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MSc Applied Psychology PYM403 Research Methods. Validity and Reliability in Research. Validity and Reliability in Research. Aims of session are to consider
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MSc Applied PsychologyPYM403 Research Methods Validity and Reliability in Research
Validity and Reliability in Research • Aims of session are to consider • · Internal / external validity· Threats to internal validity · Considerations and evaluation of external validity • · Effective research design and implementation · Critiquing a journal article
Validity and Reliability: Indicative Reading Books on conducting Research Methods, e.g., Breakwell, G. M., Hammond, S., & Fife-Shaw, C. (1999). Research Methods in Psychology (2nd ed). London: Sage. Internet sites, e.g., http://www.socialresearchmethods.net/kb/contents.php - Validity http://www.socialresearchmethods.net/kb/intval.php - Reliability http://www.socialresearchmethods.net/kb/reltypes.php
Internal / External Validity • Internal Validity • Extent to which we can conclude a causal relationship between two variables • External Validity • Extent to which we can generalise from sample, settings, variables manipulated, and variables measured • Research as tension between Internal / External validity
Internal Validity • - “True” experiment better able to conclude IV has effect on DV • - Features of true experiment include manipulation of IVs, randomisation techniques, control of other variables • - “Correlation does not imply causation” • - What about other quantitative designs looking for “differences between groups/conditions” and hoping for causal explanation? • - Various threats to internal validity when design not true experiment - can mean rival hypotheses - may or may not be plausible • - Your job as researcher to spot them and discuss • - Despite limitations, still very important to carry out studies “in the field”
Threats to Internal Validity (Single Group) • History – events between 1st and 2nd measurement • Maturation – participant changes over time per se (i.e. not events) e.g., older, more hungry, less motivated • Testing – effect of taking test once on taking the scores a • second time • Instrumentation – changes in instrument or observers / • scorers over time • Statistical regression – particularly when groups selected on • basis of extreme scores (selection bias)
Threats to Internal Validity (Multiple Groups) • Selection bias – differential selection of respondents for comparison groups (self-selected groups can be problem) • Sources of bias interact • e.g., Selection history threat • Selection maturation threat • Selection testing threat • Selection instrumentation threat Selection regression threat • Mortality – differential loss of participants from groups
Threats to Internal Validity (Social Interaction Threats) • Diffusion of Treatment – “second hand training” • Compensatory Equalization of Treatment • - Compensatory Rivalry • Demoralization Effects • Local History – difference in conditions in which groups were tested
External Validity • - Research would ideally maximise both Int & Ext - not always possible. • In general, true experiment will maximise internal validity, probably at expense of external validity, while field study or observational research will gain in external validity, losing some internal validity. • Still very important to carry out real-life empirical research • – just need to be aware of any limitations in interpretation
External Validity: Considerations • Sample Modelling – you first identify the population you want to generalise to and then draw a sample from that population • Proximal Similarity (Gradient of Similarity) – identify factors that are more or less similar to the original study • Threats to External Validity • Unusual people • Unusual places • Unusual times
External Validity: Evaluation • Population Selection - generalizability? • Operational Definitions - IVs / DVs operationally defined? • Parameter Values - Are there reference groups / norms? • Pretest - Could a pretest have influenced performance? • - Demand Characteristics • Hawthorne Effect - were groups made to feel special? • Pygmalian Effect - Were subtle cues given?
Reliability • Inter-Rater or Inter-Observer ReliabilityUsed to assess the degree to which different raters/observers give consistent estimates of the same phenomenon. • Test-Retest ReliabilityUsed to assess the consistency of a measure over time. • Parallel-Forms ReliabilityUsed to assess the consistency of the results of two tests constructed in the same way from the same content domain. • Internal Consistency ReliabilityUsed to assess the consistency of results across items within a test.
Orienting Questions • Try to identify the design of the main study. • Is it a “true experiment” or not? • What are the variables, and are they manipulated? • What threats to validity? Do they try to address these? • What other questions addressed or other statistics used? • What are the good points? Any criticisms?
Critiquing Research • Purpose is critical evaluation • 1. Need to read with understanding • 2. Analyse content • 3. Evaluate • - Should be constructively critical (not simply negative) • - Appreciate contributions to psychology • Consider methodology and ingenuity of design • Should be objective • Use third person, avoid personal opinions
Critiquing Research: Structure - Begin by summarising research (very briefly) - background, methodology, findings, conlcusions - Then critique the work - Then briefly summarise and make your conclusions
Critiquing Research: Considerations • Methodology • Internal / External Validity - threats to these? • - Appropriate design, sampling, operationalization of variables, procedure, data collection, materials, etc. • Reliability - were the measures reliable? • Contributions to current psychological knowledge • How does it fit history of research in this area? • What does it add to practical /theoretical aspects? • How important is the study in the wider world?
Critiquing a Journal Article • Practice paper for critiquing • Rosenthal, R. & Fode, K. L. (1963). The effect of experimenter expectation on the performance of the Albino Rat. Behavioral Science, 8 (3), 183-189.