An Alternative Approach to Analyze Ipsative Data. Revisiting Experiential Learning Theory.

Area of Science:

• Psychometrics
• Learning Sciences
• Statistical Methodology

Background:

• The ritualistic application of statistical models, termed 'type zero error,' is prevalent across disciplines, particularly when dealing with ipsative data.
• Kolb's Experiential Learning Theory (ELT) and its Learning Style Inventory (KLSI) are often analyzed using inappropriate statistical methods, neglecting underlying assumptions.
• Ipsative data, which measures relative strengths, requires specialized analytical approaches to avoid misinterpretation.

Purpose of the Study:

• To address the 'type zero error' in the analysis of ipsative data within Kolb's Experiential Learning Theory (ELT).
• To introduce and demonstrate the utility of compositional data analysis (CODA) and log ratio transformations for analyzing KLSI data.
• To uncover a potential third dimension within the KLSI and explore its theoretical and practical implications.

Main Methods:

• Application of compositional data analysis (CODA) and log ratio transformations to KLSI data.
• Utilizing a sample of international MBA students for data analysis.
• Correlating the newly identified KLSI dimension with the Philosophical Orientation Questionnaire (POQ) and the Emotional and Social Competency Inventory (ESCI-U).

Main Results:

• Compositional data analysis provides a statistically sound method for analyzing KLSI data, overcoming limitations of traditional approaches.
• A novel third dimension of the KLSI was identified, representing a preference for learning via 'prehension' versus 'transformation'.
• Significant statistical relationships were found between this new dimension and both the POQ (Intellectual Operating Philosophy vs. Pragmatic Operating Philosophy) and ESCI-U (competencies).

Conclusions:

• The study highlights the critical need for appropriate statistical methodologies, such as CODA, when analyzing ipsative data like that from the KLSI.
• The discovery of a third KLSI dimension offers new theoretical insights into learning style preferences.
• The findings suggest that an individual's operating philosophy and specific competencies are linked to their preferred learning approach (prehension vs. transformation).