Simulated frequency counts of 9 self-regulated learning (SRL) strategies for 250 university students. Strategies are grouped into three clusters: metacognitive (Planning, Monitoring, Evaluating), cognitive (Elaboration, Organization, Rehearsal), and resource management (Help_Seeking, Time_Mgmt, Effort_Reg). Within-cluster correlations are moderate (0.3–0.6), cross-cluster correlations are weaker.
Format
A data frame with 250 rows and 9 columns. Each column is an integer count of how often the student used that strategy.
Examples
net <- build_network(srl_strategies, method = "glasso",
params = list(gamma = 0.5))
net
#> Partial Correlation Network (EBICglasso) [undirected]
#> Sample size: 250
#> Weights: [0.020, 0.325] | +13 / -0 edges
#>
#> Weight matrix:
#> Planning Monitoring Evaluating Elaboration Organization Rehearsal
#> Planning 0.000 0.229 0.130 0.000 0.000 0.000
#> Monitoring 0.229 0.000 0.300 0.039 0.000 0.000
#> Evaluating 0.130 0.300 0.000 0.000 0.154 0.000
#> Elaboration 0.000 0.039 0.000 0.000 0.262 0.158
#> Organization 0.000 0.000 0.154 0.262 0.000 0.152
#> Rehearsal 0.000 0.000 0.000 0.158 0.152 0.000
#> Help_Seeking 0.000 0.000 0.000 0.000 0.000 0.000
#> Time_Mgmt 0.130 0.000 0.000 0.000 0.000 0.000
#> Effort_Reg 0.000 0.000 0.093 0.000 0.000 0.000
#> Help_Seeking Time_Mgmt Effort_Reg
#> Planning 0.000 0.130 0.000
#> Monitoring 0.000 0.000 0.000
#> Evaluating 0.000 0.000 0.093
#> Elaboration 0.000 0.000 0.000
#> Organization 0.000 0.000 0.000
#> Rehearsal 0.000 0.000 0.000
#> Help_Seeking 0.000 0.065 0.020
#> Time_Mgmt 0.065 0.000 0.325
#> Effort_Reg 0.020 0.325 0.000
#>
#> Predictability (R²):
#> Monitoring 0.173 ████████████████████████████████████████
#> Evaluating 0.173 ████████████████████████████████████████
#> Organization 0.137 ████████████████████████████████
#> Time_Mgmt 0.133 ███████████████████████████████
#> Effort_Reg 0.122 ████████████████████████████
#> Planning 0.119 ████████████████████████████
#> Elaboration 0.115 ██████████████████████████
#> Rehearsal 0.067 ███████████████
#> Help_Seeking 0.006 █
#>
#> Gamma: 0.50 | Lambda: 0.1319