A study on the design of a quantitative model for building the academic culture of financial aid recipients in a new quality productivity environment

Path analysis

DV	IV	Unnormalized coefficient		Normalized coefficient	t	Sig.	R^2
		B	SE	Beta
Teacher	Cons.	2.270	0.128		16.710	0.000	0.303
	Imburse	0.507	0.027	0.551	16.760	0.000
Individual	Cons.	0.347	0.177		1.923	0.048	0.392
	Imburse	0.250	0.071	0.188	5.961	0.000
	Teacher	0.578	0.034	0.469	12.777	0.000
Academic ethos	Cons.	1.013	0.177		5.539	0.000	0.331
	Individual	0.414	0.040	0.432	10.753	0.000
	Teacher	0.247	0.060	0.222	5.077	0.000

Comparison of indirect effects

Comparison of indirect effects	Point Estimate	Product of coef.		Bootstrapping
				Bias-Corrected 95%CI		Percentile 95%CI
		SE	Z	Lower	Upper	Lower	Upper
ind1	0.139	0.018	6.640	0.074	0.169	0.048	0.153
ind2	0.110	0.039	3.699	0.096	0.164	0.066	0.177
ind3	0.139	0.017	4.219	0.056	0.200	0.068	0.202
ind1-ind2	0.018	0.051	0.619	-0.059	0.076	-0.071	0.095
ind1-ind3	0.013	0.017	0.027	-0.088	0.117	-0.074	0.087
ind2-ind3	-0.029	0.046	-0.418	-0.129	0.062	-0.116	0.055

Table of Load Factor after Rotation

Name	Factor load factor					Communality
	Factor 1	Factor 2	Factor 3	Factor 4	Factor 5
Q1	0.289	0.388	0.701	0.184	0.105	0.825
Q2	0.332	0.400	0.765	0.143	0.017	0.804
Q3	0.248	0.287	0.795	0.199	0.126	0.774
Q4	0.410	0.247	0.690	0.178	0.077	0.695
Q5	0.210	0.388	0.677	0.239	0.174	0.738
Q6	0.183	0.394	0.756	0.174	0.199	0.785
Q7	0.166	0.354	0.692	0.283	0.229	0.748
Q8	0.224	0.863	0.374	0.161	0.119	0.928
Q9	0.252	0.783	0.331	0.190	0.118	0.882
Q10	0.173	0.809	0.328	0.201	0.165	0.877
Q11	0.211	0.742	0.357	0.175	0.199	0.852
Q12	0.151	0.800	0.267	0.162	0.208	0.835
Q13	0.209	0.822	0.288	0.144	0.183	0.825
Q14	0.637	0.278	0.221	0.286	0.395	0.817
Q15	0.642	0.212	0.276	0.327	0.265	0.718
Q16	0.688	0.218	0.271	0.327	0.355	0.789
Q17	0.661	0.303	0.267	0.218	0.216	0.734
Q18	0.373	0.317	0.193	0.126	0.742	0.880
Q19	0.412	0.277	0.178	0.100	0.707	0.822
Q20	0.576	0.315	0.194	0.193	0.585	0.853
Q21	0.785	0.178	0.253	0.262	0.253	0.851
Q22	0.809	0.245	0.217	0.273	0.245	0.830
Q23	0.813	0.182	0.241	0.345	0.189	0.828
Q24	0.822	0.173	0.218	0.263	0.109	0.843
Q25	0.459	0.170	0.202	0.731	-0.093	0.763

Factor analysis test

NO.	Eigenvalue			Explained variance ratio before rotation			Explained variance ratio after rotation
	EV	CVE%	C.P.%	EV	CVE%	C.P.%	EV	CVE%	C.P.%
1	17.747	58.838	58.838	17.747	58.838	58.838	6.264	21.806	21.806
2	2.731	9.231	68.069	2.731	9.231	68.069	5.632	18.846	40.6525
3	1.502	5.232	73.301	1.502	5.232	73.301	5.223	17.585	58.2379
4	1.236	3.947	77.249	1.236	3.947	77.249	3.935	12.657	70.8954
5	0.864	2.838	80.086	0.864	2.838	80.086	2.717	9.474	80.3694
6	0.851	2.222	82.309
7	0.691	1.998	84.307
8	0.508	1.354	85.661
9	0.492	1.270	86.931
10	0.251	1.230	88.161

The proportion of the relative effect of the intermediary effect

	Effect value	Bootstrapping				Relative effect
		Bias-Corrected 95%CI		Percentile 95%CI
		Lower	Upper	Lower	Upper
Total effect	0.323	0.310	0.490	0.300	0.476
Ind1	0.092	0.097	0.184	0.093	0.171	37.89%
Ind2	0.102	0.054	0.149	0.031	0.147	30.17%
Ind3	0.122	0.064	0.183	0.062	0.165	35.67%

The test result of the mediating effect

Path	Point estimation	Product of coef.		Bootstrapping
				Bias-Corrected 95%CI		Percentile 95%CI
		SE	Z	Lower	Upper	Lower	Upper
Indirect effect
Imb.→teac.→stu.	0.321	0.056	8.118	0.238	0.391	0.236	0.361
Imb.→teac.→stu.→AE	0.135	0.046	6.652	0.099	0.196	0.094	0.164
Imb.→stu.→AE	0.097	0.022	3.704	0.069	0.194	0.059	0.191
Teac.→stu.→AE	0.272	0.019	7.350	0.190	0.328	0.208	0.320
Imb.→teac.→AE	0.095	0.042	4.180	0.087	0.182	0.085	0.217
Total effect
Imb.→stu.	0.549	0.037	12.047	0.461	0.647	0.435	0.689
Imb.→AE	0.380	0.048	10.576	0.277	0.391	0.308	0.425
Teac.→AE	0.491	0.010	10.216	0.378	0.574	0.461	0.581
Direct effect
Imb.→stu.	0.211	0.060	4.816	0.168	0.370	0.146	0.373
Imb.→AE	0.202	0.020	4.044	0.140	0.305	0.127	0.319
Teac.→AE	0.265	0.060	4.568	0.135	0.335	0.150	0.360

Multivariate linear regression analysis results

DV	IV	Unnormalized coefficient		Normalized coefficient	t	Sig.	Common linear statistics	R2
		B	SE	Beta			VIF
Academic ethos	Cons.	0.691	0.150		3.649	0.000		0.480
	S	0.002	0.026	0.013	0.574	0.544	1.936
	b	0.051	0.046	0.065	1.638	0.081	2.262
	c	0.126	0.055	0.200	4.659**	0.000	2.197
	d	0.081	0.041	0.103	2.121*	0.037	2.084
	e	0.114	0.025	0.159	3.414**	0.001	2.421
	f	0.032	0.060	0.037	0.661	0.526	2.386
	g	0.038	0.032	0.052	1.215	0.226	2.011
	h	0.017	0.029	-0.023	-0.298	0.791	2.485
	i	0.018	0.030	-0.037	-0.833	0.416	1.684
	j	0.064	0.032	0.058	1.288	0.184	2.520
	k	0.037	0.048	0.021	0.453	0.647	2.436
	l	0.014	0.048	0.010	0.523	0.592	2.139
	m	0.056	0.033	0.047	1.055	0.277	2.521
	n	0.139	0.032	0.149	3.239**	0.000	2.042
	o	0.064	0.055	-0.072	-1.466	0.150	2.532
	p	0.017	0.030	0.029	0.335	0.734	2.310
	q	-0.004	0.060	0.026	0.126	0.931	2.638
	r	0.045	0.047	-0.057	-1.046	0.291	2.276
	s	-0.004	0.034	0.103	2.523*	0.018	1.896
	t	0.015	0.048	0.055	1.297	0.208	1.999
	u	0.036	0.033	-0.045	-1.029	0.303	2.216
	v	0.094	0.040	-0.093	1.971*	0.036	2.515
	w	0.058	0.049	-0.024	-0.413	0.683	1.383
	x	0.028	0.028	0.084	1.901*	0.041	1.428