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Finding Factors Using exploratory factor analysis to test a performance measure Roseanne Sovka BC Ministry of Advanced Education and Labour Market Development PNAIRP Conference 3-5 October 2010

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Page 1: Finding Factors Using exploratory factor analysis to test a performance measure Roseanne Sovka BC Ministry of Advanced Education and Labour Market Development

Finding FactorsUsing exploratory factor analysis to test a performance measure

Roseanne SovkaBC Ministry of Advanced Education and Labour Market Development

PNAIRP Conference 3-5 October 2010

Page 2: Finding Factors Using exploratory factor analysis to test a performance measure Roseanne Sovka BC Ministry of Advanced Education and Labour Market Development

Outline

Background Method Results Next steps

Page 3: Finding Factors Using exploratory factor analysis to test a performance measure Roseanne Sovka BC Ministry of Advanced Education and Labour Market Development

Background

BC Accountability Framework All public post-secondary institutions Annual process 14 performance measures Webpage:

http://www.aved.gov.bc.ca/framework/welcome.htm#std

Page 4: Finding Factors Using exploratory factor analysis to test a performance measure Roseanne Sovka BC Ministry of Advanced Education and Labour Market Development

Background

Skill development performance measure Average of 7 survey questions Bachelor, Diploma & Certificate students

Why these questions? Similar for all credential types?

Page 5: Finding Factors Using exploratory factor analysis to test a performance measure Roseanne Sovka BC Ministry of Advanced Education and Labour Market Development

Method

Exploratory factor analysis Data reduction technique Underlying factors (latent variables) explain

the relationship between variables

Page 6: Finding Factors Using exploratory factor analysis to test a performance measure Roseanne Sovka BC Ministry of Advanced Education and Labour Market Development

Results

Using survey results for diploma, associate degree and certificate students There is a factor structure Skill development is one of the factors Includes questions from performance

measure Explanatory power 46%

Page 7: Finding Factors Using exploratory factor analysis to test a performance measure Roseanne Sovka BC Ministry of Advanced Education and Labour Market Development

Results Performance measure

Page 8: Finding Factors Using exploratory factor analysis to test a performance measure Roseanne Sovka BC Ministry of Advanced Education and Labour Market Development

Results

Using survey results for Apprenticeship students There is a factor structure Skill development is one of the factors Similar to diploma and certificate students Some differences Explanatory power 47%

Page 9: Finding Factors Using exploratory factor analysis to test a performance measure Roseanne Sovka BC Ministry of Advanced Education and Labour Market Development

Results Performance measure

Page 10: Finding Factors Using exploratory factor analysis to test a performance measure Roseanne Sovka BC Ministry of Advanced Education and Labour Market Development

Results

Using survey results for baccalaureate students Fewer questions available Somewhat different question wording and

response sets

Page 11: Finding Factors Using exploratory factor analysis to test a performance measure Roseanne Sovka BC Ministry of Advanced Education and Labour Market Development

Results

Using survey results for baccalaureate students There is a factor structure Skill development is one of the factors Similar to other student groups Some differences Explanatory power 36%

Page 12: Finding Factors Using exploratory factor analysis to test a performance measure Roseanne Sovka BC Ministry of Advanced Education and Labour Market Development

Results Performance measure

Page 13: Finding Factors Using exploratory factor analysis to test a performance measure Roseanne Sovka BC Ministry of Advanced Education and Labour Market Development

Comparison

All groups had a skills factor The same questions grouped with the

skills factor Variation in explanatory power Variation in non-skills factors

Page 14: Finding Factors Using exploratory factor analysis to test a performance measure Roseanne Sovka BC Ministry of Advanced Education and Labour Market Development

Conclusion

Robust skill development factor Different student groups Different questions and response scales

Objective rationale for performance measure

Page 15: Finding Factors Using exploratory factor analysis to test a performance measure Roseanne Sovka BC Ministry of Advanced Education and Labour Market Development

Next steps

Accountability Framework committee is considering the results

Any questions?

Page 16: Finding Factors Using exploratory factor analysis to test a performance measure Roseanne Sovka BC Ministry of Advanced Education and Labour Market Development

Finding FactorsUsing exploratory factor analysis to test a performance measure

Roseanne SovkaBC Ministry of Advanced Education and Labour Market Development

PNAIRP Conference 3-5 October 2010