Learning analytics of the relationships among self-regulated learning, learning behaviors, and learning performance

Yamada, Masanori; Shimada, Atsushi; Okubo, Fumiya; Oi, Misato; Kojima, Kentaro; Ogata, Hiroaki

doi:10.1186/s41039-017-0053-9

Research and Practice in Technology Enhanced Learning

Table 5 The results of the correlation analysis (Spearman’s rho) for high performer data (N = 14)

From: Learning analytics of the relationships among self-regulated learning, learning behaviors, and learning performance

	1	2	3	4	5	6-1	6-2	6-3	6-4	6-5	6-6	6-7	6-8	6-9	6-10	6-11	6-12	7	8
1: Self-efficacy	1.000
2: Intrinsic value	0.732	1.000
3: Cognitive learning strategies	0.555	0.720	1.000
4: Self-regulation	0.518	0.642	0.705	1.000
5: Test anxiety	0.090	0.285	−0.047	−0.054	1.000
6: Slide
6-1: All	−0.197	0.183	−0.101	−0.090	−0.053	1.000
6-2: 10–59 s	−0.117	0.152	−0.223	−0.106	−0.007	0.934	1.000
6-3: 60–119 s	0.075	0.322	−0.046	−0.138	−0.055	0.899	0.868	1.000
6-4: 120–179 s	−0.077	0.095	−0.207	−0.340	−0.134	0.786	0.731	0.856	1.000
6-5: 180–239 s	−0.196	0.024	−0.197	−0.137	0.275	0.865	0.808	0.823	0.880	1.000
6-6: 240–299 s	−0.116	0.230	0.025	−0.174	−0.102	0.857	0.722	0.874	0.907	0.825	1.000
6-7: 300–359 s	−0.098	−0.117	−0.452	−0.433	−0.198	0.563	0.676	0.744	0.777	0.677	0.586	1.000
6-8: 360–419 s	−0.178	0.207	−0.136	−0.185	0.355	0.705	0.723	0.719	0.449	0.474	0.569	0.471	1.000
6-9: 420–479 s	−0.470	0.025	−0.222	−0.085	0.270	0.759	0.727	0.606	0.457	0.520	0.578	0.440	0.761	1.000
6-10: 480–539 s	−0.277	0.154	0.034	−0.112	0.192	0.745	0.597	0.561	0.450	0.446	0.635	0.101	0.603	0.687	1.000
6-11: 540–599 s	−0.151	0.117	−0.157	−0.306	−0.001	0.598	0.453	0.742	0.652	0.601	0.745	0.543	0.606	0.745	0.472	1.000
6-12: Over 600 s	−0.300	0.088	−0.208	−0.165	0.228	0.669	0.709	0.627	0.567	0.477	0.574	0.622	0.704	0.883	0.584	0.384	1.000
7: Marker	0.114	0.177	0.232	0.403	0.060	−0.124	−0.029	−0.232	−0.250	0.011	−0.335	−0.222	−0.222	−0.169	−0.389	−0.483	−0.261	1.000
8: Annotation	0.341	0.473	0.636	0.300	0.152	−0.352	−0.427	−0.318	−0.423	−0.468	−0.320	−0.554	−0.312	−0.377	0.029	−0.233	−0.374	0.334	1.000

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