In this assignment you’ll be conducting your own factor analysis using a pool of items from a new, unpublished psychometric questionnaire looking at psychological adjustment to a coeliac disease diagnosis. Your aim will be to develop your own scale assessing psychological adjustment to coeliac disease by experimenting with different factor solutions until you find one that you believe best describes the data. This will then be written up in a similar fashion to if it were appearing in the results section of a lab report.
Factor analysis is the core statistical skill that we are learning this semester. It has immediate applications to the personality, social, organisational, forensic, and clinical sub-disciplines of psychology, and together with related techniques component analysis, cluster analysis, and taxometric analysis, is useful across a range of corporate and industrial purposes as well. Data analysis is one of the primary skills that a person graduating from an undergraduate psychology degree can market to employers, so this assignment will boost your employability whilst training your decisiveness, clarity of communication, attention to detail, and time management.
Please read each statement and indicate from 1 to 5 the extent to which it applies to you. Please do not spend too much time on any one statement. The rating scale is as follows: 1 = Not at all 2 = Slightly 3 = Moderately 4 = Quite a bit 5 = A great deal
This assessment requires students to independently conduct a factor analysis using data from a new, unpublished psychometric questionnaire: the Coeliac Disease Comprehensive Psychological Management Scale (CD-CPMS). The primary objective is to develop a valid and interpretable psychological adjustment scale related to living with a coeliac disease diagnosis.
Key assessment requirements and pointers include:
The assessment emphasizes not only technical data analysis skills but also interpretation, decision-making, and clear academic communication.
The academic mentor supported the student through a structured, step-by-step process to ensure clarity, confidence, and methodological accuracy throughout the assessment.
The mentor first explained the purpose of the CD-CPMS, helping the student understand how each item relates to psychological adjustment, anxiety, control, and stress associated with cross-contamination in coeliac disease. This conceptual grounding ensured that later statistical decisions were theoretically informed.
The mentor guided the student through data screening steps, including checking assumptions relevant to factor analysis (e.g., suitability of items, correlation patterns). The student was encouraged to view factor analysis as a tool for identifying underlying psychological constructs rather than just a statistical task.
The student, under mentor guidance, ran multiple exploratory factor analyses, experimenting with:
Each solution was critically examined to assess factor loadings, cross-loadings, and interpretability.
The mentor emphasized critical evaluation, helping the student decide which items meaningfully contributed to each factor and which did not. Special attention was paid to items that were reverse-worded or poorly loading, ensuring the final scale was coherent and conceptually valid.
Through guided comparison, the student selected the factor solution that best described the data both statistically and theoretically. The mentor reinforced the importance of justifying this choice clearly in the written report.
The mentor supported the student in presenting the analysis in a lab report–style results section, focusing on:
The emphasis was on clarity, conciseness, and alignment with psychological research reporting standards.
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