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.