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Table 4 Bias-corrected bootstrapped confident intervals of the total, direct and indirect effects among latent variables

From: What rationale would work? Unfolding the role of learners’ attitudes and motivation in predicting learning engagement and perceived learning outcomes in MOOCs

Mediation path

B

SE

95% CI for indirect effect

(INV → MV → DV)

  

BootLLCI

BootULCI

AT → LENG

Total effect

0.529***

0.057

0.414

0.655

 

Total direct

0.144*

0.057

0.023

0.288

 

Total indirect:

0.385***

0.047

0.301

0.510

 

Specific 1: AT → IV → LENG

0.393***

0.045

0.316

0.510

 

Specific 2: AT → TE → LENG

− 0.008

0.009

− 0.036

0.005

SE → LENG

Total effect

0.582***

0.053

0.472

0.711

 

Total direct

0.197**

0.057

0.088

0.335

 

Total indirect:

0.385***

0.047

0.295

0.501

 

Specific 1: SE → IV → LENG

0.384***

0.046

0.292

0.497

 

Specific 2: SE → TE → LENG

0.001

0.006

− 0.007

0.028

AT → PLO

Total effect

0.541***

0.055

0.424

0.673

 

Total direct

0.214***

0.059

0.109

0.384

 

Total indirect:

0.327***

0.047

0.237

0.450

 

Specific 1: AT → IV → PLO

0.337***

0.044

0.254

0.451

 

Specific 2: AT → TE → PLO

− 0.010

0.010

− 0.038

0.006

SE → PLO

Total effect

0.571***

0.052

0.468

0.708

 

Total direct

0.231***

0.056

0.116

0.389

 

Total indirect:

0.340***

0.045

0.254

0.450

 

Specific 1: SE → IV → PLO

0.339***

0.043

0.257

0.448

 

Specific 2: SE → TE → PLO

0.001

0.006

− 0.008

0.023

  1. INV = Independent variable, MV = Mediating variable, DV = Dependent variable, AT = Attitudes, SE = Self-efficacy, IV = Intrinsic value, TE = Task effort cost, LENG = Learning engagement, PLO = Perceived learning outcomes. B indicates the strength of the indirect effect. ***p < 0.001. **p < 0.01. *p < 0.05