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Attrition
Another word for mortality
- People dropping out of studies
Informed Consent
Potential participants should be provided with all the information that might influence their decision to participate
In what types of research is multiple regression common
Personality, health, and longitudinal developmental research
Regression Equation
y = bX + a
Multiple Regression
Uses scores on one variable (the predictor) to predict changes in another variable (the criterion)
Squared correlation coefficient [r^2]
The amount of shared variance
- The % of variance in one variable accounted for by the second variable
r value indicates a [Medium] effect/covariation
0.30
r value indicates a [large] effect/covariation
>0.40
r value indicates a [small] effect/variation
0.10 - 0.20
Scatterplot
Each pair of scores from a correlation is plotted as a single point on a graph
Cohen's d = 1
The means are separated by 1 standard deviation
Cohen's d
Describes the magnitude of the effect of the IV on the DV
% of scores fall within 3 SD
99.7%
% of scores fall within 2 SD
95%
% of scores fall within 1 SD
68%
Variability
The spread in a distribution of scores
Mean as most useful measure of central tendency
It maximises the use of all data
- Can use in statistical analysis
Value of central tendency to use when you have [nominal or ordinal variables]
Mode
Value of central tendency to use when [outliers]
Median
Structural equation modelling
SEM examines models that specify a set of relationships among many variables
Yes/No is IV x PV true experimental design
No
- Participant variables are not randomly assigned or controlled
Statistical analysis to assess the unique contribution of each variable in a correlation
Multiple Regression
Discriminant validity
Is the measure not related to what it shouldn't relate to?
- The measure should be able to discriminate between the construct being measured and other unrelated constructs
Internal consistency reliability
Assesses how well a certain set of items relate to one another
- Is a participants score on this construct similar across items that are aimed to measure related aspects of the construct
Quality that single case experiments lack
Generalizability
Setting that true experiments generally harder to perform
In applied settings
Reactive measure show
What the person is like when he/she is aware of being observed
Type(s) if scale(s) allow you to make quantitative distinctions?
Internal and ratio
What an animal care committed is composed of
1 scientist with experience in animal use
1 institutional member who does not use animals
1 experienced vet and a community member
Multiple baseline: Across situations
Same behaviour is measured in different settings
Multiple baseline: Across Behaviours
Several different behaviours of a participant are measured over time
Multiple baseline: Across participants
The behaviour of several participants is measured over time
Ethical problem associated with reversal designs
You cannot ethically take people (medical patients) off treatment that is working
Reversal design (setup)
ABA
(A) Baseline > (B) Treatment > (A) Baseline
Evidence that the manipulation was effective in a single case experiment
A change in the participants' behaviour from the baseline to treatment periods
5 steps in performing a program evaluation
1 > Needs assessment
2 > Program theory assessment
3 > Process evaluation
4 > Outcome evaluation
5 > Efficacy assessment
Date of first major revision of TCPS
2010
Date of first TCPS published
1998
Set of ethical guidelines and policies Canadian researchers adhere to
Tri-council policy statement
Mixed Factorial Design
A mix of independent measures and repeated measures
Main flaw in cross-sectional designs
Differences may be due to cohort effects
You can't assume the next generation will look the same
Just research
Treat people fairly + equitably by distributing the benefits and burdens of the research
Concern for welfare in research
Attempt to minimize risk
And maximize benefit
Show respect for person in research
??
3 Basic ethical principles
1 Respect for persons
2 Concern for welfare
3 Justice
Ethical code that acted as a catalyst for modern ethical concern
Nuremberg Code (1949)
Consent forms content
Purpose of research
Procedures
Benefits + Risks
Any compensation
How confidentiality will be protected
Assurance of voluntary permission
Contact info
Higher order factorial
More than 2 IV's
Why REB's require that online studies are conducted using Canadian servers
US 'Patriot act' the US government can access records of any American internet servers
Risk-benefit analysis used to ensure
Concern for welfare
Naturalistic observations require an REB examination
No
2 Functions of debriefing
Ethical and educational
Popularity of elaborate deception since 1980's
Less Popular
When parents sign consent forms for their child
Assent
Multiple correlation
Symbolized as R
Provides the correlation between a combined set of predictor variables and a single criterion variable
Histograms
Uses bars to display a frequency distribution for a continuous variable
Pie charts are useful in representing
Nominal scale info
Variables name that are measured on interval and ratio scales
Continous variables
Interval or Ordinal scales - which is more sophisticated statistical analysis?
Interval
Fraud most often detected by
Colleagues or students working with the researcher
Two ways to commit fraud
1 Fabricating data sets
2 Collecting data from real P's but altering the #s to fit the hypothesis
The 3R's
3 things to do when working with animals
Replacement, reduction and refinement
Partial correlation
Provides a way of statistically controlling 3rd variables in correlational studies
Longitudinal Design
Observe one group of participants repeatedly over time
Give evidence for developmental change
Test-retest reliability coefficient value to determine the measure is a reliable one
0.80
Cronback's Alpha
Demonstrates internal consistency
Interrater reliability
The extent to which raters agree in their observations
Concurrent validity
Is the measure able to distinguish between theoretically relevant behaviour
Predictive validity
Using measure to predict some future behaviour
Content validity
Based on comparing the content of the definition of construct
Main problem with face validity
Very subjective
Face validity
Does it appear that the measure is measuring what it is supposed to measure
Construct validity
Construct operational definition
Are you hoping what you hope to measure
Reliability indicates...
The amount of error in a measurement
Convergent validity
The extent to which scores on the measure are related to scores on other measures of the same / similar constructs
Main problem with reactive measure
It doesn't tell us how the person would behave under natural circumstances
Two kinds of info yielded from a factorial design
Main effect
Interaction
Main effects
The effect that each IV, by itself, has on the DV
IV x PV design
How different types of people respond to the same manipulated variable
Simple main effect
Examines the mean differences at each level of one IV
Moderator variable
Influences the relationship between 2 other variables
Interactions
An interaction between IV's indicates that the effect of one IV is different at different levels of the other IV
Statistical variable used to address the reliability of a correlation
Pearson-product moment correlation coefficient
Reliability
The consistency/stability of a measure of behaviour
What needs to be guaranteed first when planning an experiment: Reliability or accuracy?
Reliability
Organization that oversees animal ethics
Canadian council on animal care
CCAC
Ratio scale
Has an absolute zero
Point that indicated the absence of a variable that is being measured
Interval scale
The difference between any 2 numbers on scale is equal in size
0 is arbitrary reference point
Ordinal scale
Allows us to rank order the levels of the variable being studied
Nominal scales
Has no numerical or quantitative properties
Is instead categories or groups
Cross-sectional design
Research design that examines people of different ages at a single point in time
IV within developmental research
Age
Efficacy assessment within program evaluation
Are the benefits of the program worth the costs
Structure of factorial design
# of levels of 1st IV x # of levels of 2nd IV
Factorial design
More than 1 IV and all levels of the IV are combined with all levels of the other IV's
Are complex designs still true experiment?
Yes
There is still random assignment
Required test for 3 or more variables
Variance test
What type of relationship does a complex design allow researchers to examine
A nonlinear design
Complex designs
Have multiple IV's and/or multiple levels
Most useful Quasi-experimental design
Nonequivalent control group pretest posttest design