Aim: What factors must we consider to make an experimental design?

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Presentation transcript:

Aim: What factors must we consider to make an experimental design?

Inferential Statistics Sample size, mean and standard deviation provide a shorthand description of data that is normally distributed Researchers do not only want to describe differences and similarities between sets of data, but also want to make inferences – Therefore, we test predictions!

Types of Studies 1.Observational Study: the researcher merely observes what is happening or what has happened in the past and tries to draw conclusions based on these observations 2.Experimental Study: the researcher manipulates one of the variables and tries to determine how the manipulation influences other variables 3.Quasi-Experimental Study: when random assignment is not possible, researchers use intact groups – treatment is assigned random

Intro to Experimental Research In an experiment the aim is to test a hypothesis Hypothesis: a testable statement that predicts the relationship between two types of variables – These variables are the independent and dependent variables

Independent VS Dependent Independent Variables: the one that is manipulated Dependent Variables: the one that is measured – Example: if it is predicted that a certain nutritional drink influences performance on an endurance activity, then the consumption of the nutritional drink is the independent variable and the participants’ performance is the dependent variable

Extraneous Variables Because endurance performance is a product of many variables other than the type of drink a participants may have consumed – To rule out the effects of these other variables participants must be tested in a situation where all these other variables, which are known as irrelevant or extraneous variables, are held constant. These extraneous variables are most often to do with aspects of the situation or the partisans that have the potential to influence the dependent variable.

Types of Extraneous Variables The control of situational variables, such as performance conditions, noise and time of day, etc., can generally be achieved with careful experimental design Other types of extraneous variables reflect individual differences in participants, consequently they are known as participant variables

Repeated Measure Design In this design the same person is measured on repeated occasions On each occasion the participant is subjected to a different level of the independent variable Any differences observed in the dependent variable of performance under the two conditions cannot then be a product of a participant variables as the same individuals have been used in both of the different conditions.

Confounding Variables Repeated measures design can introduce other confounding variables such as order effects resulting – Example: from participants being exhausted, bored or having learnt from engaging in the activity in the previous condition

Match Pair Design In the design different participants are selected to perform under the two or more levels of the independent variable but they are matched in pairs across the conditions on the important individual differences – Example: running ability or body mass This does not mean that the individuals have to be similar

Independent Group Design Participants are randomly allocated to the various levels of the independent variables – Random allocation means that it is unlikely that there will be any systematic bias in any group

Stages of Experimental Designs Having hypothesized a relationship between the independent variable and the dependent variable and chosen a design to control for extraneous factors, the researcher can now collect the data The data gathered is then subjected to the appropriate statistical analysis The analysis measures the precise probability of getting the observed differences in the DV under the various levels of the IV by chance – If there is a relatively small probability that the observed differences occurred by chance, usually less than 5%, then the logic of the experimental design dictates that we attribute the difference to the IV  there is a causal relationship between the DV and IV

Class Work handout