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Quality Research in Literacy and Science Education - International Perspectives and Gold Standards (Hardcover, 2009 ed.)
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Quality Research in Literacy and Science Education - International Perspectives and Gold Standards (Hardcover, 2009 ed.)
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Statistical models attempt to describe and quantify relationships
between variables. In the models presented in this chapter, there
is a response variable (sometimes called dependent variable) and at
least one predictor variable (sometimes called independent or
explanatory variable). When investigating a possible
cause-and-effect type of relationship, the response variable is the
putative effect and the predictors are the hypothesized causes.
Typically, there is a main predictor variable of interest; other
predictors in the model are called covariates. Unknown covariates
or other independent variables not controlled in an experiment or
analysis can affect the dependent or outcome variable and mislead
the conclusions made from the inquiry (Bock, Velleman, & De
Veaux, 2009). A p value (p) measures the statistical significance
of the observed relationship; given the model, p is the probability
that a relationship is seen by mere chance. The smaller the p
value, the more confident we can be that the pattern seen in the
data 2 is not random. In the type of models examined here, the R
measures the prop- tion of the variation in the response variable
that is explained by the predictors 2 specified in the model; if R
is close to 1, then almost all the variation in the response
variable has been explained. This measure is also known as the
multiple correlation coefficient. Statistical studies can be
grouped into two types: experimental and observational.
General
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