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Developing Study Skills and Research Methods. Unit Code: HL20107. Unit Leader: Dr James Betts. J.Betts@bath.ac.uk. Level of Measurement? Discrete/Continuous? Academic Grade (A*-F) Tides (+/-1 m, etc.) Nationality Body Mass (kg) Social Class Date (DD/MM/YYYY) Colour (nm) Shoe Size.
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Developing Study Skills and Research Methods Unit Code: HL20107 Unit Leader: Dr James Betts J.Betts@bath.ac.uk
Level of Measurement? Discrete/Continuous? Academic Grade (A*-F) Tides (+/-1 m, etc.) Nationality Body Mass (kg) Social Class Date (DD/MM/YYYY) Colour (nm) Shoe Size Refresher Test
Mode (i.e. most frequently occurring score) + Median (i.e. middle score/50th percentile) + Mean (i.e. arithmetic average) + Indicators of Central Tendency
Logical Statistical Validity Face Content Concurrent Consistency Objectivity Predictive Construct Reliability AKA Criterion
Face Validity Infers that a test is valid by definition It is clear that the test measures what it is supposed to Logical Validity • Content Validity • Infers that the test measures all aspects contributing to the variable of interest
Concurrent Validity Infers that the test produces similar results to a previously validated test Statistical Validity • Predictive Validity • Infers that the test provides a valid reflection of future performance using a similar test
Construct Validity Infers not only that the test is measuring what it is supposed to, but also that it is capable of detecting what should exist, theoretically Therefore relates to hypothetical or intangible constructs Logical/Statistical Validity
Maturation History Pre-testing Statistical Regression Instrumentation Selection Bias Experimental Mortality. Threats to Internal Validity
Inadequate Description Biased Sampling Hawthorne Effect Demand Characteristics Operationalisation. Threats to External Validity
Reliability Subject 1 60 ml.kg-1.min-1 60 ml.kg-1.min-1 60 ml.kg-1.min-1 Subject 2 55 ml.kg-1.min-1 55 ml.kg-1.min-1 55 ml.kg-1.min-1 Subject 3 70 ml.kg-1.min-1 70 ml.kg-1.min-1 70 ml.kg-1.min-1
Reliability Subject 1 60 ml.kg-1.min-165 ml.kg-1.min-1 65 ml.kg-1.min-1 Subject 2 55 ml.kg-1.min-160 ml.kg-1.min-1 60 ml.kg-1.min-1 Subject 3 70 ml.kg-1.min-175 ml.kg-1.min-1 75 ml.kg-1.min-1
Reliability Subject 1 60 ml.kg-1.min-172 ml.kg-1.min-1 57 ml.kg-1.min-1 Subject 2 55 ml.kg-1.min-161 ml.kg-1.min-1 52 ml.kg-1.min-1 Subject 3 70 ml.kg-1.min-140 ml.kg-1.min-1 84 ml.kg-1.min-1
Relative Reliability Subject 1 60 ml.kg-1.min-1 63 ml.kg-1.min-1 57 ml.kg-1.min-1 Subject 2 55 ml.kg-1.min-1 56 ml.kg-1.min-1 48 ml.kg-1.min-1 Subject 3 70 ml.kg-1.min-1 65 ml.kg-1.min-1 66 ml.kg-1.min-1
Intrarater reliability The consistency of a given observer or measurement tool on more than one occasion Rater Reliability • Interrater reliability • The consistency of a given measurement from more than one observer or measurement tool
Is there any difference in the length of time that males and females can sustain an isometric muscular contraction? Example Hypotheses: Isometric Torque Alternative Hypothesis (HA) or experimental (HE) There is a significant difference in the DV between males and females. Null Hypothesis (H0) There is not a significant difference in the DV between males and females
Is there any difference in the length of time that males and females can sustain an isometric muscular contraction? Example Hypotheses: Isometric Torque Alternative Hypothesis (HA) or experimental (HE) There is a significantlyhigher DV for males than for females. Null Hypothesis (H0) There is not a significantlyhigher DV for males than for females.
Example Hypotheses: Isometric Torque • Is there any difference in the length of time that males and females can sustain an isometric muscular contraction? N♀ N♂ n♀ n♂ 16 17 18 19 20 Sustained Isometric Torque (seconds)
Type 1 Errors Type 2 Errors Statistical Errors
Example Hypotheses: Isometric Torque • Is there any difference in the length of time that males and females can sustain an isometric muscular contraction? t-test Mean A Mean B 16 17 18 19 20 Sustained Isometric Torque (seconds)
Example Hypotheses: Isometric Torque • Is there any difference in the length of time that males and females can sustain an isometric muscular contraction? Mean A Mean B 16 17 18 19 20 Sustained Isometric Torque (seconds)
So which stats test should you use? Q1. What is the LOM? Q2. Is the data ND? Q3. Is the data paired or independent?