Table 2 Correlated factor solution for multivariate genetic analyses, showing phenotypic correlations (rPh), genetic correlations (rG), shared-environmental (rC) and non-shared environmental (rE) correlations between intelligence and GCSE exam grades, with 95% confidence intervals in parentheses.
From: Pleiotropy across academic subjects at the end of compulsory education
Intelligence | English | Mathematics | Science | Humanities | Second language | Art | Business informatics | |
---|---|---|---|---|---|---|---|---|
r Ph | ||||||||
Intelligence | 1 | |||||||
English | 0.52 (0.50–0.54) | 1 | ||||||
Mathematics | 0.56 (0.53–0.58) | 0.69 (0.69–0.70) | 1 | |||||
Science | 0.48 (0.46–0.51) | 0.66 (0.65–0.67) | 0.71 (0.70–0.72) | 1 | ||||
Humanities | 0.48 (0.45–0.50) | 0.77 (0.76–0.78) | 0.69 (0.68–0.70) | 0.67 (0.66–0.69) | 1 | |||
Second language | 0.48 (0.45–0.51) | 0.71 (0.70–0.73) | 0.67 (0.65–0.68) | 0.63 (0.62–0.65) | 0.68 (0.66–0.69) | 1 | ||
Art | 0.36 (0.33–0.39) | 0.57 (0.55–0.59) | 0.50 (0.48–0.52) | 0.49 (0.46–0.51) | 0.57 (0.55–0.59) | 0.53 (0.50–0.55) | 1 | |
Business informatics | 0.44 (0.40–0.47) | 0.62 (0.60–0.63) | 0.63 (0.61–0.64) | 0.58 (0.56–0.60) | 0.62 (0.60–0.63) | 0.57 (0.55–0.60) | 0.49 (0.46–0.51) | 1 |
r G | ||||||||
Intelligence | 1 | |||||||
English | 0.65 (0.57–0.75) | 1 | ||||||
Mathematics | 0.69 (0.62–0.76) | 0.73 (0.70–0.75) | 1 | |||||
Science | 0.61 (0.51–0.73) | 0.73 (0.69–0.78) | 0.78 (0.75–0.82) | 1 | ||||
Humanities | 0.58 (0.48–0.69) | 0.88 (0.84–0.92) | 0.74 (0.71–0.78) | 0.75 (0.70–0.80) | 1 | |||
Second language | 0.59 (0.49–0.71) | 0.83 (0.78–0.88) | 0.72 (0.71–0.76) | 0.68 (0.62–0.74) | 0.76 (0.70–0.83) | 1 | ||
Art | 0.44 (0.31–0.60) | 0.65 (0.58–0.73) | 0.56 (0.49–0.64) | 0.51 (0.49–0.61) | 0.62 (0.54–0.71) | 0.56 (0.48–0.67) | 1 | |
Business informatics | 0.56 (0.44–0.72) | 0.72 (0.64–0.81) | 0.70 (0.63–0.77) | 0.70 (0.60–0.80) | 0.69 (0.61–0.78) | 0.64 (0.54–0.75) | 0.59 (0.43–0.75) | 1 |
r C | ||||||||
Intelligence | 1 | |||||||
English | 0.79 (0.41–0.82) | 1 | ||||||
Mathematics | 0.88 (0.51–1.00) | 0.98 (0.93–1.00) | 1 | |||||
Science | 0.85 (0.41–1.00) | 0.84 (0.74–0.93) | 0.91 (0.84–0.91) | 1 | ||||
Humanities | 0.94 (0.54–0.94) | 0.91 (0.84–0.97) | 0.95 (0.90–1.00) | 0.90 (0.80–0.98) | 1 | |||
Second language | 0.93 (0.46–1.00) | 0.83 (0.71–0.93) | 0.88 (0.77–0.88) | 0.89 (0.77–0.89) | 0.90 (0.78–0.97) | 1 | ||
Art | 0.82 (0.25–1.00) | 0.81 (0.63–0.88) | 0.83 (0.62–1.00) | 0.87 (0.65–1.00) | 0.91 (0.73–1.00) | 0.91 (0.70–1.00) | 1 | |
Business informatics | 0.94 (0.40–1.00) | 0.79 (0.79–0.96) | 0.86 (0.71–0.90) | 0.71 (0.54–0.71) | 0.89 (0.73–1.00) | 0.79 (0.58–0.96) | 0.66 (0.35–0.98) | 1 |
r E | ||||||||
Intelligence | 1 | |||||||
English | 0.19 (0.12–0.25) | 1 | ||||||
Mathematics | 0.21 (0.19–0.27) | 0.26 (0.22–0.30) | 1 | |||||
Science | 0.16 (0.08–0.23) | 0.27 (0.23–0.31) | 0.32 (0.28–0.36) | 1 | ||||
Humanities | 0.17 (0.09–0.24) | 0.35 (0.31–0.39) | 0.29 (0.25–0.33) | 0.28 (0.23–0.32) | 1 | |||
Second language | 0.15 (0.06–0.18) | 0.23 (0.18–0.28) | 0.31 (0.25–0.36) | 0.26 (0.20–0.31) | 0.22 (0.16–0.27) | 1 | ||
Art | 0.10 (0.01–0.20) | 0.18 (0.12–0.24) | 0.10 (0.10–0.16) | 0.14 (0.14–0.20) | 0.20 (0.13–0.27) | 0.12 (0.04–0.20) | 1 | |
Business informatics | 0.09 (–0.01–0.19) | 0.21 (0.14–0.26) | 0.27 (0.21–0.33) | 0.23 (0.16–0.26) | 0.23 (0.21–0.29) | 0.24 (0.15–0.33) | 0.17 (0.06–0.28) | 1 |