Unit 9 - Experimentation Flashcards
what is causal research?
a type of conclusive research where the major objective is to obtain evidence regarding cause and effect relationships
what is causality?
when the occurrence of x increases the probability of the occurrence of y
what is the relationship between cause and effect ?
it tends to be probabilistic
can we prove causality?
we can never prove causality, we can only infer a cause-effect relationship
what are the conditions for causality?
- concomitant variation
- time order of occurrence of variables
- elimination of other possible causal factors
what is concomitant variation?
it is the extent to which a cause, x, and an effect, y, occur together or vary together as predicted by the hypothesis under consideration
comment on time order of occurrence of variables
the causing event must occur either before or simultaneously with the effect, it cannot occur afterwards
comment on absence of other possible causal factors
it means that the factor or variable being investigated should be the only possible causal explanation
What is an experiment?
the process of manipulating one or more independent variables and measuring their effect on one or more dependent variables, while controlling for the extraneous variables
What is an independent variable?
variable that is changed
variable that is manipulated
what is a dependent variable?
variable affected by the change
variable that is measured
what is an extraneous variable?
variable that must be controlled
an experimental design is a set of procedures specifying:
1 the test units and how these units are to be divided into homogenous subsamples
2 what independent variables are to be manipulated
3. what dependent variables are to be measured
4. how the extraneous variables are to be controlled
what is a field experiment?
an experimental location set in actual market conditions
what is a lab experiment?
an artificial setting for experimentation in which the researcher constructs the desired conditions
what is the moderator variable?
third variable that affects strength of relationship between two other variables
what is the mediator variable?
third variable that acts as generative mechanism between two other variables
What are the steps to designing an experiment?
- Identify the issue or question of interest
- Review relevant literature and theories
- Develop questions and hypothesis
- Identify dependent and independent variables
- Conduct the study
- Use descriptive statistics to describe data
- Use inferential statistics to evaluate the hypothesis
- Accept or reject the hypothesis
- Prepare formal report for publication
What are the 2 goals of researchers when conducting experiments?
- draw valid conclusions
2. make valid generalizations
What is internal validity?
It measures whether the manipulation of the independent variables, or treatments, actually caused the effects on the dependent variable(s).
What is external validity?
It measures whether the cause-and-effect relationships found in the experiment can be generalized.
What are the limitations to experimentation?
- cost:
- time:
- administration: Experiments can be difficult to administer.