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   California State University,
Long Beach
GeoDiversity
Geoscience Diversity Enhancement Program
Geology, Geography, Geoarchæology
David J. Whitney
Suzanne P. Wechsler
Christine M. Rodrigue
María Teresa Ramírez-Herrera
Elizabeth L. Ambos
Robert D. Francis
James C. Sample
Richard Behl
Daniel O. Larson
Crisanne Hazen

General Education Student Perceptions
of the Geosciences

Association of Pacific Coast Geographers
San Bernardino, California, 5 October 2002

Geoscience Diversity Enhancement Project
A collaboration of the departments of:

Geography, Geological Sciences, and Anthropology
California State University
Long Beach, CA 90840

Introduction

The CSULB G-DEP team took very seriously NSF's growing concern with assessment, that is, with independent evaluation of the extent to which the G-DEP project meets its goal of increasing underrepresented students' interest in majoring in the geosciences. To that end, the G-DEP team brought in David Whitney, an experienced project evaluator.

Part of assessment involved establishing a baseline of performance of the regular geoscience programs in affecting general education students' perceptions of the geosciences. Whitney created a a pre-test/post-test survey form based on the project's objectives that would be administered to students in lower-division geography, geology, and anthropology courses at CSULB in Spring 2002 to establish how students perceived the three geosciences at the beginning and the end of the classes before G-DEP began. The purpose of this presentation is to report the results of this baseline survey.

Data and Methods

The surveys were administered to general education courses in the collaborating departments, namely, introductory physical geography, general geology, and introduction to archaeology. The surveys went to 3 geography classes, 2 geology classes, and 1 archaeology class. While the survey was ultimately administered to 214 students, many students did not take both the pre-test and the post-test or did not fill out the right section of their student ID numbers. The pre-test was completed by 137 students and the post- test by 150, but only 76 completed both. Of these, 41 came from the geography courses, 20 from the geology courses, and 15 from the anthropology course.

Sample Demographics

Of the 76 respondents, 49 or 64% were female and 27 or 36% were male, which is similar to the 60:40 breakdown for the campus as a whole (prob = 0.40). Eighteen of the male students were in the geography classes, leaving only 9 men in the other 2 disciplines! The difference between geography and non- geography in gender does not rise to the 0.05 level of significance in a Chi- square test, however (prob=0.10). In terms of ethnicity, 42 of the students were white, or 55%; 7 were Asian or Filipino, or 9%; and 27, or 36%, were NSF- designated minorities in the Science, Technology, Engineering, and Math areas (or STEM). NSF's STEM minorities include African-American, Latino, Native American, and Pacific Islander (excluding Filipino). For the campus as a whole, 35% percent of the students were white, 23% were Asian or Filipino, and 29% were NSF STEM minorities. The G-DEP students, thus, are significantly different in the proportions of white and Asian students (prob <0.005) but not in their proportions of NSF STEM minorities (prob = 0.24). There is, however, no significant difference in the ethnic distribution among the disciplines (prob= 0.97).

Survey Design

The pre-test survey consisted of 25 questions designed to elicit student perceptions of science and scientists, geography, geology, and archaeology; self-perceptions of ability to do work in the geosciences; attitudes towards outdoor activities; knowledge of careers in geoscience; and barriers to majoring in the geosciences (Table 1). The questions are designed to be answered along a 5 point Likert scale from strongly disagree to strongly agree. The post-test survey (Table 2) consisted of these same 25 questions plus another 5 designed to get at the effect of the general education course on student knowledge of geoscience, careers in geoscience, interest in geoscience, and intent to learn more about or major in geosciences. The surveys were matched by individual, and only those individuals who completed both surveys were included in the analysis presented here.

Analytic Methods

Student responses were compared, first, for their variations from a neutral perception of the geosciences at the beginning and at the end of their classes. The method used was a one sample difference of means t-test between their answers to each question and the expected neutral answer of 3. Then, the differences in the number of answers deemed significantly negative, significantly positive, and neutral were counted up for each discipline to get at the balance of their opinions. The resulting contingency tables were subjected to Chi-square analysis to see if there were significant differences among the students entering GE geography, geology, and anthropology courses and among those completing the courses.

Later, t-tests of the differences in means compared the means in each discipline with those of students not in that discipline, both for the pre-test and the post-test. A variant, the matched-pairs t-test, was done to compare the pre-tests with the post-tests for the group as a whole and for each discipline. All tests used the 0.05 significance level as a decision criterion.

Findings

Findings will be presented in the following order. First, the pre-tests will be discussed in terms of neutrality of student opinion, the balance of their opinions, and comparisons among the disciplines by specific questions. Then, the post tests will be evaluated for neutrality, changes in the balance in opinions, and changes among disciplines in specific questions.

Responses on the Pre-test Compared with Neutrality

For the entire group of students in all three disciplines, 19 of the 25 pre-test questions (or 76%) diverged significantly from perfect neutrality, 12 (or 48%) in a positive direction and 7 (or 28%) in a negative direction (Table 3). Students were consistently positive about the questions relating to their enjoyment of the outdoors and their confidence that they know what the various geosciences are "all about" and their ability to do geoscience if they so chose. They reported being uninterested in the geosciences even so and knew very little about jobs in the geosciences and how to prepare for them. They felt that women scientists are as productive as men and that minority students receive enough encouragement to study geosciences. That said, their impressions still rarely budged more than a full point away from 3 in either direction. Students entering these geoscience general education courses, then, were overall fairly blasé in their perceptions of the geosciences. These were clearly students just trying to get rid of their pesky general education requirements.

The Balance of Opinions among the Three Disciplines in the Pre-test

Comparing one discipline to another, geography students had positive views of the geosciences and their abilities to handle them in 10 out of the 25 questions asked, or 40% (Table 4) and negative views in 5 (20%). Geology students expressed positive views in 11 of the questions or 44% and negative views in 4 or 16%, Anthropology students had 14 positive answers or 56% and negative views in 4 or 16%. In a Chi-square analysis of these frequency counts, there was no significant difference in the balance of answers among students in the three disciplines (prob= (Table 5). All three disciplines, then, attracted students with generally similar balances of perceptions and attitudes toward the geosciences.

Differences among the Three Disciplines in the Pre-test by Specific Questions

Looking back at specific questions (Table 4), however, there were some differences among the students in the three classes. Geography students had significantly lower scores than their peers in four questions: I have a good understanding of how scientists do research, I plan on taking math courses that would prepare me to major in a science, I have a good idea of what Geologists study, and, most disturbingly, female scientists are rarely as productive as male scientists. They did not score significantly better than their peers on any questions.

Students in the geology classes did better than their peers in four questions having to do with their understanding of how scientists do research and what it is geologists and geographers study and the productivity of female scientists. They did worse than their peers in one question, the one about considering majoring in Geoscience.

Students in the anthropology class did better than their peers in only one question, the one about planning to take math. They did not, however, do significantly worse than their peers in any questions. So, the geography students begin their encounter with the discipline at a bit of a disadvantage: math-phobic, more receptive to sexist attitudes, and less clear on how science is done.

Responses on the Post-test Compared with Neutrality

Turning to the situation in the post-test survey, 17 of the responses to the 30 questions (or 57%) were significantly more positive than 3.0, 7 were neutral (or 23%), and 6 (or 20%) were negative (Table 6). Students left their classes retaining their sense of how scientists do research and what the basic natures of the various geosciences are and, more importantly, with an enhanced understanding of the elementary geosciences. They came away impressed with the income possibilities in the geosciences and had an increased understanding of geoscience careers. They remained suspicious of gender stereotypes. Their enjoyment of outdoor activities was diminished but remained significantly better than neutral. Even so, they remained adamantly resistant to majoring in geosciences or becoming scientists. G-DEP, as well as the disciplines on which it draws, has its work cut out for it.

The Balance of Opinions among the Three Disciplines in the Post-test

There was, thus, an increase of 5 in the positive views compared with the pre- test, and a decrease of 1 in the negative views. This did not amount to a significant change in the distribution of opinions among positive, neutral, and negative opinions overall from the pre-test to the post-test, however (Table 7). For geography students, positive responses increased to 16 (53%), and negative responses remained proportionally the same as they were before at 6 (20%). While there appeared to be a shift to the better in geography, this difference was not significant. There was no significant difference in the balances of opinions among the geology students or the anthropology students, either. Well, I suppose we did establish a baseline of no significant alteration in students' overall sentiments toward the geosciences, hopefully to be remedied as we are affected by our own participation in G-DEP in the next two years!

Differences among the Three Disciplines in the Post-test by Specific Questions

Examining the changes in response by question, however, a few individual questions did show significant change, nearly all of these in a positive direction (Table 8). The geoscience students as a group reported greater confidence in their skills at conducting scientific research, improved understanding of elementary geoscience and the course of study it would take to become a geoscientist. They reported improved understanding of the kinds of careers there are in geoscience and an improved perception of geoscientists' incomes. The only sour note was a significant and puzzling drop in their enjoyment of hiking or camping! Very disappointingly, there was no significant change in the questions having to do with intent to major in a geoscience or enjoyment of a possible career in geoscience.

Breaking out the changes in individual questions by each discipline (Table 9), fewer questions stand out as having changed significantly. For geography students, there was significant improvement in their understanding of career possibilities in geoscience and in their perceptions of incomes possible in the geosciences. For some reason, there is also a significant decline in geography students' understanding of what it is archaeologists do. For geology students, there was no significant change on any of the questions. For anthropology students, there was a significant decline in their interest in the geosciences.

Discussion: Focus on Geography

Overall, the geography students resembled their peers in the other two disciplines as they entered their general education courses. That is, there did not seem to be any self-selection bias operating along ethnic lines whatsoever. There might be a slight self-selection bias favoring men in geography, but that difference, while of exploratory interest at the 0.10 level, was not significant at the 0.05 level used as a decision criterion in this study. Like their peers in geology and anthropology, the geography GE students had about the same mix of opinions towards the geosciences in terms of the number of positive responses and negative responses. These were basically generic students getting through their general education.

Going through the pre-tests question by question, there were some notable differences, however. Geography GE students were significantly more math-averse, hazier on what science in general and the three geosciences in particular are all about, and likelier to hold sexist stereotypes. This last may have to do with the seeming concentration of male students in the geography classes, a promising question to be explored further as the database grows. Differences in course prerequisites may have affected these perceptions, as well.

In the post-test, there was a slight shift to the better in the balance of opinions towards the geosciences overall and especially in geography, but the differences did not prove significant. Geography students scored especially strongly on their increased knowledge of geoscience careers and incomes, and their improvement drove the improvement seen in the group as a whole. We suspect this improvement in career knowledge in geography may be unique to this campus because of local conditions, however, including a large internship program and a "Jobs in Geography" colloquium series run by Dr. Suzanne Wechsler. Very disappointingly, these improvements did not translate into an increased interest in geoscience majors or careers. Basically, results from the baseline survey help us characterize our student audience but do not enlighten us on making geography, geology, or archaeology more appealing to them.

Conclusions

In the future, the G-DEP team intends to repeat this survey each year, extending the surveys from the original CSULB faculty's classes to the classes of collaborating faculty at local community colleges and, eventually, high schools. The database will grow in size and enable finer-grained and multivariate analyses.

Also, we have begun to analyze the qualitative information provided by our first 8 interns through focus groups. These students emerged from G-DEP both enthusiastic and committed to transferring to 4 year schools as geoscience majors. We hope to identify the most important factors in their enthusiasm and work out ways to incorporate them in the more typical lecture, discussion, and lab courses we teach.

Given the richness of the focus group data, Whitney has suggested running focus groups with students in the regular classes to hear directly and interactively from the general education students why they are or are not interested in further pursuit of geography, geology, and archaeology. We hope to do this in the spring of 2003. As Whitney puts it: "How do we realistically reach out to the masses with activities that work with a select few (and demand so much of our precious time)" as G-DEP instructors?

 
Table 1. -- Geoscience Student Survey Pre-Test

        A.            B.               C.               D.             E.
     Strongly      Somewhat       Neither Agree      Somewhat       Strongly 
     Disagree      Disagree       nor Disagree        Agree          Agree

 1. I have a good understanding of how scientists do research.
 2. I consider myself well skilled in conducting scientific research.
 3. I've wanted to be a scientist for as long as I can remember.
 4. I have a good understanding of elementary Geoscience.
 5. I'm uncertain about what course of study is required to become a 
    Geoscientist.
 6. I am considering majoring in Geoscience.
 7. I'd enjoy a career in Geoscience. 
 8. I'm NOT certain I could ever become a Geoscientist, even if I tried.     
 9. I think I could handle the coursework required to become a 
    Geoscientist if I wanted to.
10. I don't know much about possible careers in Geoscience.
11. I plan on taking math courses that would prepare me to major in a 
    science.
12. Most geoscientists earn good incomes.
13. I have a good idea of what Archaeologists study.
14. I have a good idea of what Geologists study.
15. I have a good idea of what Geographers study.
16. My family would be very supportive if I decided to become a 
    Geoscientist.
17. I would enjoy going hiking or camping. 
18. I would enjoy boating.
19. I'd prefer to work on a science project "in the field" than in a 
    research laboratory.
20. I enjoy reading science fiction novels.
21. I enjoy reading nature and travel books and magazines.
22. I doubt that many scientists had a childhood like mine.
23. I think that ethnic minority students are not given enough 
    encouragement to study Geoscience.
24. Female scientists are rarely as productive as male scientists.
25. Most scientists are white males.
26. I am a:        A. Female               B. Male
27. I am currently a:  
    A.   High school Frosh or Sophomore    C. College Frosh or Sophomore
    B.   High school Junior or Senior      D. College Junior or Senior
28. Primary ethnicity  (part 1)           29. Primary ethnicity (part 2)
    A. African American (Black)               A. Asian
    B. Caucasian (White)                      B. Southeast Asian
    C. Latino/Hispanic                        C. Pacific Islander
    D. Native American (American Indian)      D. Filipino
    E. None of the Above                      E. None of the Above

 
Table 2. -- Geoscience Student Survey Post-Test
        A.            B.               C.               D.             E.
     Strongly      Somewhat       Neither Agree      Somewhat       Strongly  
     Disagree      Disagree       nor Disagree        Agree          Agree

 1. I have a good understanding of how scientists do research.                
 2. I consider myself well skilled in conducting scientific research.
 3. I've wanted to be a scientist for as long as I can remember.
 4. I have a good understanding of elementary Geoscience.
 5. I'm uncertain about what course of study is required to become a 
    Geoscientist.
 6. I am considering majoring in Geoscience.
 7. I'd enjoy a career in Geoscience. 
 8. I'm NOT certain I could ever become a Geoscientist, even if I tried.
 9. I think I could handle the coursework required to become a 
    Geoscientist if I wanted to.
10. I don't know much about possible careers in Geoscience.
11. I plan on taking math courses that would prepare me to major in a 
    science.
12. Most geoscientists earn good incomes.
13. I have a good idea of what Archaeologists study.
14. I have a good idea of what Geologists study.
15. I have a good idea of what Geographers study.
16. My family would be very supportive if I decided to become a 
    Geoscientist.
17. I would enjoy going hiking or camping. 
18. I would enjoy boating.
19. I'd prefer to work on a science project "in the field" than in a 
    research laboratory.
20. I enjoy reading science fiction novels.
21. I enjoy reading nature and travel books and magazines.
22. I doubt that many scientists had a childhood like mine.
23. I think that ethnic minority students are not given enough 
    encouragement to study Geoscience.
24. Female scientists are rarely as productive as male scientists.
25. Most scientists are white males.
26. This class has significantly increased my knowledge of 
Geoscience.
27. This class has increased my knowledge of careers in Geoscience.
28. This class has increased my interest in Geoscience.
29. I plan on enrolling in additional classes in Geoscience.
30. This class has increased my interest in becoming a Geoscientist.

 
Table 3. -- Significant Differences from Neutral
in the Pre-Test (all 3 disciplines, n=76)

Question                                                                  Mean

 1. I have a good understanding of how scientists do research.  .....  ++ 3.64
 2. I consider myself well skilled in conducting scientific 
    research.  ......................................................  -- 2.67
 3. I've wanted to be a scientist for as long as I can 
    remember.  ......................................................  -- 1.99
 4. I have a good understanding of elementary Geoscience.  ..........     3.21
 5. I'm uncertain about what course of study is required to 
    become a Geoscientist.  .........................................  -- 3.32
 6. I am considering majoring in Geoscience.  .......................  -- 1.58
 7. I'd enjoy a career in Geoscience.  ..............................  -- 2.33
 8. I'm NOT certain I could ever become a Geoscientist, even   
    if I tried.  ....................................................  ++ 2.66
 9. I think I could handle the coursework required to become 
    a Geoscientist if I wanted to.  .................................  ++ 3.66
10. I don't know much about possible careers in Geoscience.  ........  -- 3.45
11. I plan on taking math courses that would prepare me to 
    major in a science.  ............................................  -- 2.39
12. Most geoscientists earn good incomes.  ..........................     2.89
13. I have a good idea of what Archaeologists study.  ...............  ++ 3.96
14. I have a good idea of what Geologists study.  ...................  ++ 3.95
15. I have a good idea of what Geographers study.  ..................  ++ 3.96
16. My family would be very supportive if I decided to become 
    a Geoscientist.  ................................................  ++ 3.96
17. I would enjoy going hiking or camping.  .........................  ++ 4.12
18. I would enjoy boating.  .........................................  ++ 4.08
19. I'd prefer to work on a science project "in the field" 
    than in a research laboratory.  .................................  ++ 3.97
20. I enjoy reading science fiction novels.  ........................     3.18
21. I enjoy reading nature and travel books and magazines.  .........     3.21
22. I doubt that many scientists had a childhood like mine.  ........     2.84
23. I think that ethnic minority students are not given enough 
    encouragement to study Geoscience.  .............................  ++ 2.63
24. Female scientists are rarely as productive as male 
    scientists.  ....................................................  ++ 1.58
25. Most scientists are white males.  ...............................     2.78


++ differences significant at the 0.05 level in a desirable direction
-- differences significant at the 0.05 level in an undesirable direction
emphasized questions are those that are dramatically different than neutral
    (+ 1 point from 3.00)

 
Table 4. -- Significant Departures from 3.0
by Discipline -- the Pre-Test

Question                                          Geog        Geol        Anth
                                                  Mean        Mean        Mean
                                                  n=41        n=20        n=20

 1. I have a good understanding of how 
    scientists do research.  ................. ++ 3.59 ... ++ 4.25 ... ++ 4.00
 2. I consider myself well skilled in 
    conducting scientific research.  .........    2.66 ...    2.75 ...    2.60
 3. I've wanted to be a scientist for as 
    long as I can remember.  ................. -- 1.83 ... -- 2.15 ... -- 2.20
 4. I have a good understanding of 
    elementary Geoscience.  ..................    3.20 ...    3.35 ...    3.07
 5. I'm uncertain about what course of 
    study is required to become a 
    Geoscientist.  ...........................    3.17 ...    3.30 ... -- 3.73
 6. I am considering majoring in 
    Geoscience.  ............................. -- 1.76 ... -- 1.25 ... -- 1.53
 7. I'd enjoy a career in Geoscience.  ....... -- 2.10 ... -- 2.05 ...    3.33
 8. I'm NOT certain I could ever become a 
    Geoscientist, even if I tried.  ..........    2.73 ...    2.75 ... ++ 2.33
 9. I think I could handle the coursework 
    required to become a Geoscientist if I 
    wanted to.  .............................. ++ 3.59 ... ++ 3.75 ... ++ 3.87
10. I don't know much about possible 
    careers in Geoscience.  ..................    3.34 ...    3.34 ... -- 3.80
11. I plan on taking math courses that 
    would prepare me to major in a 
    science.  ................................ -- 2.02 ... -- 2.10 ... ++ 3.80
12. Most geoscientists earn good incomes.  ... -- 2.80 ...    3.00 ...    3.00
13. I have a good idea of what 
    Archaeologists study.  ................... ++ 3.90 ... ++ 3.90 ... ++ 4.20
14. I have a good idea of what Geologists 
    study.  .................................. ++ 3.73 ... ++ 4.45 ... ++ 3.87
15. I have a good idea of what Geographers 
    study.  .................................. ++ 3.83 ... ++ 4.35 ... ++ 3.80
16. My family would be very supportive if I 
    decided to become a Geoscientist.  ....... ++ 3.83 ... ++ 4.05 ... ++ 4.20
17. I would enjoy going hiking or 
    camping.  ................................ ++ 4.00 ... ++ 4.15 ... ++ 4.40
18. I would enjoy boating.  .................. ++ 4.10 ... ++ 3.90 ... ++ 4.27
19. I'd prefer to work on a science project 
    "in the field" than in a research 
    laboratory.  ............................. ++ 3.88 ... ++ 3.95 ... ++ 4.27
20. I enjoy reading science fiction 
    novels.  .................................    3.00 ...    3.25 ...    3.60
21. I enjoy reading nature and travel books 
    and magazines.  ..........................    2.98 ... ++ 3.55 ...    3.40
22. I doubt that many scientists had a 
    childhood like mine.  ....................    2.98 ...    2.75 ... ++ 2.60
23. I think that ethnic minority students 
    are not given enough encouragement to 
    study Geoscience.  .......................    2.80 ...    2.50 ... ++ 2.33
24. Female scientists are rarely as 
    productive as male scientists.  .......... ++ 2.05 ... ++ 1.30 ... ++ 1.67
25. Most scientists are white males.  ........    2.76 ...    2.55 ...    3.13


++ significant differences between a discipline's means and 3.00 in a
    desirable direction
-- significant differences between a discipline's means and 3.00 in an
    undesirable direction
emphasized means are those in which there was a signifcant difference
    between a discipline's means and those of the other two disciplines, 
    red if in a desirable direction, blue if in an undesirable direction


 
Table 5. -- Chi-square Test of the Significance
of the Pre-test Differences among Students in the
Three Discipline (n=76)


Table 5a. -- Original 3 x 3 Table

    Views -->                     negative     neutral     positive     totals
    
    geography          obs               5          10           10         25
                       exp           4.333       9.000       11.667  
    geology            obs               4          10           11         25
                       exp           4.333       9.000       11.667  
    anthropology       obs               4           7           14         25
                       exp           4.333       9.000       11.667  

    totals                              13          27           35         75

    Chi-square          =            1.563
    prob                =            0.815           no significant difference




Chi-square is not reliable  when more than about 20% of the expected values 
are less than 5.  For that reason, it's been redone below as a 2 x 3 table, 
collapsing negative with neutral.


Table 5b.  -- Collapsed 2 x 3 Table 


     Views -->                 negative or    positive       totals
                                   neutral

     geography         obs              15          10           25
                       exp          13.333      11.667          
     geology           obs              14          11           25
                       exp          13.333      11.667          
     anthropology      obs              11          14           25
                       exp          13.333      11.667          

     totals                             40          35           75
                            
     Chi-square         =            1.393           no significant
     prob               =            0.498               difference
                            

 
Table 6. -- Significant Differences from the Neutral
in the Post-test (all 3 disciplines, n=76)

Question                                        Pre-test Mean   Post-test Mean
                                               diverging from   diverging from
                                                          3 +              3 +
                                                     
 1. I have a good understanding of how                        
    scientists do research.  ........................ ++ 3.84   ...... ++ 3.85
 2. I consider myself well skilled in                               
    conducting scientific research.  ................ -- 2.67   ......    2.97
 3. I've wanted to be a scientist for as                            
    long as I can remember.  ........................ -- 1.99   ...... -- 1.91
 4. I have a good understanding of                                  
    elementary Geoscience.  .........................    3.21   ...... ++ 3.64
 5. I'm uncertain about what course of                              
    study is required to become a                                   
    Geoscientist.  .................................. -- 3.32   ......    2.88
 6. I am considering majoring in                                    
    Geoscience.  .................................... -- 1.58   ...... -- 1.73
 7. I'd enjoy a career in Geoscience.  .............. -- 2.33   ...... -- 2.32
 8. I'm NOT certain I could ever become a                           
    Geoscientist, even if I tried.  ................. ++ 2.66   ...... ++ 2.49
 9. I think I could handle the coursework                           
    required to become a Geoscientist if I                          
    wanted to.  ..................................... ++ 3.68   ...... ++ 3.57
10. I don't know much about possible                                
    careers in Geoscience.  ......................... -- 3.45   ......    2.87
11. I plan on taking math courses that                              
    would prepare me to major in a                                  
    science.  ....................................... -- 2.39   ...... -- 2.46
12. Most geoscientists earn good incomes.  ..........    2.89   ...... ++ 3.16
13. I have a good idea of what                                      
    Archaeologists study.  .......................... ++ 3.96   ...... ++ 3.79
14. I have a good idea of what Geologists                           
    study.  ......................................... ++ 3.95   ...... ++ 3.84
15. I have a good idea of what Geographers                          
    study.  ......................................... ++ 3.96   ...... ++ 3.85
16. My family would be very supportive if I                         
    decided to become a Geoscientist.  .............. ++ 3.96   ...... ++ 3.96
17. I would enjoy going hiking or                                   
    camping.  ....................................... ++ 4.12   ...... ++ 3.77
18. I would enjoy boating.  ......................... ++ 4.08   ...... ++ 3.99
19. I'd prefer to work on a science project                         
    "in the field" than in a research                               
    laboratory.  .................................... ++ 3.97   ...... ++ 3.87
20. I enjoy reading science fiction                                 
    novels.  ........................................    3.18   ......    3.15
21. I enjoy reading nature and travel books                         
    and magazines.  .................................    3.21   ...... ++ 3.28
22. I doubt that many scientists had a                              
    childhood like mine.  ...........................    2.84   ......    2.86
23. I think that ethnic minority students                           
    are not given enough encouragement to                           
    study Geoscience.  .............................. ++ 2.63   ...... ++ 2.75
24. Female scientists are rarely as                                 
    productive as male scientists.  ................. ++ 1.58   ...... ++ 1.88
25. Most scientists are white males.  ...............    2.78   ......    2.75
26. This class has significantly increased
    my knowledge of Geoscience.  ..................................... ++ 3.81
27. This class has increased my knowledge
    of careers in Geoscience.  ....................................... ++ 3.39
28. This class has increased my interest 
    in Geoscience.  ..................................................    3.07
29. I plan on enrolling in additional 
    classes in Geoscience.  .......................................... -- 2.45
30. This class has increased my interest
    in becoming a Geoscientist.  ..................................... -- 2.30


++  differences significant at the 0.05 level in a desirable direction
--  differences significant at the 0.05 level in a desirable direction
emphasized means are those that are dramatically different than neutral 
    (+ point from 3.00)


 
Table 7. -- Chi-square Test of the Significance
of Changes in Attitudes towards the Geosciences
from the Pre-test to the Post-test Surveys


Table 7a. -- All students (n=76)

    Views -->                     negative     neutral     positive     totals
    
    before  .........  obs               7           6           12         25
            .........  exp           5.909       5.909       13.182  
    after   .........  obs               6           7           17         30
            .........  exp           7.091       7.091       15.818  
    totals                              13          13           29         55

    Chi-square          =            0.566
    prob                =            0.754           no significant difference



Table 7b. -- Geography students (n=41)

    Views -->                     negative     neutral     positive     totals
    
    before  .........  obs               5          10           10         25
            .........  exp           5.000       8.182       11.818  
    after   .........  obs               6           8           16         30
            .........  exp           6.000       9.818       14.182  
    totals                              11          18           36         55

    Chi-square          =            1.254
    prob                =            0.534           no significant difference



Table 7c. -- Geology students (n=20)

    Views -->                     negative     neutral     positive     totals
    
    before  .........  obs               4          10           11         25
            .........  exp           3.636      11.364       10.000  
    after   .........  obs               4          15           11         30
            .........  exp           4.364      13.636       11.000  
    totals                               8          25           22         55

    Chi-square          =            0.550
    prob                =            0.760           no significant difference



Table 7d. -- Anthropology students (n=15)

    Views -->                     negative     neutral     positive     totals
    
    before  .........  obs               4           7           14         25
            .........  exp           4.545       8.636       11.818  
    after   .........  obs               6          12           12         30
            .........  exp           5.455      10.634       14.182  
    totals                              10          19           26         55

    Chi-square          =            1.427
    prob                =            0.490           no significant difference


Expected cell counts < 5 -- caveat emptor

 
Table 8. -- Significant Changes from the Pre-test
to the Post-test (all 3 disciplines, n=76)


Question                                        Pre-test Mean   Post-test Mean
                                                     
 1. I have a good understanding of how                        
    scientists do research.  ........................    3.84   ......    3.85
 2. I consider myself well skilled in                               
    conducting scientific research.  ................    2.67   ...... ++ 2.97
 3. I've wanted to be a scientist for as                            
    long as I can remember.  ........................    1.99   ......    1.91
 4. I have a good understanding of                                  
    elementary Geoscience.  .........................    3.21   ...... ++ 3.64
 5. I'm uncertain about what course of                              
    study is required to become a                                   
    Geoscientist.  ..................................    3.32   ...... ++ 2.88
 6. I am considering majoring in                                    
    Geoscience.  ....................................    1.58   ......    1.73
 7. I'd enjoy a career in Geoscience.  ..............    2.33   ......    2.32
 8. I'm NOT certain I could ever become a                           
    Geoscientist, even if I tried.  .................    2.66   ......    2.49
 9. I think I could handle the coursework                           
    required to become a Geoscientist if I                          
    wanted to.  .....................................    3.68   ......    3.57
10. I don't know much about possible                                
    careers in Geoscience.  .........................    3.45   ...... ++ 2.87
11. I plan on taking math courses that                              
    would prepare me to major in a                                  
    science.  .......................................    2.39   ......    2.46
12. Most geoscientists earn good incomes.  ..........    2.89   ...... ++ 3.16
13. I have a good idea of what                                      
    Archaeologists study.  ..........................    3.96   ......    3.79
14. I have a good idea of what Geologists                           
    study.  .........................................    3.95   ......    3.84
15. I have a good idea of what Geographers                          
    study.  .........................................    3.96   ......    3.85
16. My family would be very supportive if I                         
    decided to become a Geoscientist.  ..............    3.96   ......    3.96
17. I would enjoy going hiking or                            
    camping.  .......................................    4.12   ...... -- 3.77
18. I would enjoy boating.  .........................    4.08   ......    3.99
19. I'd prefer to work on a science project                         
    "in the field" than in a research                               
    laboratory.  ....................................    3.97   ......    3.87
20. I enjoy reading science fiction                                 
    novels.  ........................................    3.18   ......    3.15
21. I enjoy reading nature and travel books                         
    and magazines.  .................................    3.21   ......    3.28
22. I doubt that many scientists had a                              
    childhood like mine.  ...........................    2.84   ......    2.86
23. I think that ethnic minority students                           
    are not given enough encouragement to                           
    study Geoscience.  ..............................    2.63   ......    2.75
24. Female scientists are rarely as                          
    productive as male scientists.  .................    1.58   ......    1.88
25. Most scientists are white males.  ...............    2.78   ......    2.75


++  differences significant at the 0.05 level in a desirable direction
--  differences significant at the 0.05 level in a desirable direction
emphasized questions are those that are dramatically different than neutral
    (+ point from 3.00)


 
Table 9. -- Significant Changes from Pre-test
to Post-test by Discipline

Question                                   Geography     Geology  Anthropology
                                           Mean, 41     Mean, 20      Mean, 15
                                           pre  post    pre  post    pre  post

 1. I have a good understanding of how 
    scientists do research.  ............ 3.59  3.69   4.25  4.10   4.00  3.93
 2. I consider myself well skilled in                                         
    conducting scientific research.  .... 2.66  3.00   2.75  2.90   2.60  3.00
 3. I've wanted to be a scientist for                                       
    as long as I can remember.  ......... 1.83  1.88   2.15  1.80   2.20  2.13
 4. I have a good understanding of                                            
    elementary Geoscience.  ............. 3.20  3.68   3.35  3.70   3.07  3.47
 5. I'm uncertain about what course of                                        
    study is required to become a                                             
    Geoscientist.  ...................... 3.17  3.68   3.30  2.95   3.73  2.93
 6. I am considering majoring in                                              
    Geoscience.  ........................ 1.76  1.90   1.25  1.60   1.53  1.47

 7. I'd enjoy a career in Geoscience.  .. 2.10  2.34   2.05  2.40   3.33 -2.13
 8. I'm NOT certain I could ever become                                       
    a Geoscientist, even if I tried.  ... 2.73  2.63   2.75  2.30   2.33  2.40
 9. I think I could handle the 
    coursework required to become a 
    Geoscientist if I wanted to.  ....... 3.59  3.51   3.75  3.30   3.87  4.07
10. I don't know much about possible                                          
    careers in Geoscience.  ............. 3.34 +2.56   3.34  2.85   3.80  3.73
11. I plan on taking math courses that                                        
    would prepare me to major in a                                            
    science.  ........................... 2.02  2.24   2.10  2.30   3.80  3.27
12. Most geoscientists earn good 
    incomes. ............................ 2.80 +3.23   3.00  3.15   3.00  3.00
13. I have a good idea of what                                                
    Archaeologists study.  .............. 3.90 -3.46   3.90  3.90   4.20  4.53
14. I have a good idea of what 
    Geologists study.  .................. 3.73  3.65   4.45  4.30   3.87  3.73
15. I have a good idea of what                 
    Geographers study.  ................. 3.83  3.65   4.35  4.10   3.80  4.07
16. My family would be very supportive 
    if I decided to become a 
    Geoscientist.  ...................... 3.83  3.85   4.05  4.20   4.20  3.93
17. I would enjoy going hiking or                                             
    camping.  ........................... 4.00  3.63   4.15  3.70   4.40  4.27
18. I would enjoy boating.  ............. 4.10  3.83   3.90  4.15   4.27  4.20
19. I'd prefer to work on a science 
    project "in the field" than in a 
    research laboratory.  ............... 3.88  3.76   3.95  4.15   4.27  3.93
20. I enjoy reading science fiction                                           
    novels.  ............................ 3.00  3.05   3.25  3.15   3.60  3.40
21. I enjoy reading nature and travel                                   
    books and magazines.  ............... 2.98  3.20   3.55  3.35   3.40  3.40
22. I doubt that many scientists had a                                        
    childhood like mine.  ............... 2.98  2.80   2.75  2.95   2.60  2.87
23. I think that ethnic minority                                     
    students are not given enough 
    encouragement to study Geoscience.  . 2.80  2.83   2.50  2.85   2.33  2.40
24. Female scientists are rarely as                                           
    productive as male scientists.  ..... 2.05  2.22   1.30  1.60   1.67  1.33
25. Most scientists are white males.  ... 2.76  2.78   2.55  2.50   3.13  3.00


+   (emphasized) significant desirable differences between a discipline's 
    pre-test mean and post-test mean
-   (emphasized) significant undesirable differences between a discipline's 
    pre-test mean and post-test mean       


Maintained by Dr. Christine M. Rodrigue
First placed on the web: 10/02/02
Last revised: 10/06/02