ANOVA - Enjoyment Rating of Outlander | |||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Sum of Squares | df | Mean Square | F | p | η² | η²p | ω² | ||||||||||
Book Reading | 3.333 | 1 | 3.333 | 12.500 | 0.00169 | 0.089 | 0.342 | 0.081 | |||||||||
Episodes Per Sitting | 25.867 | 2 | 12.933 | 48.500 | 3.71e-9 | 0.690 | 0.802 | 0.671 | |||||||||
Book Reading ✻ Episodes Per Sitting | 1.867 | 2 | 0.933 | 3.500 | 0.04637 | 0.050 | 0.226 | 0.035 | |||||||||
Residuals | 6.400 | 24 | 0.267 | ||||||||||||||
[3] |
Post Hoc Comparisons - Book Reading ✻ Episodes Per Sitting | |||||||||||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Comparison | 95% Confidence Interval | ||||||||||||||||||||||||
Book Reading | Episodes Per Sitting | Book Reading | Episodes Per Sitting | Mean Difference | SE | df | t | p | Cohen's d | Lower | Upper | ||||||||||||||
Have read the book | One episode | - | Have read the book | Several episodes | -0.400 | 0.327 | 24.000 | -1.225 | 0.23256 | -0.775 | -2.100 | 0.551 | |||||||||||||
- | Have read the book | Entire season | -1.600 | 0.327 | 24.000 | -4.899 | 5.37e-5 | -3.098 | -4.697 | -1.500 | |||||||||||||||
- | Have not read the book | One episode | 1.200 | 0.327 | 24.000 | 3.674 | 0.00119 | 2.324 | 0.846 | 3.801 | |||||||||||||||
- | Have not read the book | Several episodes | 0.400 | 0.327 | 24.000 | 1.225 | 0.23256 | 0.775 | -0.551 | 2.100 | |||||||||||||||
- | Have not read the book | Entire season | -1.600 | 0.327 | 24.000 | -4.899 | 5.37e-5 | -3.098 | -4.697 | -1.500 | |||||||||||||||
Several episodes | - | Have read the book | Entire season | -1.200 | 0.327 | 24.000 | -3.674 | 0.00119 | -2.324 | -3.801 | -0.846 | ||||||||||||||
- | Have not read the book | One episode | 1.600 | 0.327 | 24.000 | 4.899 | 5.37e-5 | -3.098 | -4.697 | -1.500 | |||||||||||||||
- | Have not read the book | Several episodes | 0.800 | 0.327 | 24.000 | 2.449 | 0.02198 | 1.549 | 0.165 | 2.934 | |||||||||||||||
- | Have not read the book | Entire season | -1.200 | 0.327 | 24.000 | -3.674 | 0.00119 | -2.324 | -3.801 | -0.846 | |||||||||||||||
Entire season | - | Have not read the book | One episode | 2.800 | 0.327 | 24.000 | 8.573 | 9.07e-9 | -5.422 | -7.499 | -3.345 | ||||||||||||||
- | Have not read the book | Several episodes | 2.000 | 0.327 | 24.000 | 6.124 | 2.52e-6 | -3.873 | -5.615 | -2.131 | |||||||||||||||
- | Have not read the book | Entire season | 0.000 | 0.327 | 24.000 | 0.000 | 1.00000 | 0.000 | -1.305 | 1.305 | |||||||||||||||
Have not read the book | One episode | - | Have not read the book | Several episodes | -0.800 | 0.327 | 24.000 | -2.449 | 0.02198 | -1.549 | -2.934 | -0.165 | |||||||||||||
- | Have not read the book | Entire season | -2.800 | 0.327 | 24.000 | -8.573 | 9.07e-9 | -5.422 | -7.499 | -3.345 | |||||||||||||||
Several episodes | - | Have not read the book | Entire season | -2.000 | 0.327 | 24.000 | -6.124 | 2.52e-6 | -3.873 | -5.615 | -2.131 | ||||||||||||||
Note. Comparisons are based on estimated marginal means | |||||||||||||||||||||||||
Post Hoc Comparisons - Episodes Per Sitting | |||||||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Comparison | 95% Confidence Interval | ||||||||||||||||||||
Episodes Per Sitting | Episodes Per Sitting | Mean Difference | SE | df | t | p | Cohen's d | Lower | Upper | ||||||||||||
One episode | - | Several episodes | -0.600 | 0.231 | 24.000 | -2.598 | 0.0158 | -1.162 | -2.148 | -0.176 | |||||||||||
- | Entire season | -2.200 | 0.231 | 24.000 | -9.526 | 1.26e-9 | -4.260 | -5.830 | -2.691 | ||||||||||||
Several episodes | - | Entire season | -1.600 | 0.231 | 24.000 | -6.928 | 3.65e-7 | -3.098 | -4.404 | -1.793 | |||||||||||
Note. Comparisons are based on estimated marginal means | |||||||||||||||||||||
[4]
Descriptives | |||||
---|---|---|---|---|---|
Episodes Per Sitting | Enjoyment Rating of Outlander | ||||
N | One episode | 10 | |||
Several episodes | 10 | ||||
Entire season | 10 | ||||
Mean | One episode | 2.600 | |||
Several episodes | 3.200 | ||||
Entire season | 4.800 | ||||
Standard deviation | One episode | 0.843 | |||
Several episodes | 0.632 | ||||
Entire season | 0.422 | ||||
Descriptives | |||||||
---|---|---|---|---|---|---|---|
Book Reading | Episodes Per Sitting | Enjoyment Rating of Outlander | |||||
N | Have read the book | One episode | 5 | ||||
Several episodes | 5 | ||||||
Entire season | 5 | ||||||
Have not read the book | One episode | 5 | |||||
Several episodes | 5 | ||||||
Entire season | 5 | ||||||
Mean | Have read the book | One episode | 3.200 | ||||
Several episodes | 3.600 | ||||||
Entire season | 4.800 | ||||||
Have not read the book | One episode | 2.000 | |||||
Several episodes | 2.800 | ||||||
Entire season | 4.800 | ||||||
Standard deviation | Have read the book | One episode | 0.447 | ||||
Several episodes | 0.548 | ||||||
Entire season | 0.447 | ||||||
Have not read the book | One episode | 0.707 | |||||
Several episodes | 0.447 | ||||||
Entire season | 0.447 | ||||||
Model Info | |||
---|---|---|---|
Info | |||
Estimate | Linear model fit by OLS | ||
Call | Enjoyment Rating of Outlander ~ 1 + `Book Reading` + `Episodes Per Sitting` + `Book Reading`:`Episodes Per Sitting` | ||
R-squared | 0.829 | ||
Adj. R-squared | 0.794 | ||
[5] |
ANOVA Omnibus tests | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
SS | df | F | p | η² | |||||||
Model | 31.067 | 5 | 23.300 | 1.73e-8 | 0.829 | ||||||
Book Reading | 3.333 | 1 | 12.500 | 0.00169 | 0.089 | ||||||
Episodes Per Sitting | 25.867 | 2 | 48.500 | 3.71e-9 | 0.690 | ||||||
Book Reading ✻ Episodes Per Sitting | 1.867 | 2 | 3.500 | 0.04637 | 0.050 | ||||||
Residuals | 6.400 | 24 | |||||||||
Total | 412.000 | 30 | |||||||||
Fixed Effects Parameter Estimates | |||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
95% Confidence Interval | |||||||||||||||||
Names | Effect | Estimate | SE | Lower | Upper | df | t | p | |||||||||
(Intercept) | (Intercept) | 3.533 | 0.094 | 3.339 | 3.728 | 24 | 37.477 | 8.22e-23 | |||||||||
Book Reading1 | Have not read the book - Have read the book | -0.667 | 0.189 | -1.056 | -0.277 | 24 | -3.536 | 0.00169 | |||||||||
Episodes Per Sitting1 | Several episodes - One episode | 0.600 | 0.231 | 0.123 | 1.077 | 24 | 2.598 | 0.01577 | |||||||||
Episodes Per Sitting2 | Entire season - One episode | 2.200 | 0.231 | 1.723 | 2.677 | 24 | 9.526 | 1.26e | -9|||||||||
Book Reading1 ✻ Episodes Per Sitting1 | Have not read the book - Have read the book ✻ Several episodes - One episode | 0.400 | 0.462 | -0.553 | 1.353 | 24 | 0.866 | 0.39505 | |||||||||
Book Reading1 ✻ Episodes Per Sitting2 | Have not read the book - Have read the book ✻ Entire season - One episode | 1.200 | 0.462 | 0.247 | 2.153 | 24 | 2.598 | 0.01577 | |||||||||
Simple effects of Episodes Per Sitting : Omnibus Tests | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
Moderator levels | |||||||||||
Book Reading | F | Num df | Den df | p | η² | ||||||
Have read the book | 13.000 | 2.000 | 24.000 | 1.50e-4 | 0.185 | ||||||
Have not read the book | 39.000 | 2.000 | 24.000 | 2.88e-8 | 0.555 | ||||||
Simple effects of Episodes Per Sitting : Parameter estimates | |||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Moderator levels | 95% Confidence Interval | ||||||||||||||||
Book Reading | contrast | Estimate | SE | Lower | Upper | df | t | p | |||||||||
Have read the book | Several episodes - One episode | 0.400 | 0.327 | -0.274 | 1.074 | 24.000 | 1.225 | 0.2326 | |||||||||
Entire season - One episode | 1.600 | 0.327 | 0.926 | 2.274 | 24.000 | 4.899 | 5.37e-5 | ||||||||||
Have not read the book | Several episodes - One episode | 0.800 | 0.327 | 0.126 | 1.474 | 24.000 | 2.449 | 0.0220 | |||||||||
Entire season - One episode | 2.800 | 0.327 | 2.126 | 3.474 | 24.000 | 8.573 | 9.07e-9 | ||||||||||
[1] The jamovi project (2021). jamovi. (Version 1.8) [Computer Software]. Retrieved from https://www.jamovi.org.
[2] R Core Team (2021). R: A Language and environment for statistical computing. (Version 4.0) [Computer software]. Retrieved from https://cran.r-project.org. (R packages retrieved from MRAN snapshot 2021-04-01).
[3] Fox, J., & Weisberg, S. (2020). car: Companion to Applied Regression. [R package]. Retrieved from https://cran.r-project.org/package=car.
[4] Lenth, R. (2020). emmeans: Estimated Marginal Means, aka Least-Squares Means. [R package]. Retrieved from https://cran.r-project.org/package=emmeans.
[5] Gallucci, M. (2019). GAMLj: General analyses for linear models. [jamovi module]. Retrieved from https://gamlj.github.io/.