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Research Design

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box and whisker plot. Comparing groups. Bar graphs. Line graphs. box and whisker plot. 9/27/09. Psyc2013 Class #11 (c) Peter McLeod. 31. 9/27/09 ... – PowerPoint PPT presentation

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Title: Research Design


1
Research 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)

2
Sources of distortion?
  • Instruments (measures)
  • Sampling
  • Observer bias
  • biggest problem with behavioral coding
  • observer is part of measuring instrument
  • power of inference

3
Inter-rater reliability Percent agreement
Percent agreement
Total number of agreements x 100 Total number of
observations
4
Inter-rater reliabilityCohens Kappa
Cohens Kappa
5
Cohens Kappa Confusion matrix
Cohens Kappa
6
Cohens Kappa Correcting for chance
Cohens Kappa
7
Inter-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
8
Naturalistic observations
  • Unobtrusive
  • blinds, mirrors, cameras
  • Purely descriptive
  • High external validity
  • also
  • Participant observation
  • Case history

9
Other non-experimental methods
  • Archival data
  • Content analysis

10
Considerations
  • Reactivity of subjects
  • Ethical issues
  • Validity of measures

11
Descriptive statistics (Ch. 11)
  • Central tendency (average)
  • Spread (variability)
  • Shape (symmetry/skew)

12
Descriptive 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

13
Frequency distribution
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18
Measures of central tendency
  • Mode
  • Median
  • Mean
  • When to use each

19
Measures of spread
  • Range
  • Interquartile range
  • semi-interquartile range (Q3-Q1)/2
  • Variance
  • Standard deviation

20
Computational formula for variance
21
Advantages 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

22
Standard 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

23
Applicants 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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N10 ?60 ?(XA-MA)2 80
?60 ?(XB-MB)2 48
26
Shape
  • Symmetrical (normal)
  • Positive skew
  • Negative skew
  • bi (multi)-modal

27
Shape
Simulations http//www.ruf.rice.edu/lane/stat_s
im/descriptive/index.html
28
Descriptive stats and measurement scales
  • Scale type
  • Nominal
  • Ordinal
  • Interval
  • Ratio
  • Scale properties
  • Differences
  • Magnitudes
  • Equal intervals
  • True zeros

29
Summarizing data
  • Graphing nominal data
  • Pie charts
  • Bar graphs
  • Frequency distributions
  • Histograms
  • Line graphs
  • Exploratory data analysis

30
Summarizing 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

31
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32
Favorite Snack Food
  • Chocolate 10
  • Chips 23
  • Pizza 8
  • Popcorn 11
  • Fruit Veg 10
  • Other 18

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36
Deceptive figures
37
Age and sexual activityYoung women in Nova Scotia
38
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44
Midterm 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

45
1st Midterm grade distribution SecA
46
Midterm Box-plots
47
Midterm 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

48
1st Midterm grade distribution SecB
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