Title: Research Design
1Research Design Analysis 1Class 11
- Announcements
- answer key online
- web pages
- http//plato.acadiau.ca/COURSES/PSYC/McLeod/2013-9
9/Assignments/assign2studentpages.htm - Chapter 11 descriptive statistics today (lab)
2Sources of distortion?
- Instruments (measures)
- Sampling
- Observer bias
- biggest problem with behavioral coding
- observer is part of measuring instrument
- power of inference
3Inter-rater reliability Percent agreement
Percent agreement
Total number of agreements x 100 Total number of
observations
4Inter-rater reliabilityCohens Kappa
Cohens Kappa
5Cohens Kappa Confusion matrix
Cohens Kappa
6Cohens Kappa Correcting for chance
Cohens Kappa
7Inter-rater reliability with interval data
Pearsons product-moment correlation r 1.0
But dont agree on any! If use, need mean
st.dev.
M 3.2 5.2 SD 2.0 2.0
8Naturalistic observations
- Unobtrusive
- blinds, mirrors, cameras
- Purely descriptive
- High external validity
- also
- Participant observation
- Case history
9Other non-experimental methods
- Archival data
- Content analysis
10Considerations
- Reactivity of subjects
- Ethical issues
- Validity of measures
11Descriptive statistics (Ch. 11)
- Central tendency (average)
- Spread (variability)
- Shape (symmetry/skew)
12Descriptive statistics (Ch. 11)
- 82.7 60.6 74.0 93.3 97.1 81.7 86.5 40.4 76.0 83.7
77.9 79.8 76.0 89.4 76.0 40.4 68.3 71.2 69.2 95.2
86.5 67.3 76.0 84.6 67.3 73.1 96.2 84.6 74.0 82.7
83.7 80.8 91.3 94.2 81.7 79.8 - need descriptions or summaries of the raw data
13Frequency distribution
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18Measures of central tendency
- Mode
- Median
- Mean
- When to use each
19Measures of spread
- Range
- Interquartile range
- semi-interquartile range (Q3-Q1)/2
- Variance
- Standard deviation
20Computational formula for variance
21Advantages of Standard Deviation
- Units are the same as your measure
- Relation to normal distribution
- M1 SD represents ?68 total area
- M2 SD represents ?95 total area
- M3 SD represents ?99 total area
22Standard Scores
- Note to myself for year 2000
- Insert stuff about standard scores and Z-test
here -- they dont get it later when talking
about correlation
23Applicants for tutor position
- Applicant 1 Applicant 2
- Intro stats 83 73
- Advanced stats 81 68
- Intro psych 80 68
- Clinical psyc 82 78
- English comp. 83 90
- English Lit. 84 91
- Spanish 84 88
- Intermed. Spanish 86 83
- Can. Hist. 82 93
- World Hist. 85 98
- Mean 83 83
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25N10 ?60 ?(XA-MA)2 80
?60 ?(XB-MB)2 48
26Shape
- Symmetrical (normal)
- Positive skew
- Negative skew
- bi (multi)-modal
27Shape
Simulations http//www.ruf.rice.edu/lane/stat_s
im/descriptive/index.html
28Descriptive stats and measurement scales
- Scale type
- Nominal
- Ordinal
- Interval
- Ratio
- Scale properties
- Differences
- Magnitudes
- Equal intervals
- True zeros
29Summarizing data
- Graphing nominal data
- Pie charts
- Bar graphs
- Frequency distributions
- Histograms
- Line graphs
- Exploratory data analysis
30Summarizing data graphically
- Visualizing your distribution
- Pie charts
- Bar charts
- Histograms
- stem and leaf plots
- box and whisker plot
- Comparing groups
- Bar graphs
- Line graphs
- box and whisker plot
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32Favorite Snack Food
- Chocolate 10
- Chips 23
- Pizza 8
- Popcorn 11
- Fruit Veg 10
- Other 18
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36Deceptive figures
37Age and sexual activityYoung women in Nova Scotia
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44Midterm grades
- 74.0 97.1 76.9 83.7 76.9 76.9 54.8 84.6 72.1 89.4
82.7 67.3 82.7 60.6 64.4 56.7 80.8 60.6 90.4 78.8
84.6 72.1 76.0 89.4 41.3 83.7 68.3 84.6 90.4 84.6
59.6 81.7 75.0 98.1 79.8 52.9 72.1 65.4 74.0 76.9
71.2 80.8 66.3 93.3
451st Midterm grade distribution SecA
46Midterm Box-plots
47Midterm grades
- 82.7 60.6 74.0 93.3 97.1 81.7 86.5 40.4 76.0 83.7
77.9 79.8 76.0 89.4 76.0 40.4 68.3 71.2 69.2 95.2
86.5 67.3 76.0 84.6 67.3 73.1 96.2 84.6 74.0 82.7
83.7 80.8 91.3 94.2 81.7 79.8
481st Midterm grade distribution SecB