00:26
Total panel observations: 852
Swamy and Arora estimator of component variances
Variable Coefficient Std. Error t-Statistic Prob.
C -1.38E+10 1.44E+10 -0.956581 0.3391
CFOT_1 1.076550 0.062253 17.29310 0.0000
CFOT_2 0.066414 0.084886 0.782383 0.4342
ACRT_1 0.982043 0.061314 16.01660 0.0000
ACRT_2 -0.419384 0.069760 -6.011844 0.0000
Effects Specification
S.D. Rho
Cross-section random 0.000000 0.0000
Idiosyncratic random 3.91E+11 1.0000
Weighted Statistics
R-squared 0.752253 Mean dependent var 1.43E+11
Adjusted R-squared 0.751083 S.D. dependent var 9.24E+11
S.E. of regression 4.61E+11 Sum squared resid 1.80E+26
F-statistic 642.9532 Durbin-Watson stat 2.144740
Prob(F-statistic) 0.000000
Unweighted Statistics
R-squared 0.752253 Mean dependent var 1.43E+11
Sum squared resid 1.80E+26 Durbin-Watson stat 2.144740
Correlated Random Effects - Hausman Test
Equation: Untitled
Test cross-section random effects
Test Summary
Chi-Sq.
Statistic Chi-Sq. d.f. Prob.
Cross-section random 380.783372 4 0.0000
Phương trình 3.3: Phương trình hồi quy đa biến, các biến độc lập có độ trễ 3 năm
CFOt = λ0 + λ1 CFOt-1 + λ2 CFOt-2+ λ3 CFOt-3+ λ4 ACRt-1 + λ5 ACRt-2+ λ6 ACRt-3 + ε
(3.3)
Variance Inflation Factors
Date: 05/14/15 Time: 00:15
Included observations: 852
Coefficient Uncentered Centered
Variable Variance VIF VIF
C 2.90E+20 1.170251 NA
CFOT_1 0.005367 11.54847 11.34761
CFOT_2 0.013552 17.94330 17.64120
CFOT_3 0.009482 6.570762 6.424480
ACRT_1 0.005223 3.993819 3.812968
ACRT_2 0.009271 6.260810 5.878166
ACRT_3 0.006881 3.554241 3.388997
OLS
Dependent Variable: CFOT
Method: Least Squares
Date: 05/14/15 Time: 00:15
Included observations: 852
Variable Coefficient Std. Error t-Statistic Prob.
C -1.92E+10 1.70E+10 -1.127570 0.2598
CFOT_1 1.089601 0.073261 14.87290 0.0000
CFOT_2 -0.032330 0.116415 -0.277713 0.7813
CFOT_3 0.116598 0.097375 1.197417 0.2315
ACRT_1 0.973227 0.072270 13.46658 0.0000
ACRT_2 -0.533504 0.096286 -5.540847 0.0000
ACRT_3 0.215671 0.082953 2.599930 0.0095
R-squared 0.754879 Mean dependent var 1.43E+11
Adjusted R-squared 0.753138 S.D. dependent var 9.24E+11
S.E. of regression 4.59E+11 Akaike info criterion 56.55170
Sum squared resid 1.78E+26 Schwarz criterion 56.59070
Log likelihood -24084.02 Hannan-Quinn criter. 56.56664
F-statistic 433.7119 Durbin-Watson stat 2.343423
Prob(F-statistic) 0.000000
FE model
Dependent Variable: CFOT
Method: Panel Least Squares
Date: 05/14/15 Time: 00:28
Total panel observations: 852
Variable Coefficient Std. Error t-Statistic Prob.
C -4.26E+10 2.04E+10 -2.082098 0.0378
CFOT_1 0.080905 0.074086 1.092038 0.2753
CFOT_2 -0.415047 0.094300 -4.401336 0.0000
CFOT_3 0.763306 0.082593 9.241751 0.0000
ACRT_1 1.001574 0.076211 13.14214 0.0000
ACRT_2 -0.161450 0.090875 -1.776619 0.0762
ACRT_3 1.106636 0.075849 14.58990 0.0000
Effects Specification
Cross-section fixed (dummy variables)
Period fixed (dummy variables)
R-squared 0.918695 Mean dependent var 1.43E+11
Adjusted R-squared 0.875557 S.D. dependent var 9.24E+11
S.E. of regression 3.26E+11 Akaike info criterion 56.12655
Sum squared resid 5.91E+25 Schwarz criterion 57.77595
Log likelihood -23613.91 Hannan-Quinn criter. 56.75829
F-statistic 21.29647 Durbin-Watson stat 2.737023
Prob(F-statistic) 0.000000
RE model
Dependent Variable: CFOT
Method: Panel EGLS (Cross-section random effects)
Date: 05/14/15 Time: 00:28
Total panel observations: 852
Swamy and Arora estimator of component variances
Variable Coefficient Std. Error t-Statistic Prob.
C -1.92E+10 1.21E+10 -1.585079 0.1133
CFOT_1 1.089601 0.052115 20.90754 0.0000
CFOT_2 -0.032330 0.082813 -0.390395 0.6963
CFOT_3 0.116598 0.069269 1.683267 0.0927
ACRT_1 0.973227 0.051410 18.93060 0.0000
ACRT_2 -0.533504 0.068494 -7.789031 0.0000
ACRT_3 0.215671 0.059010 3.654845 0.0003
Effects Specification
S.D. Rho
Cross-section random 0.000000 0.0000
Idiosyncratic random 3.27E+11 1.0000
Weighted Statistics
R-squared 0.754879 Mean dependent var 1.43E+11
Adjusted R-squared 0.753138 S.D. dependent var 9.24E+11
S.E. of regression 4.59E+11 Sum squared resid 1.78E+26
F-statistic 433.7119 Durbin-Watson stat 2.216175
Prob(F-statistic) 0.000000
Unweighted Statistics
R-squared 0.754879 Mean dependent var 1.43E+11
Sum squared resid 1.78E+26 Durbin-Watson stat 2.216175
Correlated Random Effects - Hausman Test
Equation: Untitled
Test cross-section random effects
Test Summary
Chi-Sq.
Statistic Chi-Sq. d.f. Prob.
Cross-section random 851.091578 6 0.0000
Phụ lục 04: Kết quả hồi quy mô hình dòng tiền và các thành phần cụ thể của
thông tin kế toán theo cơ sở dồn tích có trong lợi nhuận
APT_1 APT_2 APT_3 ART_1 ART_2 ART_3
Mean 5.26E+10 5.36E+10 3.36E+10 4.37E+10 5.08E+10 4.83E+10
Median 0.000000 0.000000 0.000000 0.000000 7.21E+08 0.000000
Maximum 8.68E+12 8.68E+12 3.84E+12 4.41E+12 4.41E+12 4.41E+12
Minimum -2.55E+12 -8.45E+11 -8.45E+11 -1.48E+12 -1.31E+12 -6.32E+11
Std. Dev. 4.22E+11 4.00E+11 2.53E+11 2.56E+11 2.50E+11 2.39E+11
Skewness 12.40993 14.18983 9.553290 8.198415 9.089460 10.73480
Kurtosis 231.0115 273.8917 131.0795 130.5483 140.7626 169.3015
Jarque-Bera 1867486. 2633663. 595314.1 587078.7 685470.0 998158.3
Probability 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000
Sum 4.48E+13 4.57E+13 2.87E+13 3.72E+13 4.33E+13 4.11E+13
Sum Sq. Dev. 1.51E+26 1.36E+26 5.45E+25 5.59E+25 5.34E+25 4.84E+25
Observations 852 852 852 852 852 852
INVT_1 INVT_2 INVT_3 OTHT_1 OTHT_2 OTHT_3
Mean 6.44E+10 6.15E+10 4.29E+10 1.50E+09 5.30E+09 4.71E+09
Median 0.000000 20938348 0.000000 0.000000 0.000000 0.000000
Maximum 7.01E+12 4.36E+12 1.74E+12 4.77E+11 6.76E+11 6.76E+11
Minimum -1.16E+12 -1.18E+12 -1.18E+12 -1.08E+12 -4.55E+11 -2.25E+11
Std. Dev. 3.47E+11 2.56E+11 1.74E+11 5.09E+10 4.28E+10 3.85E+10
Skewness 12.40521 7.903272 3.372203 -10.40250 6.756259 9.928788
Kurtosis 220.2444 110.8619 31.71585 262.3103 119.0542 149.7282
Jarque-Bera 1697279. 421883.2 30888.08 2402451. 484616.7 778283.5
Probability 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000
Sum 5.49E+13 5.24E+13 3.66E+13 1.28E+12 4.52E+12 4.02E+12
Sum Sq. Dev. 1.03E+26 5.57E+25 2.57E+25 2.21E+24 1.56E+24 1.26E+24
Observations 852 852 852 852 852 852
DPRMT_1 DPRMT_2 DPRMT_3
Mean 4.99E+10 4.15E+10 3.39E+10
Median 1.18E+10 9.68E+09 8.15E+09
Maximum 3.09E+12 2.80E+12 1.73E+12
Minimum 0.000000 0.000000 0.000000
Std. Dev. 1.82E+11 1.47E+11 1.14E+11
Skewness 11.27115 11.22994 8.460543
Kurtosis 164.1255 175.1802 92.72448
Jarque-Bera 939670.7 1070342. 295956.6
Probability 0.000000 0.000000 0.000000
Sum 4.25E+13 3.53E+13 2.89E+13
Sum Sq. Dev. 2.82E+25 1.84E+25 1.11E+25
Observations 852 852 852
Phương trình 4.4.1: Phương trình hồi quy đa biến, các biến độc lập có độ trễ 1 năm:
CFOt = e 0 + e1 CFO t-1 + e2 ∆ARt-1 + e3∆AP t-1 + e4∆INV t-1 + e5 ∆OTH t-1 + e6DPRM t-1 +
ρ (4.4.1)
OLS
Dependent Variable: CFOT
Method: Least Squares
Date: 05/14/15 Time: 10:52
Included observations: 852
Variable Coefficient Std. Error t-Statistic Prob.
C -9.75E+10 1.35E+10 -7.211995 0.0000
CFOT_1 0.712301 0.042091 16.92284 0.0000
APT_1 -0.828668 0.059649 -13.89229 0.0000
ART_1 1.099319 0.061531 17.86615 0.0000
INVT_1 1.296087 0.063212 20.50370 0.0000
OTHT_1 -0.288071 0.405560 -0.710304 0.4777
DPRMT_1 1.696612 0.158815 10.68292 0.0000
R-squared 0.842022 Mean dependent var 1.43E+11
Adjusted R-squared 0.840900 S.D. dependent var 9.24E+11
S.E. of regression 3.69E+11 Akaike info criterion 56.11240
Sum squared resid 1.15E+26 Schwarz criterion 56.15140
Log likelihood -23896.88 Hannan-Quinn criter. 56.12734
F-statistic 750.6410 Durbin-Watson stat 1.988822
Prob(F-statistic) 0.000000
Heteroskedasticity Test: Breusch-Pagan-Godfrey
F-statistic 180.7592 Prob. F(6,845) 0.0000
Obs*R-squared 478.8881 Prob. Chi-Square(6) 0.0000
Scaled explained SS 8496.261 Prob. Chi-Square(6) 0.0000
Variance Inflation Factors
Date: 05/14/15 Time: 15:17
Included observations: 852
Coefficient Uncentered Centered
Variable Variance VIF VIF
C 1.83E+20 1.145954 NA
CFOT_1 0.001772 5.914886 5.812011
APT_1 0.003558 4.022192 3.960594
ART_1 0.003786 1.601199 1.555920
INVT_1 0.003996 3.121344 3.017317
OTHT_1 0.164479 2.675458 2.673131
DPRMT_1 0.025222 5.630280 5.236414
FE model
Dependent Variable: CFOT
Method: Panel Least Squares
Date: 05/14/15 Time: 16:09
Cross-sections included
Total panel (unbalanced) observations: 852
Variable Coefficient Std. Error t-Statistic Prob.
C -4.93E+10 2.24E+10 -2.205138 0.0279
CFOT_1 0.063680 0.076432 0.833161 0.4051
APT_1 -0.724623 0.080331 -9.020449 0.0000
ART_1 0.877728 0.087506 10.03047 0.0000
INVT_1 0.969675 0.095773 10.12475 0.0000
OTHT_1 -0.449346 0.453372 -0.991119 0.3221
DPRMT_1 2.492599 0.324392 7.683912 0.0000
Effects Specification
Cross-section fixed (dummy variables)
Period fixed (dummy variables)
R-squared 0.924163 Mean dependent var 1.43E+11
Adjusted R-squared 0.883925 S.D. dependent var 9.24E+11
S.E. of regression 3.15E+11 Akaike info criterion 56.05694
Sum squared resid 5.51E+25 Schwarz criterion 57.70633
Log likelihood -23584.26 Hannan-Quinn criter. 56.68867
F-statistic 22.96770 Durbin-Watson stat 2.484538
Prob(F-statistic) 0.000000
RE model
Dependent Variable: CFOT
Method: Panel EGLS (Cross-section random effects)
Date: 05/14/15 Time: 16:10
Total panel observations: 852
Swamy and Arora estimator of component variances
Variable Coefficient Std. Error t-Statistic Prob.
C -9.75E+10 1.17E+10 -8.333068 0.0000
CFOT_1 0.712301 0.036428 19.55342 0.0000
APT_1 -0.828668 0.051625 -16.05179 0.0000
ART_1 1.099319 0.053253 20.64336 0.0000
INVT_1 1.296087 0.054708 23.69091 0.0000
OTHT_1 -0.288071 0.350999 -0.820717 0.4120
DPRMT_1 1.696612 0.137449 12.34353 0.0000
Effects Specification
S.D. Rho
Cross-section random 0.000000 0.0000
Idiosyncratic random 3.19E+11 1.0000
Weighted Statistics
R-squared 0.842022 Mean dependent var 1.43E+11
Adjusted R-squared 0.840900 S.D. dependent var 9.24E+11
S.E. of regression 3.69E+11 Sum squared resid 1.15E+26
F-statistic 750.6410 Durbin-Watson stat 1.873498
Prob(F-statistic) 0.000000
Unweighted Statistics
R-squared 0.842022 Mean dependent var 1.43E+11
Sum squared resid 1.15E+26 Durbin-Watson stat 1.873498
Correlated Random Effects - Hausman Test
Equation: Untitled
Test cross-section random effects
Test Summary
Chi-Sq.
Statistic Chi-Sq. d.f. Prob.
Cross-section random 422.549514 6 0.0000
Phương trình 4.4.2: Phương trình hồi quy đa biến, các biến độc lập có độ trễ 2 năm:
CFOt = e 0 + e1 CFOt-1 + e2 CFOt-2 + e3 ∆ARt-1 + e4 ∆AR t-2 + e5∆AP t-1+ e6∆APt-2 e7∆INVt-
1 + e8∆INV t-2 + e9∆OTH t-1 + e10 ∆OTHt-2 + e11DPRM t-1 + e12DPRM t-2 + ρ
(4.4.2)
Variance Inflation Factors
Date: 05/14/15 Time: 15:42
Included observations: 852
Coefficient Uncentered Centered
Variable Variance VIF VIF
C 1.41E+20 1.255948 NA
CFOT_1 0.002302 10.93805 10.74781
CFOT_2 0.003510 10.26058 10.08784
APT_1 0.003503 5.635724 5.549415
APT_2 0.004303 6.258543 6.148152
ART_1 0.003273 1.970062 1.914352
ART_2 0.004145 2.411122 2.315623
INVT_1 0.004347 4.832079 4.671037
INVT_2 0.005036 3.103997 2.934356
OTHT_1 0.123191 2.851766 2.849286
OTHT_2 0.148878 2.467093 2.429794
DPRMT_1 0.059962 19.04892 17.71635
DPRMT_2 0.071915 14.93990 13.83586
OLS
Dependent Variable: CFOT
Method: Least Squares
Date: 05/14/15 Time: 15:40
Included observations: 852
Variable Coefficient Std. Error t-Statistic Prob.
C -5.35E+10 1.19E+10 -4.512337 0.0000
CFOT_1 0.908081 0.047980 18.92608 0.0000
CFOT_2 -0.082574 0.059242 -1.393844 0.1637
APT_1 -0.850910 0.059187 -14.37663 0.0000
APT_2 0.563839 0.065595 8.595699 0.0000
ART_1 1.052486 0.057212 18.39626 0.0000
ART_2 -0.661669 0.064381 -10.27744 0.0000
INVT_1 1.100490 0.065929 16.69212 0.0000
INVT_2 0.021000 0.070963 0.295932 0.7674
OTHT_1 -0.854811 0.350986 -2.435460 0.0151
OTHT_2 0.703044 0.385847 1.822082 0.0688
DPRMT_1 1.563895 0.244872 6.386575 0.0000
DPRMT_2 -0.844021 0.268170 -3.147334 0.0017
R-squared 0.889781 Mean dependent var 1.43E+11
Adjusted R-squared 0.888205 S.D. dependent var 9.24E+11
S.E. of regression 3.09E+11 Akaike info criterion 55.76649
Sum squared resid 8.01E+25 Schwarz criterion 55.83893
Log likelihood -23743.53 Hannan-Quinn criter. 55.79424
F-statistic 564.4284 Durbin-Watson stat 1.896699
Prob(F-statistic) 0.000000
Heteroskedasticity Test: Breusch-Pagan-Godfrey
F-statistic 18.33721 Prob. F(12,839) 0.0000
Obs*R-squared 177.0269 Prob. Chi-Square(12) 0.0000
Scaled explained SS 1959.439 Prob. Chi-Square(12) 0.0000
FE model
Dependent Variable: CFOT
Method: Panel Least Squares
Date: 05/14/15 Time: 16:12
Total panel observations: 852
Variable Coefficient Std. Error t-Statistic Prob.
C -4.47E+10 2.12E+10 -2.107755 0.0355
CFOT_1 0.067608 0.070304 0.961641 0.3367
CFOT_2 -0.278544 0.067471 -4.128326 0.0000
APT_1 -0.763389 0.071007 -10.75089 0.0000
APT_2 0.079242 0.073885 1.072508 0.2840
ART_1 0.751735 0.081411 9.233842 0.0000
ART_2 -0.190873 0.071809 -2.658072 0.0081
INVT_1 0.856248 0.081364 10.52365 0.0000
INVT_2 0.581657 0.083587 6.958729 0.0000
OTHT_1 -0.926885 0.404772 -2.289896 0.0224
OTHT_2 0.440919 0.399983 1.102345 0.2708
DPRMT_1 1.552724 0.351964 4.411601 0.0000
DPRMT_2 1.097229 0.309862 3.541027 0.0004
Effects Specification
Cross-section fixed (dummy variables)
Period fixed (dummy variables)
R-squared 0.949748 Mean dependent var 1.43E+11
Adjusted R-squared 0.922246 S.D. dependent var 9.24E+11
S.E. of regression 2.58E+11 Akaike info criterion 55.65948
Sum squared resid 3.65E+25 Schwarz criterion 57.34231
Log likelihood -23408.94 Hannan-Quinn criter. 56.30402
F-statistic 34.53429 Durbin-Watson stat 2.548625
Prob(F-statistic) 0.000000
RE model
Dependent Variable: CFOT
Method: Panel EGLS (Cross-section random effects)
Date: 05/14/15 Time: 16:14
Total panel observations: 852
Swamy and Arora estimator of component variances
Variable Coefficient Std. Error t-Statistic Prob.
C -5.35E+10 9.96E+09 -5.374460 0.0000
CFOT_1 0.908081 0.040284 22.54208 0.0000
CFOT_2 -0.082574 0.049739 -1.660151 0.0973
APT_1 -0.850910 0.049693 -17.12341 0.0000
APT_2 0.563839 0.055073 10.23799 0.0000
ART_1 1.052486 0.048035 21.91103 0.0000
ART_2 -0.661669 0.054053 -12.24104 0.0000
INVT_1 1.100490 0.055353 19.88130 0.0000
INVT_2 0.021000 0.059580 0.352472 0.7246
OTHT_1 -0.854811 0.294684 -2.900777 0.0038
OTHT_2 0.703044 0.323953 2.170207 0.0303
DPRMT_1 1.563895 0.205592 7.606789 0.0000
DPRMT_2 -0.844021 0.225153 -3.748661 0.0002
Effects Specification
S.D. Rho
Cross-section random 0.000000 0.0000
Idiosyncratic random 2.59E+11 1.0000
Weighted Statistics
R-squared 0.889781 Mean dependent var 1.43E+11
Adjusted R-squared 0.888205 S.D. dependent var 9.24E+11
S.E. of regression 3.09E+11 Sum squared resid 8.01E+25
F-statistic 564.4284 Durbin-Watson stat 2.338839
Prob(F-statistic) 0.000000
Unweighted Statistics
R-squared 0.889781 Mean dependent var 1.43E+11
Sum squared resid 8.01E+25 Durbin-Watson stat 2.338839
Correlated Random Effects - Hausman Test
Equation: Untitled
Test cross-section random effects
Test Summary
Chi-Sq.
Statistic Chi-Sq. d.f. Prob.
Cross-section random 482.296112 12 0.0000
Phương trình 4.4.3: Phương trình hồi quy đa biến , các biến độc lập có độ trễ 3 năm:
CFOt = e 0 + e1CFOt-1 + e2CFOt-2 + e3 CFO t-3 + e4∆AR t-1 + e5 ∆ARt-2 +e6 ∆AR t-3 + e7∆AP
t-1 + e8∆AP t-2 + e9∆AP t-3 + e10∆INV t-1 + e11∆INV t-2 + e12∆INVt-3 + e13 DPRM t-1 +
e14DPRM t-2 + e15DPRM t-3 +e16∆OTH t-1 + e17 ∆OTH t-2 + e18 ∆OTH t-3 +ρ (4.4.3)
OLS
Dependent Variable: CFOT
Method: Least Squares
Date: 05/14/15 Time: 15:44
Included observations: 852
Variable Coefficient Std. Error t-Statistic Prob.
C -4.39E+10 1.18E+10 -3.711633 0.0002
CFOT_1 0.871604 0.048648 17.91642 0.0000
CFOT_2 -0.099445 0.065420 -1.520113 0.1289
CFOT_3 0.103478 0.058271 1.775802 0.0761
APT_1 -0.817295 0.059351 -13.77056 0.0000
APT_2 0.568577 0.073471 7.738788 0.0000
APT_3 0.209328 0.079655 2.627922 0.0087
ART_1 1.004103 0.057505 17.46121 0.0000
ART_2 -0.684025 0.067800 -10.08887 0.0000
ART_3 -0.147268 0.082730 -1.780102 0.0754
INVT_1 1.061079 0.066781 15.88902 0.0000
INVT_2 0.054115 0.075740 0.714492 0.4751
INVT_3 -0.177002 0.078801 -2.246200 0.0250
OTHT_1 -0.439499 0.364771 -1.204862 0.2286
OTHT_2 0.782735 0.391198 2.000868 0.0457
OTHT_3 -0.100766 0.378634 -0.266130 0.7902
DPRMT_1 1.288030 0.265748 4.846815 0.0000
DPRMT_2 0.000928 0.377872 0.002456 0.9980
DPRMT_3 -0.700472 0.252190 -2.777562 0.0056
R-squared 0.894653 Mean dependent var 1.43E+11
Adjusted R-squared 0.892376 S.D. dependent var 9.24E+11
S.E. of regression 3.03E+11 Akaike info criterion 55.73537
Sum squared resid 7.66E+25 Schwarz criterion 55.84124
Log likelihood -23724.27 Hannan-Quinn criter. 55.77592
F-statistic 393.0108 Durbin-Watson stat 1.891764
Prob(F-statistic) 0.000000
Heteroskedasticity Test: Breusch-Pagan-Godfrey
F-statistic 12.07426 Prob. F(18,833) 0.0000
Obs*R-squared 176.2966 Prob. Chi-Square(18) 0.0000
Scaled explained SS 1996.319 Prob. Chi-Square(18) 0.0000
Variance Inflation Factors
Date: 05/14/15 Time: 15:44
Included observations: 852
Coefficient Uncentered Centered
Variable Variance VIF VIF
C 1.40E+20 1.293576 NA
CFOT_1 0.002367 11.68056 11.47740
CFOT_2 0.004280 12.99725 12.77842
CFOT_3 0.003396 5.397289 5.277131
APT_1 0.003523 5.886628 5.796477
APT_2 0.005398 8.155923 8.012064
APT_3 0.006345 3.827445 3.760920
ART_1 0.003307 2.067425 2.008961
ART_2 0.004597 2.777677 2.667660
ART_3 0.006844 3.752370 3.604495
INVT_1 0.004460 5.149929 4.978294
INVT_2 0.005737 3.672955 3.472219
INVT_3 0.006210 1.845068 1.739079
OTHT_1 0.133058 3.199567 3.196785
OTHT_2 0.153036 2.634295 2.594468
OTHT_3 0.143364 1.994904 1.965399
DPRMT_1 0.070622 23.30484 21.67455
DPRMT_2 0.142787 30.81283 28.53582
DPRMT_3 0.063600 8.341688 7.662912
FE model
Dependent Variable: CFOT
Method: Panel Least Squares
Date: 05/14/15 Time: 16:26
Total panel (unbalanced) observations: 852
Variable Coefficient Std. Error t-Statistic Prob.
C -6.81E+10 2.17E+10 -3.141851 0.0018
CFOT_1 -0.105004 0.070248 -1.494747 0.1356
CFOT_2 -0.206533 0.066206 -3.119572 0.0019
CFOT_3 -0.106958 0.068025 -1.572341 0.1165
APT_1 -0.706308 0.074042 -9.539252 0.0000
APT_2 -0.113543 0.080457 -1.411239 0.1587
APT_3 0.018948 0.099668 0.190114 0.8493
ART_1 0.803101 0.081269 9.882045 0.0000
ART_2 0.095524 0.088453 1.079939 0.2806
ART_3 0.244711 0.113297 2.159910 0.0312
INVT_1 0.871865 0.080080 10.88737 0.0000
INVT_2 0.889791 0.093510 9.515413 0.0000
INVT_3 0.474898 0.098773 4.807960 0.0000
OTHT_1 -1.148572 0.439737 -2.611950 0.0093
OTHT_2 0.353376 0.432222 0.817580 0.4140
OTHT_3 -0.325860 0.445226 -0.731898 0.4645
DPRMT_1 0.321975 0.373414 0.862247 0.3889
DPRMT_2 0.780995 0.331715 2.354417 0.0189
DPRMT_3 1.647527 0.409399 4.024261 0.0001
Effects Specification
Cross-section fixed (dummy variables)
Period fixed (dummy variables)
R-squared 0.955655 Mean dependent var 1.43E+11
Adjusted R-squared 0.930630 S.D. dependent var 9.24E+11
S.E. of regression 2.43E+11 Akaike info criterion 55.54851
Sum squared resid 3.22E+25 Schwarz criterion 57.26478
Log likelihood -23355.67 Hannan-Quinn criter. 56.20586
F-statistic 38.18724 Durbin-Watson stat 2.501873
Prob(F-statistic) 0.000000
RE model
Dependent Variable: CFOT
Method: Panel EGLS (Cross-section random effects)
Date: 05/14/15 Time: 16:27
Variable Coefficient Std. Error t-Statistic Prob.
C -4.39E+10 9.52E+09 -4.606569 0.0000
CFOT_1 0.871604 0.039197 22.23636 0.0000
CFOT_2 -0.099445 0.052710 -1.886638 0.0596
CFOT_3 0.103478 0.046950 2.203978 0.0278
APT_1 -0.817295 0.047821 -17.09087 0.0000
APT_2 0.568577 0.059198 9.604738 0.0000
APT_3 0.209328 0.064180 3.261558 0.0012
ART_1 1.004103 0.046333 21.67140 0.0000
ART_2 -0.684025 0.054628 -12.52146 0.0000
ART_3 -0.147268 0.066658 -2.209315 0.0274
INVT_1 1.061079 0.053807 19.72013 0.0000
INVT_2 0.054115 0.061025 0.886768 0.3755
INVT_3 -0.177002 0.063492 -2.787796 0.0054
OTHT_1 -0.439499 0.293905 -1.495375 0.1352
OTHT_2 0.782735 0.315198 2.483311 0.0132
OTHT_3 -0.100766 0.305075 -0.330299 0.7413
DPRMT_1 1.288030 0.214120 6.015463 0.0000
DPRMT_2 0.000928 0.304461 0.003049 0.9976
DPRMT_3 -0.700472 0.203196 -3.447278 0.0006
Effects Specification
S.D. Rho
Cross-section random 0.000000 0.0000
Idiosyncratic random 2.44E+11 1.0000
Weighted Statistics
R-squared 0.894653 Mean dependent var 1.43E+11
Adjusted R-squared 0.892376 S.D. dependent var 9.24E+11
S.E. of regression 3.03E+11 Sum squared resid 7.66E+25
F-statistic 393.0108 Durbin-Watson stat 2.257899
Prob(F-statistic) 0.000000
Unweighted Statistics
R-squared 0.894653 Mean dependent var 1.43E+11
Sum squared resid 7.66E+25 Durbin-Watson stat 2.257899
Correlated Random Effects - Hausman Test
Equation: Untitled
Test cross-section random effects
Test Summary
Chi-Sq.
Statistic Chi-Sq. d.f. Prob.
Cross-section random 572.424243 18 0.0000
PHỤ LỤC 05: KẾT QUẢ HỒI QUY MÔ HÌNH TỶ SUẤT DÒNG TIỀN
Phươngtrình 5.5.1 (độtrễ 1 năm)
Variance Inflation Factors
Date: 06/01/15 Time: 20:21
Included observations: 852
Coefficient Uncentered Centered
Variable Variance VIF VIF
C 1.26E-05 1.068085 NA
X1T_1 5.34E-07 1.031725 1.026577
X2T_1 1.86E-09 1.956319 1.950217
X3T_1 5.73E-07 1.883886 1.875595
X4T_1 1.22E-07 6.314347 6.309604
X5T_1 6.48E-09 11.47228 11.44988
X6T_1 8.01E-07 11.64819 11.62068
X7T_1 3.72E-06 1.051171 1.048996
X8T_1 1.66E-08 1.052787 1.052782
X9T_1 0.000508 1.130091 1.077122
OLS model
Dependent Variable: CFOT
Method: Least Squares
Date: 06/01/15 Time: 20:20
Variable Coefficient Std. Error t-Statistic Prob.
C -0.004541 0.003547 -1.280195 0.2009
X1T_1 -3.62E-05 0.000731 -0.049485 0.9605
X2T_1 -1.48E-05 4.32E-05 -0.342702 0.7319
X3T_1 -0.000303 0.000757 -0.400885 0.6886
X4T_1 0.000428 0.000350 1.224961 0.2210
X5T_1 -7.31E-05 8.05E-05 -0.908301 0.3640
X6T_1 0.001391 0.000895 1.553732 0.1207
X7T_1 0.002063 0.001929 1.069150 0.2853
X8T_1 8.97E-05 0.000129 0.695125 0.4872
X9T_1 0.053305 0.022543 2.364638 0.0183
R-squared 0.016549 Mean dependent var -0.002492
Adjusted R-squared 0.004637 S.D. dependent var 0.094404
S.E. of regression 0.094185 Akaike info criterion -1.873927
Sum squared resid 6.590973 Schwarz criterion -1.812518
Log likelihood 715.5334 Hannan-Quinn criter. -1.850269
F-statistic 1.389241 Durbin-Watson stat 1.738913
Prob(F-statistic) 0.188734
Heteroskedasticity Test: Breusch-Pagan-Godfrey
F-statistic 0.090361 Prob. F(9,743) 0.9998
Obs*R-squared 0.823293 Prob. Chi-Square(9) 0.9997
Scaled explained SS 25.16922 Prob. Chi-Square(9) 0.0028
FE model
Dependent Variable: CFOT
Method: Panel Least Squares
Date: 06/01/15 Time: 20:11
Variable Coefficient Std. Error t-Statistic Prob.
C -0.001426 0.002956 -0.482259 0.6298
X1T_1 0.000343 0.001168 0.293958 0.7689
X2T_1 -1.58E-05 4.40E-05 -0.358625 0.7200
X3T_1 -0.000389 0.000757 -0.513695 0.6077
X4T_1 0.000601 0.000362 1.663037 0.0970
X5T_1 -0.000150 8.28E-05 -1.813088 0.0705
X6T_1 0.002356 0.000926 2.543935 0.0113
X7T_1 -0.000567 0.001972 -0.287503 0.7739
X8T_1 -7.20E-05 0.000142 -0.508657 0.6112
X9T_1 -0.039756 0.021838 -1.820469 0.0693
Effects Specification
Cross-section fixed (dummy variables)
Period fixed (dummy variables)
R-squared 0.581497 Mean dependent var -0.002492
Adjusted R-squared 0.333233 S.D. dependent var 0.094404
S.E. of regression 0.077086 Akaike info criterion -2.008523
Sum squared resid 2.804759 Schwarz criterion -0.282942
Log likelihood 1037.209 Hannan-Quinn criter. -1.343743
F-statistic 2.342248 Durbin-Watson stat 2.500248
Prob(F-statistic) 0.000000
RE model
Dependent Variable: CFOT
Method: Panel EGLS (Cross-section random effects)
Date: 06/01/15 Time: 20:12
Total panel (unbalanced) observations: 852
Swamy and Arora estimator of component variances
Variable Coefficient Std. Error t-Statistic Prob.
C -0.003235 0.004158 -0.778039 0.4368
X1T_1 -1.24E-05 0.000680 -0.018191 0.9855
X2T_1 -1.29E-05 3.92E-05 -0.330351 0.7412
X3T_1 -0.000325 0.000678 -0.478755 0.6323
X4T_1 0.000507 0.000319 1.588558 0.1126
X5T_1 -0.000101 7.29E-05 -1.392561 0.1642
X6T_1 0.001788 0.000812 2.202236 0.0280
X7T_1 0.001002 0.001755 0.570974 0.5682
X8T_1 3.22E-05 0.000119 0.270058 0.7872
X9T_1 0.013098 0.019859 0.659560 0.5097
Effects Specification
S.D. Rho
Cross-section random 0.047835 0.2771
Idiosyncratic random 0.077263 0.7229
Weighted Statistics
R-squared 0.009095 Mean dependent var -0.001714
Adjusted R-squared -0.002908 S.D. dependent var 0.078872
S.E. of regression 0.078987 Sum squared resid 4.635549
F-statistic 0.757740 Durbin-Watson stat 2.265336
Prob(F-statistic) 0.655805
Unweighted Statistics
R-squared 0.009783 Mean dependent var -0.002492
Sum squared resid 6.636322 Durbin-Watson stat 1.582364
Correlated Random Effects - Hausman Test
Equation: Untitled
Test cross-section random effects
Test Summary
Chi-Sq.
Statistic Chi-Sq. d.f. Prob.
Cross-section random 49.672538 9 0.0000
Phươngtrình 4.5.2 (độtrễ 2 năm)
Variance Inflation Factors
Date: 06/01/15 Time: 20:22
Coefficient Uncentered Centered
Variable Variance VIF VIF
C 1.34E-05 1.093829 NA
X1T_1 1.63E-06 1.098508 1.093901
X2T_1 3.41E-09 2.925741 2.920760
X3T_1 1.58E-06 2.112056 2.099664
X4T_1 1.47E-07 1.567429 1.567407
X5T_1 7.10E-09 2.923204 2.921645
X6T_1 2.60E-06 3.067228 3.062307
X7T_1 4.70E-06 1.338665 1.335399
X8T_1 3.06E-08 1.159190 1.157723
X9T_1 0.000542 1.187655 1.136799
X1T_2 2.16E-06 1.105055 1.104461
X2T_2 2.35E-09 2.954314 2.935416
X3T_2 7.81E-07 2.867728 2.844440
X4T_2 4.29E-07 19.21919 19.19113
X5T_2 1.28E-08 20.48768 20.43789
X6T_2 1.34E-06 18.60896 18.56288
X7T_2 8.44E-06 1.485113 1.476364
X8T_2 6.31E-08 1.365729 1.365184
X9T_2 0.000640 1.199456 1.185506
OLS model
Dependent Variable: CFOT
Method: Least Squares
Date: 06/01/15 Time: 20:21
Included observations: 852
Variable Coefficient Std. Error t-Statistic Prob.
C -0.005139 0.003658 -1.404540 0.1606
X1T_1 0.000413 0.001275 0.323990 0.7460
X2T_1 -3.84E-05 5.84E-05 -0.657214 0.5113
X3T_1 0.000213 0.001258 0.169641 0.8653
X4T_1 0.001206 0.000384 3.140127 0.0018
X5T_1 -0.000162 8.43E-05 -1.925468 0.0546
X6T_1 0.003652 0.001613 2.264298 0.0239
X7T_1 0.001896 0.002168 0.874817 0.3820
X8T_1 2.90E-05 0.000175 0.165597 0.8685
X9T_1 0.056876 0.023283 2.442848 0.0148
X1T_2 3.36E-05 0.001469 0.022867 0.9818
X2T_2 2.11E-05 4.85E-05 0.436237 0.6628
X3T_2 -0.000450 0.000883 -0.509624 0.6105
X4T_2 -0.003552 0.000655 -5.423725 0.0000
X5T_2 2.12E-05 0.000113 0.187109 0.8516
X6T_2 -0.006307 0.001157 -5.451233 0.0000
X7T_2 0.000257 0.002906 0.088586 0.9294
X8T_2 5.05E-05 0.000251 0.200975 0.8408
X9T_2 0.061242 0.025296 2.420989 0.0157
R-squared 0.081160 Mean dependent var -0.002802
Adjusted R-squared 0.057499 S.D. dependent var 0.096549
S.E. of regression 0.093733 Akaike info criterion -1.870637
Sum squared resid 6.141268 Schwarz criterion -1.749532
Log likelihood 690.5585 Hannan-Quinn criter. -1.823878
F-statistic 3.430114 Durbin-Watson stat 1.588680
Prob(F-statistic) 0.000002
Heteroskedasticity Test: Breusch-Pagan-Godfrey
F-statistic 1.940924 Prob. F(18,699) 0.0110
Obs*R-squared 34.17803 Prob. Chi-Square(18) 0.0120
Scaled explained SS 816.7595 Prob. Chi-Square(18) 0.0000
FE model
Dependent Variable: CFOT
Method: Panel Least Squares
Date: 06/01/15 Time: 20:14
Variable Coefficient Std. Error t-Statistic Prob.
C -0.002177 0.002960 -0.735435 0.4625
X1T_1 0.000225 0.001177 0.191109 0.8485
X2T_1 -9.80E-05 4.82E-05 -2.030584 0.0429
X3T_1 0.000180 0.001019 0.176653 0.8599
X4T_1 0.001132 0.000336 3.373981 0.0008
X5T_1 -0.000414 9.19E-05 -4.506424 0.0000
X6T_1 0.005206 0.001441 3.611733 0.0003
X7T_1 -0.000538 0.001862 -0.289039 0.7727
X8T_1 -2.30E-05 0.000160 -0.143273 0.8861
X9T_1 -0.055162 0.021865 -2.522853 0.0120
X1T_2 0.000223 0.001555 0.143416 0.8860
X2T_2 5.97E-05 5.36E-05 1.112614 0.2665
X3T_2 0.001788 0.001338 1.336823 0.1820
X4T_2 -0.008647 0.000752 -11.49227 0.0000
X5T_2 -0.000131 0.000115 -1.135668 0.2567
X6T_2 -0.005951 0.002869 -2.074271 0.0386
X7T_2 -0.001585 0.003372 -0.470002 0.6386
X8T_2 -0.000340 0.000296 -1.149404 0.2510
X9T_2 -0.053952 0.025954 -2.078752 0.0382
Effects Specification
Cross-section fixed (dummy variables)
Period fixed (dummy variables)
R-squared 0.705858 Mean dependent var -0.002802
Adjusted R-squared 0.518494 S.D. dependent var 0.096549
S.E. of regression 0.066996 Akaike info criterion -2.282667
Sum squared resid 1.965961 Schwarz criterion -0.497971
Log likelihood 1099.478 Hannan-Quinn criter. -1.593588
F-statistic 3.767306 Durbin-Watson stat 2.129597
Prob(F-statistic) 0.000000
RE model
Dependent Variable: CFOT
Method: Panel EGLS (Cross-section random effects)
Date: 06/01/15 Time: 20:15
Total panel observations: 852
Swamy and Arora estimator of component variances
Variable Coefficient Std. Error t-Statistic Prob.
C -0.002516 0.004509 -0.558003 0.5770
X1T_1 0.000433 0.001041 0.415880 0.6776
X2T_1 -4.59E-05 4.46E-05 -1.028213 0.3042
X3T_1 0.000278 0.000957 0.290005 0.7719
X4T_1 0.001297 0.000310 4.186862 0.0000
X5T_1 -0.000225 7.10E-05 -3.163667 0.0016
X6T_1 0.004107 0.001302 3.154181 0.0017
X7T_1 0.000485 0.001741 0.278717 0.7805
X8T_1 -7.89E-06 0.000142 -0.055414 0.9558
X9T_1 0.006954 0.018821 0.369484 0.7119
X1T_2 -6.19E-05 0.001304 -0.047456 0.9622
X2T_2 2.55E-05 4.34E-05 0.589125 0.5560
X3T_2 -0.000607 0.000784 -0.775099 0.4385
X4T_2 -0.005545 0.000597 -9.284136 0.0000
X5T_2 -6.33E-08 9.72E-05 -0.000651 0.9995
X6T_2 -0.009538 0.001050 -9.083668 0.0000
X7T_2 0.000349 0.002713 0.128711 0.8976
X8T_2 -0.000128 0.000233 -0.549340 0.5829
X9T_2 0.015677 0.021652 0.724056 0.4693
Effects Specification
S.D. Rho
Cross-section random 0.057161 0.4195
Idiosyncratic random 0.067239 0.5805
Weighted Statistics
R-squared 0.138429 Mean dependent var -0.001619
Adjusted R-squared 0.116242 S.D. dependent var 0.075483
S.E. of regression 0.070960 Sum squared resid 3.519645
F-statistic 6.239357 Durbin-Watson stat 2.035124
Prob(F-statistic) 0.000000
Unweighted Statistics
R-squared 0.047992 Mean dependent var -0.002802
Sum squared resid 6.362956 Durbin-Watson stat 1.125721
Correlated Random Effects - Hausman Test
Equation: Untitled
Test cross-section random effects
Test Summary
Chi-Sq.
Statistic Chi-Sq. d.f. Prob.
Cross-section random 100.771126 18 0.0000
Chạy stepwise với độtrễ 1 năm
Dependent Variable: CFOT
Method: Stepwise Regression
Date: 06/01/15 Time: 20:18
Included observations: 852
No always included regressors
Number of search regressors: 9
Selection method: Stepwise forwards
Stopping criterion: p-value forwards/backwards = 0.5/0.5
Note: final equation sample is larger than stepwise sample (rejected
regressors contain missing values)
Variable Coefficient Std. Error t-Statistic Prob.*
X9T_1 0.044512 0.020102 2.214336 0.0271
X7T_1 0.002188 0.001824 1.199343 0.2307
X8T_1 9.46E-05 0.000123 0.770661 0.4411
R-squared 0.010202 Mean dependent var -0.002550
Adjusted R-squared 0.007806 S.D. dependent var 0.090441
S.E. of regression 0.090087 Akaike info criterion -1.972460
Sum squared resid 6.703602 Schwarz criterion -1.955379
Log likelihood 820.5849 Hannan-Quinn criter. -1.965910
Durbin-Watson stat 1.743085
Selection Summary
Added X9T_1
Added X7T_1
Added X8T_1
*Note: p-values and subsequent tests do not account for stepwise
selection.
Chạy stepwise với độtrễ 2 năm
Dependent Variable: CFOT
Method: Stepwise Regression
Date: 06/01/15 Time: 20:17
Included observations: 852
No always included regressors
Number of search regressors: 18
Selection method: Stepwise forwards
Stopping criterion: p-value forwards/backwards = 0.5/0.5
Note: final equation sample is larger than stepwise sample (rejected
regressors contain missing values)
Variable Coefficient Std. Error t-Statistic Prob.*
X9T_2 0.059124 0.023008 2.569681 0.0104
X9T_1 0.050371 0.021456 2.347657 0.0192
X4T_2 -0.003586 0.000553 -6.489955 0.0000
X6T_2 -0.006108 0.000986 -6.192792 0.0000
X4T_1 0.001174 0.000379 3.094078 0.0021
X6T_1 0.003782 0.001406 2.690500 0.0073
X5T_1 -0.000139 7.40E-05 -1.881405 0.0603
X7T_1 0.002128 0.001886 1.128211 0.2596
R-squared 0.077777 Mean dependent var -0.002593
Adjusted R-squared 0.068736 S.D. dependent var 0.096355
S.E. of regression 0.092985 Akaike info criterion -1.901742
Sum squared resid 6.173375 Schwarz criterion -1.850971
Log likelihood 694.5288 Hannan-Quinn criter. -1.882144
Durbin-Watson stat 1.579891
Selection Summary
Added X9T_2
Added X9T_1
Added X4T_2
Added X6T_2
Added X4T_1
Added X6T_1
Added X5T_1
Added X7T_1
*Note: p-values and subsequent tests do not account for stepwise
selection.