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. 2021 Jan 5;11:608949. doi: 10.3389/fpsyg.2020.608949

TABLE 3B.

Multilevel path model: Step 3—Boarding, background attributes, personality, and interactions predicting motivation, engagement, and achievement.

Domain−general academic motivation and engagement
Science motivation and achievement
Positive motivation Negative motivation Positive engagement Negative engagement Positive motivation Negative motivation Positive engagement Negative engagement Achievement
Level 1 (students)
Boarding 0.05** −0.01 0.08*** −0.09** 0.01 0.01 0.04 0.01 −0.04
Age −0.09** 0.04* −0.13*** 0.18*** −0.16*** 0.04 −0.16*** 0.19*** −0.04
Gender (M/FM) −0.01 0.01 −0.05 0.03* 0.01 0.06 0.02 0.04 −0.07
Socio−economic status (SES) 0.04 −0.03** −0.02 −0.01 −0.04* −0.02 −0.06*** 0.07*** −0.06**
Non−English Speaking (NESB) 0.01 0.07*** 0.02 −0.01 0.02 0.03 0.02 0.03* 0.04
Indigenous 0.01 0.02 −0.01 0.04 0.01 −0.02 0.01 −0.01 −0.02
Parent education 0.01 0.01 −0.01 0.01 0.03 0.02 0.01 −0.01 0.08***
Prior achievement 0.11*** −0.15*** 0.11*** −0.10** 0.17*** −0.21*** 0.12*** −0.19*** 0.38***
Neuroticism −0.04** 0.50*** 0.05** 0.31*** −0.01 0.38*** −0.01 0.11*** −0.04
Openness 0.31*** −0.02 0.22*** −0.02 0.30*** −0.08*** 0.22*** −0.19*** 0.07
Conscientiousness 0.21*** 0.01 0.34*** −0.19*** 0.11*** −0.07 0.23*** −0.19*** 0.04
Agreeableness 0.14*** −0.03 0.07* 0.05* 0.07* −0.02 0.05* −0.06 0.04
Extraversion 0.06** 0.05 0.08* −0.02 0.01 0.05 0.07** 0.03 −0.08***
Board × Age 0.01 0.02 0.01 0.01 −0.01 −0.01 0.01 −0.01 −0.02
Board × Gender −0.02 −0.01 −0.01 −0.03 0.01 0.01 0.03 0.01 −0.06***
Board × SES 0.01 0.02 0.04 −0.04 0.02 0.03 0.05 −0.07*** 0.07*
Board × NESB 0.03 0.01 0.01 0.03** 0.03** −0.02*** 0.04*** 0.02 0.01
Board × Indigenous −0.01 −0.02 0.01 0.01 0.01 −0.01 −0.01 0.01 −0.04**
Board × Parent education 0.05 0.01 0.03 −0.01 0.03 −0.02 0.03 −0.04 0.01
Board × Prior achieve −0.03* 0.03 −0.01 −0.01 −0.02 0.05 −0.01 0.04 −0.04**
Board × Neuroticism 0.02 0.02 0.01 0.01 0.02 0.01 0.01 0.01 −0.01
Board × Openness −0.01 −0.04*** −0.03 0.02 −0.01 0.01 −0.02 −0.01 −0.02
Board × Conscientious −0.01 0.06** −0.01 0.10*** 0.01 −0.01 0.02 0.02 −0.01
Board × Agree 0.02*** −0.01 0.01 −0.04 −0.02 −0.01 −0.03 0.04 0.05
Board × Extraversion 0.03** 0.02 0.03 −0.02 0.03 0.01 0.01 −0.02 −0.01
Level 2 (Classrooms)
Boarding −0.06 0.14 −0.14 0.10 −0.16
Explained variance
Level 1 R2 0.38*** 0.30*** 0.37*** 0.23*** 0.26*** 0.26*** 0.28*** 0.26*** 0.21***
Level 2 R2 < 0.01 0.02 0.02 0.01 0.03

*p < 0.05, **p < 0.05, ***p < 0.001. Our study employed a doubly latent approach to model boarding at L1 and L2, but for completeness we ran a Step 3 model where boarding at L1 was a raw score and boarding at L2 was a cluster (class) aggregate of this L1 raw score. The same pattern of L1 and L2 boarding effects were found: L1 boarding status → domain-general positive motivation, β = 0.05, p < 0.01; L1 boarding status → domain-general negative motivation, β = −0.02, p = 0.626; L1 boarding status → domain-general positive engagement, β = 0.08, p < 0.001; L1 boarding status → domain-general negative engagement, β = −0.10, p < 0.01; L1 boarding status → science positive motivation, β = 0.01, p = 0.811; L1 boarding status → science negative motivation, β = 0.01, p = 0.471; L1 boarding status → science positive engagement, β = 0.03, p = 0.429; L1 boarding status → science negative engagement, β = 0.02, p = 0.528; L1 boarding status → science achievement, β = −0.03, p = 0.193; L2 boarding status → science positive motivation, β = −0.12, p = 0.141; L2 boarding status → science negative motivation, β = −0.06, p = 0.832; L2 boarding status → science positive engagement, β = −0.06, p = 0.638; L2 boarding status → science negative engagement, β = −0.01, p = 0.949; L2 boarding status → science achievement, β = −0.20, p = 0.122.