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Part I: Identifying Research Topics Part II: Frequency Distribution Brandé Flamez Rick Balkin September 9, 2009

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Page 1: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Part I: Identifying Research Topics Part II: Frequency Distribution

Brandé Flamez Rick Balkin September 9, 2009

Page 2: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Five Main Components

  1. Identifying research topics   2. Specifying research questions and

hypotheses   3. Formulating operational definitions   4. Identifying research variables   5. Collecting and analyzing data

Page 3: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Identifying Research Topics   Identify some topic that may:

  Contribute to the profession’s knowledge base in a meaningful way

  Stimulate and motivate students to explore and learn more about the topic

  According to Heppner, Wampold, & Kivlighan (2008) good first step:   1. Collect information about previous research

both within and outside of counseling   Read professional journals

Page 4: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Identifying Research Topic Cont.

  2. Look for literature reviews on specific topic

  3. Spend at least 5 hrs a wk reading and exploring journals for 6wks or more

  4. Use faculty and student resources on campus.   Your advisor-great resource

Page 5: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Specifying Research Questions and Hypotheses

  After identifying a possible research topic:   Become knowledgeable about previous research

on topic   May write your own formal review paper   Examine key studies

  Pay attention to discussion section   Authors discuss future research needs, next logical

step

  Pay attention to constructs used in previous research

Page 6: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Specifying Research Questions and Hypotheses Cont.

 Research questions:  Research hypothesis:

  Three useful categories of research:   1. Descriptive questions   2. Difference questions   3. Relationship questions

Page 7: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Specifying Research Questions and Hypotheses Cont.

  1. Descriptive questions   What some phenomena or events are

like   Experimental manipulations typically not

used   Collect info on surveys, interviews to

describe events

Page 8: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Specifying Research Questions and Hypotheses Cont.

  2. Difference questions   Are there differences between groups of

people or within individual participants?   Tend to focus on groups of individuals

  Groups may differ or receive different treatment

  Ex:

Page 9: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Specifying Research Questions and Hypotheses Cont.

  3. Relationship questions   Explore the degree to which two or more

constructs vary together   Often use correlational statistics or

regression analysis   Ex:

Page 10: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Specifying Research Questions and Hypotheses Cont.

 What makes a testable research question?   According to Kerlinger and Lee (2000):

  1. worded clearly and unambiguously in question form

  2. should inquire into a relationship between two or more constructs (is construct A related to construct B)

Page 11: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Formulating Operational Definitions

 Operationally define each construct   Operationally defined

means___________________________.   The primary purpose of an operational

definition:

Page 12: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Identifying Research Variables   The effect of ______ variable (varied, altered, what

you are manipulating) on the ______ variable (what you are measuring, observing, changed).

  Other names for independent variable:   1.   2.   3.

  Other names for dependent variable:   1.   2.   3.

Page 13: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Collecting and Analyzing Data

  Process of data collection depends on the design of the experiment

Page 14: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Frequency Distribution

 A way to present information on scores for a group

 Scores are listed from highest to lowest

  Percentiles can be easily calculated

Page 15: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Frequency Distribution

Exam Scores 98 85 80 76 67 97 85 80 76 67 95 85 80 75 64 93 84 80 73 60 90 82 78 72 57

88 82 78 70

87 82 78 70

87 80 77 70

Page 16: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Frequency Distribution 1.  Order all of the scores in a single column

  This is known as the raw score

2.  Identify the number of people who made that actual score   This is known as the frequency

3.  Starting from the lowest score, identify all of the participants who made that score or below   This is known as the cumulative frequency

Page 17: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Frequency Distribution 4.  Using the frequency (2nd column)

identify the percent of people who made that particular score by dividing the frequency by the total number of participants

5.  Starting from the lowest percent, identify all of the participants who made that percent or below   This is known as the cumulative percent

Page 18: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

See Handout

Page 19: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Score Frequency cf percent cum percent

98 1 37 2.70% 100%

97 1 36 2.70% 97%

95 1 35 2.70% 95%

93 1 34 2.70% 92%

90 1 33 2.70% 89%

88 1 32 2.70% 86%

87 2 31 5.41% 84%

85 3 29 8.11% 78%

84 1 26 2.70% 70%

82 3 25 8.11% 68%

80 5 22 13.51% 59%

78 3 17 8.11% 46%

77 1 14 2.70% 38%

76 2 13 5.41% 35%

75 1 11 2.70% 30%

73 1 10 2.70% 27%

72 1 9 2.70% 24%

70 3 8 8.11% 22%

67 2 5 5.41% 14%

64 1 3 2.70% 8%

60 1 2 2.70% 5%

57 1 1 2.70% 3%

100%

Page 20: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Score Frequency cf percent cum percent

98 1 37 2.70% 100%

97 1 36 2.70% 97%

95 1 35 2.70% 95%

93 1 34 2.70% 92%

90 1 33 2.70% 89%

88 1 32 2.70% 86%

87 2 31 5.41% 84%

85 3 29 8.11% 78%

84 1 26 2.70% 70%

82 3 25 8.11% 68%

80 5 22 13.51% 59%

78 3 17 8.11% 46%

77 1 14 2.70% 38%

76 2 13 5.41% 35%

75 1 11 2.70% 30%

73 1 10 2.70% 27%

72 1 9 2.70% 24%

70 3 8 8.11% 22%

67 2 5 5.41% 14%

64 1 3 2.70% 8%

60 1 2 2.70% 5%

57 1 1 2.70% 3%

100%

Page 21: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Score Frequency cf percent cum percent

98 1 37 2.70% 100%

97 1 36 2.70% 97%

95 1 35 2.70% 95%

93 1 34 2.70% 92%

90 1 33 2.70% 89%

88 1 32 2.70% 86%

87 2 31 5.41% 84%

85 3 29 8.11% 78%

84 1 26 2.70% 70%

82 3 25 8.11% 68%

80 5 22 13.51% 59%

78 3 17 8.11% 46%

77 1 14 2.70% 38%

76 2 13 5.41% 35%

75 1 11 2.70% 30%

73 1 10 2.70% 27%

72 1 9 2.70% 24%

70 3 8 8.11% 22%

67 2 5 5.41% 14%

64 1 3 2.70% 8%

60 1 2 2.70% 5%

57 1 1 2.70% 3%

100%

Page 22: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Score Frequency cf percent cum percent

98 1 37 2.70% 100%

97 1 36 2.70% 97%

95 1 35 2.70% 95%

93 1 34 2.70% 92%

90 1 33 2.70% 89%

88 1 32 2.70% 86%

87 2 31 5.41% 84%

85 3 29 8.11% 78%

84 1 26 2.70% 70%

82 3 25 8.11% 68%

80 5 22 13.51% 59%

78 3 17 8.11% 46%

77 1 14 2.70% 38%

76 2 13 5.41% 35%

75 1 11 2.70% 30%

73 1 10 2.70% 27%

72 1 9 2.70% 24%

70 3 8 8.11% 22%

67 2 5 5.41% 14%

64 1 3 2.70% 8%

60 1 2 2.70% 5%

57 1 1 2.70% 3%

100%

Page 23: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Score Frequency cf percent cum percent

98 1 37 2.70% 100%

97 1 36 2.70% 97%

95 1 35 2.70% 95%

93 1 34 2.70% 92%

90 1 33 2.70% 89%

88 1 32 2.70% 86%

87 2 31 5.41% 84%

85 3 29 8.11% 78%

84 1 26 2.70% 70%

82 3 25 8.11% 68%

80 5 22 13.51% 59%

78 3 17 8.11% 46%

77 1 14 2.70% 38%

76 2 13 5.41% 35%

75 1 11 2.70% 30%

73 1 10 2.70% 27%

72 1 9 2.70% 24%

70 3 8 8.11% 22%

67 2 5 5.41% 14%

64 1 3 2.70% 8%

60 1 2 2.70% 5%

57 1 1 2.70% 3%

100%

Page 24: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Raw Score distribution

Page 25: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Frequency Distribution

Interval Frequency cf percent cum

percent 96-100 2 37 5.41% 100.00% 91-95 2 35 5.41% 94.60% 86-90 4 33 10.81% 89.19% 81-85 7 29 18.92% 78.38% 76-80 11 22 29.73% 59.46% 71-75 3 11 8.11% 29.73% 66-70 5 8 13.51% 21.62% 61-65 1 3 2.70% 8.11% 56-60 2 2 5.41% 5.41%

Page 26: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Interval Distribution

Page 27: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Group Exercise   Create a frequency distribution using the

same data in intervals of 10.

98 85 80 76 67 97 85 80 76 67 95 85 80 75 64 93 84 80 73 60 90 82 78 72 57 88 82 78 70 87 82 78 70 87 80 77 70

Page 28: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

One possible answer

Interval Frequency cf percent cum

percent 90-99 5 37 13.51% 100.00% 80-89 15 32 40.54% 86.48% 70-79 12 17 32.43% 45.94% 60-69 4 5 10.81% 13.51% 50-59 1 1 2.70% 2.70%

Page 29: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

SPSS   Frequency Distribution Tables pg. 62

in GW   Frequency Distribution Histogram or

Bar Graph pg. 63   Let’s practice using SPSS: problem 1

pg 66.   Scores are: 4, 6, 2, 9, 8, 6, 5, 7, 7, 3, 6,

6, 7, 3, 7, 4, 5, 8, 6, 5   Make a frequency table and histogram

Page 30: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Non-Normal (Skewed) Distributions

  Positively Skewed Distribution: the majority of scores fall on the low end of the distribution; many low scores, few high scores

Page 31: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

Non-Normal (Skewed) Distributions

 Negatively Skewed Distribution: the majority of scores fall on the high end of the distribution; many high scores, few low scores

Page 32: Part I: Identifying Research Topics Part II: Frequency ......Frequency Distribution 4. Using the frequency (2nd column) identify the percent of people who made that particular score

 A very difficult exam would probably produce a ______ skewed distribution. (Hint: Draw)

 A very easy exam would probably produce a ______ skewed distribution.