B4 Going Into SPSS

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    Question to ponder before you start .

    Numbers.What do they mean?

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    Levels of Measurement

    Learning ObjectivesDefine the 4 levels of measurement

    tendency

    Nominal scales

    Ordinal scales

    Interval scales

    Ratio scales

    Learn the use of correct levels ofmeasurement

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    The Nominal level of measurementidentifies variableswhose values have no mathematical interpretation;

    they vary in kind or quality but not in amount.

    Nominal Scales

    Nominal scales are the most primitive level ofmeasurement.The number assigned to the entity are merely to

    identify the individual entity or to classify a set of

    entity based on certain similarities or differencesNon-orderable

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    More Nominal Examples

    Gender: male and femaleRace-ethnicity: Malay, Chinese, IndianLevel of education: PMR, SPM, STPM

    Nationality: Indonesian, Malaysian,Russian

    Types of house: bungalow, semi-linked, linked

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    Ordinal Scales

    Ordinal scales give richer information;distinguish the differences and therelative degree of difference.

    Permit ranking of individualsThe Ordinal level of measurement allow the respondent toexpress relative magnitude between the rawresponses to a question

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    More Ordinal Examples

    A likert scale is an ordinal scaleformat that

    asks respondents toindicate the extent to which theyagree or disagree with a series ofmental or behavioral belief

    statements about a given object

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    Something to think about

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    Min score

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    Summary - Levels of Measurement

    Nominal - categories only

    Ordinal- categories with some

    order

    Interval- differences but nonatural starting point

    Ratio- differences and a naturalstarting point

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    Interval level of measurement designates anequal-interval ordering between each scale pointIt does not have the capacity to measure the complete

    absence of a trait (have no absolute zero point).The difference in temperature between 20oF

    and 25oF is the same as the difference between76oF and 81oF

    Interval Scales

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    1. Levels of Measurement

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    More Interval Examples

    Income as a measure of wealth

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    Likert scale: How do you feel about Stats?1 = Im totally dreading this class!2 = Id rather not take this class.3 = I feel neutral about this class.4 = Im interested in this class.

    5 = Im SO excited to take this class!

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    Ratio level of measurement designates an equal-interval ordering with a true zero point (i.e., the zeroimplies an absence of the thing being measured).

    In this situation, zero means absolutely no amount ofwhatever the variable indicates.

    On a ratio scale, 10 is two points higher than 8 and isalso two times greater than 5. Ratio numbers can be

    added and subtracted, and because the numbers beginat an absolute zero point, they can also be multipliedand divided (so ratios can be formed between thenumbers).

    Ratio Scales

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    More Ratio Examples

    Comparison of how many times as intense. For example - heart beats per minute has a

    very natural zero point. Zero means noheart beats. Weight (in grams) is also aratio variable. Again, the zero value ismeaningful, zero grams means the absenceof weight.

    Please circle the number of children under 18 years of age currentlyliving in your household.

    0 1 2 3 4 5 6 7 (if more than 7, please specify ___.)

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    1. Levels of Measurement

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    Summary of Four Levels of Measurement

    Level ofMeasurement

    Put data inCategories

    Arrangedata inorder

    Subtractdata

    values

    Determine if onedata value is a

    multiple ofanother

    Nominal Yes No No No

    Ordinal Yes Yes No No

    Interval Yes Yes Yes No

    Ratio Yes Yes Yes Yes

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    Exercise: Fill in the scales to classify the differentmeasurements

    Nominal

    Ordinal

    Interval

    Ratio

    Sex

    Height

    Weight

    CigarettesExercise

    Year of birth

    Friends

    Fruit/veg

    Health

    Pulse

    Temp.

    Residence

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    Aktiviti 1

    1 L l f M t

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    Scales to classify different measurements- answers

    Nominal

    Ordinal

    Interval

    Ratio

    Sex x

    Height x

    Weight x

    Cigarettes x

    Exercise x

    Year of birth x

    Friends x

    Fruit/veg x

    Health x

    Pulse x

    Temp. x

    Residence x

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