AAA 3102 RESEARCH METHODOLOGI Lecture 9 Choosing the
![AAA 3102 RESEARCH METHODOLOGI Lecture 9 Choosing the correct statistical procedure or test AAA 3102 RESEARCH METHODOLOGI Lecture 9 Choosing the correct statistical procedure or test](https://slidetodoc.com/presentation_image_h2/5f6fdf388b5f5ae32b4239c7d8700529/image-1.jpg)
![Nominal or Categorical �Sorting elements with respect to certain characteristics, similarity �Simplest and lowest Nominal or Categorical �Sorting elements with respect to certain characteristics, similarity �Simplest and lowest](https://slidetodoc.com/presentation_image_h2/5f6fdf388b5f5ae32b4239c7d8700529/image-2.jpg)
![Ordinal �Grouping or classification of elements with degree of order or ranking; arranged in Ordinal �Grouping or classification of elements with degree of order or ranking; arranged in](https://slidetodoc.com/presentation_image_h2/5f6fdf388b5f5ae32b4239c7d8700529/image-3.jpg)
![Interval �Ordering elements with respect to degree which they posses �Indicate the exact distance Interval �Ordering elements with respect to degree which they posses �Indicate the exact distance](https://slidetodoc.com/presentation_image_h2/5f6fdf388b5f5ae32b4239c7d8700529/image-4.jpg)
![Ratio �Ordering elements with respect to degree which they posses �Indicate the exact distance Ratio �Ordering elements with respect to degree which they posses �Indicate the exact distance](https://slidetodoc.com/presentation_image_h2/5f6fdf388b5f5ae32b4239c7d8700529/image-5.jpg)
![Statistical presentation �Nominal – frequency, cumulative frequency, ratio, proportion, percentages - cannot do add, Statistical presentation �Nominal – frequency, cumulative frequency, ratio, proportion, percentages - cannot do add,](https://slidetodoc.com/presentation_image_h2/5f6fdf388b5f5ae32b4239c7d8700529/image-6.jpg)
![Measure of central tendency (MCT) �Statistics that summarize a distribution of scores by reporting Measure of central tendency (MCT) �Statistics that summarize a distribution of scores by reporting](https://slidetodoc.com/presentation_image_h2/5f6fdf388b5f5ae32b4239c7d8700529/image-7.jpg)
![�Mode: The most common value in a distribution or the largest category of a �Mode: The most common value in a distribution or the largest category of a](https://slidetodoc.com/presentation_image_h2/5f6fdf388b5f5ae32b4239c7d8700529/image-8.jpg)
![General guides �Use mode when: - variables are nominal - want to report most General guides �Use mode when: - variables are nominal - want to report most](https://slidetodoc.com/presentation_image_h2/5f6fdf388b5f5ae32b4239c7d8700529/image-9.jpg)
![�Use median when: - variables are ordinal - want to report the central score �Use median when: - variables are ordinal - want to report the central score](https://slidetodoc.com/presentation_image_h2/5f6fdf388b5f5ae32b4239c7d8700529/image-10.jpg)
![�Use mean when: - variables are interval or ratio (except badly skewed distribution) - �Use mean when: - variables are interval or ratio (except badly skewed distribution) -](https://slidetodoc.com/presentation_image_h2/5f6fdf388b5f5ae32b4239c7d8700529/image-11.jpg)
![Measure of dispersion (MD) �Statistics that indicate the amount of variety or heterogeneity in Measure of dispersion (MD) �Statistics that indicate the amount of variety or heterogeneity in](https://slidetodoc.com/presentation_image_h2/5f6fdf388b5f5ae32b4239c7d8700529/image-12.jpg)
![�Range: The difference between the highest score and the lowest score or the highest �Range: The difference between the highest score and the lowest score or the highest](https://slidetodoc.com/presentation_image_h2/5f6fdf388b5f5ae32b4239c7d8700529/image-13.jpg)
- Slides: 13
![AAA 3102 RESEARCH METHODOLOGI Lecture 9 Choosing the correct statistical procedure or test AAA 3102 RESEARCH METHODOLOGI Lecture 9 Choosing the correct statistical procedure or test](https://slidetodoc.com/presentation_image_h2/5f6fdf388b5f5ae32b4239c7d8700529/image-1.jpg)
AAA 3102 RESEARCH METHODOLOGI Lecture 9 Choosing the correct statistical procedure or test
![Nominal or Categorical Sorting elements with respect to certain characteristics similarity Simplest and lowest Nominal or Categorical �Sorting elements with respect to certain characteristics, similarity �Simplest and lowest](https://slidetodoc.com/presentation_image_h2/5f6fdf388b5f5ae32b4239c7d8700529/image-2.jpg)
Nominal or Categorical �Sorting elements with respect to certain characteristics, similarity �Simplest and lowest level of measurement �Classification, naming, labeling �Poses the property of symmetry – (a=b, b=a) and transitivity (a=b, b=c, a=c)
![Ordinal Grouping or classification of elements with degree of order or ranking arranged in Ordinal �Grouping or classification of elements with degree of order or ranking; arranged in](https://slidetodoc.com/presentation_image_h2/5f6fdf388b5f5ae32b4239c7d8700529/image-3.jpg)
Ordinal �Grouping or classification of elements with degree of order or ranking; arranged in single continuum �May not be able to say exactly how much they posses �Poses the property of symmetry, transitivity and asymmetrical (a>b cannot be b>a)
![Interval Ordering elements with respect to degree which they posses Indicate the exact distance Interval �Ordering elements with respect to degree which they posses �Indicate the exact distance](https://slidetodoc.com/presentation_image_h2/5f6fdf388b5f5ae32b4239c7d8700529/image-4.jpg)
Interval �Ordering elements with respect to degree which they posses �Indicate the exact distance between them �Need to establish some sort of physical unit of measurement as a common standard �Zero does not mean absence of
![Ratio Ordering elements with respect to degree which they posses Indicate the exact distance Ratio �Ordering elements with respect to degree which they posses �Indicate the exact distance](https://slidetodoc.com/presentation_image_h2/5f6fdf388b5f5ae32b4239c7d8700529/image-5.jpg)
Ratio �Ordering elements with respect to degree which they posses �Indicate the exact distance between them �Need to establish some sort of physical unit of measurement as a common standard �Zero mean absence of, absolute �Zero as fixed reference point
![Statistical presentation Nominal frequency cumulative frequency ratio proportion percentages cannot do add Statistical presentation �Nominal – frequency, cumulative frequency, ratio, proportion, percentages - cannot do add,](https://slidetodoc.com/presentation_image_h2/5f6fdf388b5f5ae32b4239c7d8700529/image-6.jpg)
Statistical presentation �Nominal – frequency, cumulative frequency, ratio, proportion, percentages - cannot do add, subtract, multiply, divide, more and less �Ordinal – all of Nominal - can do more and less �Interval and Ratio – all Nominal and Ordinal - can do add, subtract, multiple and divide
![Measure of central tendency MCT Statistics that summarize a distribution of scores by reporting Measure of central tendency (MCT) �Statistics that summarize a distribution of scores by reporting](https://slidetodoc.com/presentation_image_h2/5f6fdf388b5f5ae32b4239c7d8700529/image-7.jpg)
Measure of central tendency (MCT) �Statistics that summarize a distribution of scores by reporting the most typical or representative value of the distribution �Mode �Median �Mean
![Mode The most common value in a distribution or the largest category of a �Mode: The most common value in a distribution or the largest category of a](https://slidetodoc.com/presentation_image_h2/5f6fdf388b5f5ae32b4239c7d8700529/image-8.jpg)
�Mode: The most common value in a distribution or the largest category of a variable, symbol Mo �Median: The point in a distribution of scores above and below which exactly half the cases fall, symbol Md �Mean: The arithmetic average of the score, symbol x
![General guides Use mode when variables are nominal want to report most General guides �Use mode when: - variables are nominal - want to report most](https://slidetodoc.com/presentation_image_h2/5f6fdf388b5f5ae32b4239c7d8700529/image-9.jpg)
General guides �Use mode when: - variables are nominal - want to report most common score - want to present quick and easy measure for ordinal, interval and ratio variables
![Use median when variables are ordinal want to report the central score �Use median when: - variables are ordinal - want to report the central score](https://slidetodoc.com/presentation_image_h2/5f6fdf388b5f5ae32b4239c7d8700529/image-10.jpg)
�Use median when: - variables are ordinal - want to report the central score - the scores measured at interval and ratio levels have badly skewed distribution
![Use mean when variables are interval or ratio except badly skewed distribution �Use mean when: - variables are interval or ratio (except badly skewed distribution) -](https://slidetodoc.com/presentation_image_h2/5f6fdf388b5f5ae32b4239c7d8700529/image-11.jpg)
�Use mean when: - variables are interval or ratio (except badly skewed distribution) - want to report typical score - anticipate additional statistical analysis
![Measure of dispersion MD Statistics that indicate the amount of variety or heterogeneity in Measure of dispersion (MD) �Statistics that indicate the amount of variety or heterogeneity in](https://slidetodoc.com/presentation_image_h2/5f6fdf388b5f5ae32b4239c7d8700529/image-12.jpg)
Measure of dispersion (MD) �Statistics that indicate the amount of variety or heterogeneity in a distribution of scores - Range - Standard deviation - Variance
![Range The difference between the highest score and the lowest score or the highest �Range: The difference between the highest score and the lowest score or the highest](https://slidetodoc.com/presentation_image_h2/5f6fdf388b5f5ae32b4239c7d8700529/image-13.jpg)
�Range: The difference between the highest score and the lowest score or the highest score minus the lowest score �Standard deviation: The square root of the squared deviations of the scores around the mean divided by N, symbol s �Variance: The square of standard deviation, symbol s²
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