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Sample
A group of research participants selected from a larger group (population) of research interest
Population
The entire group of research interest from which a sample is drawn
Research hypothesis
A testable prediction of the relationship between two or more variables under investigation in a research study
Experiment
A research method in which a researcher tests whether one variable(s) influences or causes a change to another variable(s) under strictly controlled conditions
Variable
Something in which individuals, animals or objects differ among themselves, can change in amount or kind, and is measurable
Independent Variable (IV)
A variable that is manipulated in order to test its effects on the dependent variable
Dependent variable (DV)
The variable in an experiment the researcher chooses to measure in order to assess the effect(s) of the independent variable(s)
Experimental group
The group in an experiment who is exposed to the independent variable
Experimental condition
A condition in an experiment in which participants are exposed to the independent variable to determine whether it influences or causes a predicted response as compared with that of the control condition
Control group
The group in an experiment who is not exposed to the independent variable; the group undergoes the control condition and results are used for comparison with the experimental group
Control condition
In an experiment, the standard against which the experimental condition can be compared; involves the control group who are not exposed to the independent variable
Extraneous variable
Any variable other than the independent variable that can cause a change in the independent variable and therefore affect the validity of the results in an unwanted way
Confounding variable
A variable other than the independent variable that has had an unwanted effect on the dependent variable making it impossible to determine which of the variables produced the predicted change in the dependent variable
Individual participant difference
In relation to an experiment, the unique combination of personal characteristics, abilities and backgrounds each participant brings to the research
Non-standardised instruction and procedures
Research procedures (including instructions) that are not the same for all participants (except for exposure to the independent variable by participants in the experimental group)
Order effect
When a participant's response relevant to the dependent variable is influenced by the specific order in which an experimental task, treatment or condition is presented rather than the independent variable
Experimenter effect
An unwanted influence on research participant performance and therefore the results produced by a person carrying out the research
Placebo
In research, an inactive substance or fake treatment that is like the independent variable treatment but which has no known effect
Placebo effect
When there is a change in a participant's behaviour or responses due to their belief that they are receiving some kind of experimental treatment and they respond in accordance with that belief, rather than to the effect of the independent variable
Sampling
The process of selecting participants from a population of research interest
Representative sample
A sample that closely matches the population from which it is drawn in every important participant variable
Biased sample
A research sample that does not adequately represent key characteristics of the population from which it was drawn
Random Sampling
A sample selection procedure that ensures every member of the population of research interest has a genuinely equal chance of being selected as a participant and thereby helps achieve a representative sample
Stratified sampling
A sampling procedure which involves dividing the population to be sampled into different subgroups, then selecting a separate sample from each subgroup in the same proportions as they occur in the population of interest
Convenience sampling
A sample selection procedure involving choice of participants who are readily or most easily available
Random allocation
Procedure used to place participants in experimental and control groups (or conditions) Where every member of the sample has an equal chance of being placed in nay condition of the experiment; ensures uniform distribution of participant characteristics
Counterbalancing
Systematically changing the order of treatments or tasks for participants in a 'balanced' way to 'counter' the unwanted effects on performance of any one order
Single-blind procedure
Helps ensure participants are not aware of the condition of the experiment to which they have been allocated and therefore the experimental treatment (independent variable)
Double-blind procedure
Helps ensure neither the participants nor the researcher interacting with them knows which participants are in an experimental or control group (or condition)
Standardised instructions
In research, when directions and explanations given to all participants in each group (or condition) are identical in terms of what they state and how they are given
Standardised procedures
In research, when a technique for observing and measuring responses is the same for all participants, except for variations associated with exposure to the independent variable
Independent groups design
An experimental research design for which each participant is randomly allocated to one of two (or more) entirely separate groups (conditions);
Repeated measures design
An experimental research design for which each participant is in both the experimental and control groups (and therefore all conditions)
Matched-participants design
An experimental research design for which each participant in one condition 'matches' a participant in the other condition(s) on one or more participant variables of relevance
Cross sectional study
A research method involving selection and comparison of groups of participants on one or more variables of interest at a single point in time
Case study
An intensive, in-depth investigation of some behaviour or event of interest in an individual, group, organisation or situation
Observational study
Collection of data by carefully watching and recording behaviour as it occurs
Naturalistic observations
When the researcher views and records behaviour of interest in the natural, 'real life' environment where it would ordinarily occur
Self report
A participant's written or spoken responses to questions, statements or instructions presented by the researcher
Primary data
Information collected directed by the researcher (or through others) for their own purpose
Secondary data
Information collected by someone other than the original user who did so for their own purpose
Qualitative data
Data (information) involving the 'qualities' or characteristics of a participant's experience of what is being studied
Quantitative data
Numerical information on the 'quantity' or amount of what is being studied
Objective data
Data that is observable, measurable, verifiable and free from the personal bias of the researcher
Subjective data
Information that is based on personal opinion, interpretation, point of view or judgment
Descriptive statistics
Used for analysing, organising, summarising and presenting results
Inferential statistics
Used for interpreting and giving meaning to results
Measures of central tendency
Score that indicates the central value of a set of scores
Mean
The arithmetical average of all the individual scores in a set of scores
Measure of variation
A score that indicates how widely scores are distributed or spread around the central point
Standard deviation
A statistic that summarises how far scores within a set of scores spread out from the mean for those scores
Median
The middle score (or mid-point) of a set of scores
Mode
The most frequently occurring score in a set of scores
Conclusion
A decision about what the results obtained from a research study mean
Generalisation
A decision about how widely the findings of a research study can be applied, particularly to other members of the population from which the sample was drawn
Reliability
The extent to which the results obtained from a research study are consistent, dependable and stable
Validity
The extent to which a research study and its procedures accurately measure what it claims to have measured
Internal validity
The extent to which the results obtained for a study are actually due to the variable(s) that was tested or measured and not some other factor
External validity
The extent to which the results obtained for a study can be generalised to the population from which the sample was drawn or to other people in other settings over time
Ethics
Standards that guide individuals to identify good, desirable or acceptable behaviour
Confidentiality
Refers to the obligation of the researcher (or anyone else) not to use or disclose private information for any purpose other than that for which it was given to them.
Voluntary participation
The researcher must ensure participants voluntarily consent to be involved in a study.
Withdrawal rights
Participants have an unconditional right to opt out of a study at any time without giving a reason for doing so.
Informed consent
Participatns must be informed of the nature of the study and their rights and agree to participate. If the participant is under the age of 18, then parent/guardian consent must be given.
Deception
Occurs when participants are deliberately misled or not fully informed about the aim or some other aspect of the research
Debriefing
Involves clarifying each participant's understanding of the nature of the research as soon as possible after it has been conducted.