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New Statistics and Other Actual Trends in Applied Data Analysis APS300369
NHST and p-hacking
Gelman - How not to analyze noisy data: A case study
Gelman - How not to analyze noisy data: A case study
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Gelman - How not to analyze noisy data: A case study
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◄ p-hacking app
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Goodman - A Dirty Dozen:Twelve P-Value Misconceptions
Simmons et al. - False-positive psychology: Undisclosed flexibility in data collection and analysis allows presenting anything as significant
Evidential value of p-values
p-values & jelly beans
p-values & interpretation
still not significant...
p-hacking app
presentation & R code
material
presentation
r-code
Dienes, 2011 - Bayesian Versus Orthodox Statistics: Which Side Are You On?
Hilgard et al., 2015 - How Much Evidence Is p > .05? Stimulus Pre-Testing and Null Primary Outcomes in Violent Video Games Research
JASP
posterior probability calculator
likelihood
Bayesian paired sample t-test
Bias in the default Bayesian test
Wagenmakers et al. 2015: Turning the hands of time again
data file - different outcomes NHST vs. Bayes
data - NHST vs null
visualisation Bayes
Bayes Factor
Equivalence testing
xlsxTOSTer
example - morality and organic food
Lakens (2016) Equivalence Tests: A Practical Primer for t-Tests, Correlations, and Meta-Analyses
ROPE vs. equivalence testing
CIs visualisation
Cumming 2005 - Inference by Eye
Confidence intervals
R script CI
(Mis)interpretations of CIs
Lakens 2013 - Calculating and reporting effect sizes to facilitate cumulative science
r2d2
calculating effect sizes
Ci for Cohen's d
Cohen's d - visualisation
Guess the correlation - Game
Effect sizes
example data file
p-Curve
http://www.p-curve.com
example of p-curve analysis
meta-analysis for p-curve
g.sheet for p-curve data
d2r converter for p-curve example
R.script
EFA & network analysis
MFQ data
MFQ data numbered var
Costantini et al., 2014
MFQ network – zero-order correlations
MFQ netwrok – partial correlations
MFQ network – lasso
Hox, Bechger - An Introduction to Structural Equation Modeling
Rosseel - lavaan: An R Package for Structural Equation Modeling
lavaan tutorial
SEM - data
presentation & R code ►