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an investigative analysis of the psychological characteristics and job ...

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Struwig <strong>an</strong>d Stead (2001:155) add that to underst<strong>an</strong>d how to <strong>an</strong>alyse a variable <strong>the</strong> researcher<br />

should know <strong>the</strong> various levels <strong>of</strong> measurement These levels <strong>of</strong> measurement include categorical<br />

levels <strong>of</strong> measurement (e.g. nominal or ordinal scales) <strong>an</strong>d continuous levels <strong>of</strong> measurement (e.g.<br />

interval <strong>an</strong>d ratio scales).<br />

3.6.1 Categorical Variables<br />

Categorical variables are measured in terms <strong>of</strong> classes or categories. Slruwig <strong>an</strong>d Stead<br />

(2001:154) distinguish between nominal-scaled responses <strong>an</strong>d ordinal-scaled responses. Nominal­<br />

scaled responses have no numerical value <strong>an</strong>d produce data that fit into categories (Fink, 1995:4).<br />

Ordinal-scaled responses possess <strong>the</strong> power <strong>of</strong> r<strong>an</strong>k order. The researcher made use <strong>of</strong> <strong>an</strong> ordinal<br />

scale (e.g. <strong>an</strong>nually, monthly, weekly, daily) in apart <strong>of</strong> her final questionnaire.<br />

3.6.2 Continuous Variables<br />

According to Struwig <strong>an</strong>d Stead (2001:155), continuous variables c<strong>an</strong> be measured on a<br />

continuum ra<strong>the</strong>r th<strong>an</strong> in a class or category. There are two types <strong>of</strong> response categories, namely<br />

interval-scaled responses <strong>an</strong>d ratio-scaled responses. The researcher made use <strong>of</strong> interval-scaled<br />

responses for her study. The value or unit <strong>of</strong> measurement in <strong>the</strong> interval scale remains const<strong>an</strong>t<br />

throughout Its starting point is arbitrary. The differences between <strong>the</strong> scale values (e.g. essential,<br />

very import<strong>an</strong>t import<strong>an</strong>t <strong>an</strong>d not import<strong>an</strong>t) c<strong>an</strong> be me<strong>an</strong>ingfully interpreted. Each response<br />

category is one step away from <strong>the</strong> one before <strong>an</strong>d after it<br />

3.6.3 Data Analysis Techniques<br />

Struwig <strong>an</strong>d Stead (2001:156) mention that selecting <strong>the</strong> appropriate data <strong>an</strong>alysis technique is a<br />

complex process. The researcher <strong>an</strong>d <strong>the</strong> statistici<strong>an</strong> discussed <strong>the</strong> various variables to be<br />

<strong>an</strong>alysed <strong>an</strong>d <strong>the</strong> levels <strong>of</strong> measurement used. The data were once again screened for errors. It<br />

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