E-ISSN 2146-8346
 

Original Research 


Invalid Skewed Responses Contributes to Invalid Factor Solution in Exploratory Factor Analysis: A Validation Approach Using Real-Life Data

Mohamad Adam Bujang, Puzziawati Ab Ghani, Shahrul Aiman Soelar, Nor Aizura Zulkifli, Evi Diana Omar.

Abstract
Background: This study aimed to investigate the potential contribution of invalid skewed responses to invalid factor solution in the result from exploratory factor analysis. In the present study, ‘the invalid skewed response’ is defined as when majority of respondents consistently rate only at one side which will eventually change the real or valid pattern of overall responses.
Methods: A validation approach was conducted using a secondary data from a questionnaire validation study of an eight Likert scale, that has a very stable and strong factor solution. Eight sub samples were retrieved from the data to represent multiple sets of analyses with sample size based on rule of thumbs from 3:1 until 10:1. From each sub sample, proportion of dummy response for the extreme left (scale of 0), the middle scale (scale of 4) and the extreme right (scale of 7) were assigned randomly at 10%, 20% and 30% respectively.
Results: The invalid consistent responses of a middle scale have very low impact towards the factor solution. The occurrence of the invalid skewed responses affected the factor solution. Majority of the factor solutions were still valid based on consistent responses with 10.0% only. However, the construct that was based on forcing into 4-factor solution had helped to produce the valid factor solution though some resulted in cross-loadings. All Cronbach’s alphas and minimum corrected item to total correlation were relatively strong for all factor solutions although some of the solutions were invalid.
Conclusions: The skewed responses have the potential to change the ideal factor solution. Therefore, necessary steps need to be taken to avoid invalid skewed responses especially in self-administered survey. Therefore, the recommended sample size guideline for EFA with justifications is proposed.

Key words: Exploratory factor analysis; invalid skewed responses; rule of thumb; sample size


 
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How to Cite this Article
Pubmed Style

Bujang MA, Ghani PA, Soelar SA, Zulkifli NA, Omar ED, . Invalid Skewed Responses Contributes to Invalid Factor Solution in Exploratory Factor Analysis: A Validation Approach Using Real-Life Data . J Behav Health. 2019; 8(4): 152-160. doi:10.5455/jbh.20190628084939


Web Style

Bujang MA, Ghani PA, Soelar SA, Zulkifli NA, Omar ED, . Invalid Skewed Responses Contributes to Invalid Factor Solution in Exploratory Factor Analysis: A Validation Approach Using Real-Life Data . http://www.jbehavioralhealth.com/?mno=54538 [Access: April 15, 2020]. doi:10.5455/jbh.20190628084939


AMA (American Medical Association) Style

Bujang MA, Ghani PA, Soelar SA, Zulkifli NA, Omar ED, . Invalid Skewed Responses Contributes to Invalid Factor Solution in Exploratory Factor Analysis: A Validation Approach Using Real-Life Data . J Behav Health. 2019; 8(4): 152-160. doi:10.5455/jbh.20190628084939



Vancouver/ICMJE Style

Bujang MA, Ghani PA, Soelar SA, Zulkifli NA, Omar ED, . Invalid Skewed Responses Contributes to Invalid Factor Solution in Exploratory Factor Analysis: A Validation Approach Using Real-Life Data . J Behav Health. (2019), [cited April 15, 2020]; 8(4): 152-160. doi:10.5455/jbh.20190628084939



Harvard Style

Bujang, M. A., Ghani, P. A., Soelar, S. A., Zulkifli, N. A., Omar, E. D. & (2019) Invalid Skewed Responses Contributes to Invalid Factor Solution in Exploratory Factor Analysis: A Validation Approach Using Real-Life Data . J Behav Health, 8 (4), 152-160. doi:10.5455/jbh.20190628084939



Turabian Style

Bujang, Mohamad Adam, Puzziawati Ab Ghani, Shahrul Aiman Soelar, Nor Aizura Zulkifli, Evi Diana Omar, and . 2019. Invalid Skewed Responses Contributes to Invalid Factor Solution in Exploratory Factor Analysis: A Validation Approach Using Real-Life Data . Journal of Behavioral Health, 8 (4), 152-160. doi:10.5455/jbh.20190628084939



Chicago Style

Bujang, Mohamad Adam, Puzziawati Ab Ghani, Shahrul Aiman Soelar, Nor Aizura Zulkifli, Evi Diana Omar, and . "Invalid Skewed Responses Contributes to Invalid Factor Solution in Exploratory Factor Analysis: A Validation Approach Using Real-Life Data ." Journal of Behavioral Health 8 (2019), 152-160. doi:10.5455/jbh.20190628084939



MLA (The Modern Language Association) Style

Bujang, Mohamad Adam, Puzziawati Ab Ghani, Shahrul Aiman Soelar, Nor Aizura Zulkifli, Evi Diana Omar, and . "Invalid Skewed Responses Contributes to Invalid Factor Solution in Exploratory Factor Analysis: A Validation Approach Using Real-Life Data ." Journal of Behavioral Health 8.4 (2019), 152-160. Print. doi:10.5455/jbh.20190628084939



APA (American Psychological Association) Style

Bujang, M. A., Ghani, P. A., Soelar, S. A., Zulkifli, N. A., Omar, E. D. & (2019) Invalid Skewed Responses Contributes to Invalid Factor Solution in Exploratory Factor Analysis: A Validation Approach Using Real-Life Data . Journal of Behavioral Health, 8 (4), 152-160. doi:10.5455/jbh.20190628084939





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