STATISTIC REFRESHER Flashcards
Measurement
The act of assigning numbers or symbols to characteristics of things according to rules
Scale
A set of numbers whose properties model empirical properties of the objects to which the numbers are assigned
Continous Scale
A scale used to measure a continous variable (value is obtained by measuring) ex: height, weight, blood pressure
Discrete Scale
Used to measure a discrete variable (value is obtained by counting or categorising) ex: number of students in a classroom students can be individually counted, but you can’t have a fraction of a student (there’s no 1.5 and so on)
ERROR
- Refers to the collective influence of all the factors on a test score or measurement
- Measurement always involves error
- Has many different sources (eg. surroundings, item selection in an exam)
What are the 3 property of Scales
- Magnitude
- Equal Intervals
- Absolute Zero
Magnitude (Ordinal, Interval, Ratio)
- The property of “moreness”
- A scale has this property if we can say that a particular instance of the attribute represent more, less, or equal amounts of the given quantity than does the another instance.
eg. scale of height: Donny is taller than David
Equal Intervals (Interval, Ratio)
A scale has this property if the difference between 2 points of any place on the scale has the same meaning as the difference between 2 other points that differ the same number of scale units
Absolute Zero (Ratio)
Obtained when nothing of the property being measured exists.
4 Levels of Scales of Measurement
- Nominal Scales
- Ordinal Scales
- Interval Scales
- Ratio Scales
Nominal Scales (Have none of the 3 properties)
- In which numbers serve as “tags” or “labels” only, to identify or classify an object
- Used when data is qualitative
- Involved classification or categorization: (In research) labeled with number (eg. 1-boy, 2-girl)
- Dichotomous (yes/no) scales
Ordinal Scales (With magnitude only)
- Ranks ordering
- Compared with others and assigned a rank
- Only used to classify by ordering ranks and do not imply anything about how much greater one ranking is than another (we do not know how far the 1st to the 2nd thus, no equal interval)
- Ordinal scales have no absolute zero point. Every test takers, regardless of the standing is presumed to have some ability
Interval Scales
- An interval scale is one where there is order and the difference between two values is meaningful
- Contains no absolute zero point
Ratio Scales (Magnitude, Equal Interval, Absolute Zero)
- Ratio scales allow you to categorize and rank your data along equal intervals.
- Has the zero point
eg. like test of hand grip, motor ability (some neurological test are ratio)
What are the Permissible Operations
- Nominal Data
- Ordinal
- Interval
- Ratio