conservatives are more concerned
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LEIDEN UNIVERSITY
Research Methods Assignment
Is there a connection between political preference and the level of concern towards the possible rise of Islamic extremism?
James Lo (0756105)
29-2-2012
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Table of content
Introduction ........................................................................................................................... 3 Research Question ................................................................................................................ 3
Analysis ................................................................................................................................. 3
SQ1: To what degree are citizens of America concerned? ................................................. 3
SQ2: For which political party do the citizens have a preference? ...................................... 5
SQ3: What is the level of concern in respect to the political preference? ........................... 5
SQ4: Is there a relation between the political preference and level of concern? ................. 6
Conclusion ............................................................................................................................ 8
Discussion ............................................................................................................................. 9
Appendix A ...........................................................................................................................10
Appendix B ...........................................................................................................................12
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IntroductionThe dataset used was collected by Princeton Survey Research Associates International. The
data contains the results of cell phone interviews conducted using a random digit dialling
sample of cell phone numbers. A total of 999 interviews were done in English by Princeton
Data Source from the 21th of July till the 24th 2011. Ten years after the terrorist attack on 9/11
these interviews were held in order to find if there were extreme fears towards terrorists. Also
the upcoming elections in the United States were discussed in this interview.
It is useful to analyse these data, because both subjects - elections and terrorism - are very
important not only for America but affects the whole world. In this case the dataset is
focusing more on America. Americans seem more afraid for terrorist after the attack in 2001.
The question of the researchers was whether this is true or not. If it turns out that people are
more afraid it is relevant for the government to decide if they need to take action on this
subject. They can pay more attention towards any fears based on false information.
The dataset is analysed with a trial version of SPSS 20. Code retrieved to rebuild the charts
from the data is provided in appendix A. The dataset consists of a few variables describing
demographic data and specific questions regarding the opinion of a subject. The two most
important variables used in this research are: “In politics today, do you consider yourself a
Republican, Democrat or Independent?” (party) and “How concerned, if at all, are you about
the possible rise of Islamic extremism in the U.S.?” (pew16). A more detailed description of
each variable is found in appendix B.
Research QuestionWith the described dataset the question of this research is:
RQ: Is there a connection between political preference and the level of concern
towards the possible rise of Islamic extremism?
The hypothesis is that more conservative people, Republicans, would be more concerned
than progressive, Democrats, people or Independents.
AnalysisIn this chapter the sub questions are answered with the analysis of the dataset. These
questions will help by answering the main research questions. The sub questions are
indicated with the abbreviation SQn, where n is the number of the sub question.
SQ1: To what degree are citizens of America concerned?First of all it’s important to know whether there’s enough variability within the sample. To test
if that’s the case a bar chart will be made to check the variability in answers within the level
of concern. If there is no variability then there is no difference to research between political
preferences.
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Figure 1 Level of concern against the number of respondents
The bar chart shows that most of the respondents of the survey were concerned to a certain
degree. It shows that the largest group of respondents is very concerned and also that the
respondents can be divided over all groups tested. At this point it is clear how the level of
concern is divided over the citizens.
The table below contains the mean, skewness and kurtosis using the same variable; the
level of concern.
N Mean Skewness Kurtosis
Statistic Statistic Statistic Std. Error Statistic Std. Error
PEW.16 How concerned, if
at all, are you about the
possible rise of Islamic
extremism IN THE U.S.?
999 2,12 2,541 ,077 9,854 ,155
Valid N (listwise) 999
Table 1 Mean, skewness and kurtosis
The table above shows how the data concerning the level of concern is distributed. In table
Table 1 the mean consists of a number, which is derived from the values “Very concerned”,
“Somewhat concerned”, “Not too concerned”, “Not at all concerned”, “Don’t know/Refused”.
These values are assigned a number, which respectively are 1, 2, 3, 4, 9. The mean
indicates that overall the respondents, in respect to level of concern, are 2.12 (“Somewhat
concerned”). Altering the numeric reference prior to the calculation does not change the
results. SPSS automatically specifies the correct number to the category. The positive
skewness in a chart indicates that the line is skewed to the left, meaning that the mean <
median. The high kurtosis number indicates a sharp peak, meaning less diversity.
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SQ2: For which political party do the citizens have a preference?The same analysis can now be done, but on the political preference of a citizen. There are
not many parties to be distinct and can therefore be shown in a pie chart.
Figure 2 Division of political preference of respondents In the pie chart one can see that the largest group consists of the Independents, followed bythe Democrats and after that the Republicans. The difference in percentage between the 3
parties mentioned is not big. For this research it is good to compare for differences with SQ1,
because results will be more likely to be significant as every single group contains a
significant amount of respondents.
SQ3: What is the level of concern in respect to the political preference?To show the relation between SQ1 and SQ2 the following graph is used. The graph used is a
histogram containing the distribution of data of two nominal variables.
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Figure 3 Level of concern against political preference
In the graph you see that majority of the respondents preferring the Republican party arevery concerned of a possible rise of Islamic extremism. The same can be said about therespondents preferring the Independents. In contrast the Democrats are not that concernedat all. The respondents having no preference or preferring other parties are small groups andno significant remarks can be made for this group. The same can be said of respondentsrefusing or not knowing their preference, however the chart shows that the majority are veryconcerned as well.
SQ4: Is there a relation between the political preference and level of
concern?The charts shown before indicate a possibility of a relation between the political preference
and the level of concern. To analyse if there is a relation the use of descriptive techniques is
necessary. The correlation table describes if there’s a connection and if there is how strong
this connection is. Furthermore the significant is mentioned.
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PEW.16 Howconcerned, if atall, are youabout thepossible rise of
Islamicextremism INTHE U.S.?
PARTY. InpoliticsTODAY, doyou consideryourself a
Republican,Democrat, orIndependent?
PEW.16 How concerned, if at all,are you about the possible rise ofIslamic extremism IN THE U.S.?
Pearson Correlation 1 ,214
Sig. (2-tailed) ,000
N 999 999
PARTY. In politics TODAY, do youconsider yourself a Republican,Democrat, or Independent?
Pearson Correlation ,214 1
Sig. (2-tailed) ,000
N 999 999
**. Correlation is significant at the 0.01 level (2-tailed).
Table 2 Correlation of variables
A Pearson correlation of 1 describes a strong relation between the two variables. This is the
case for both variables when comparing these variables with themselves. This should be and
is 1. When there is no relation then it is indicated with a 0. The level of concern and the
political preference do have a correlation with the number 0.214. This shows that there is a
relation, however not a strong relation, as it is not indicated with a zero.
In statistics the significance is most important to look at, because it assures the researcher
that the results did not occur by chance. Looking at the significance the relation is significant
because the value 0.000, which you can read from the table, is below 1% (0.01). This allows
the assumption that there is a relation between the two variables.
Though not supporting the research more, bewcause the comparison is between two
nominal variables, the mean, standard error and standard deviation are displayed below.
N Mean Std. Deviation Std. Error Mean
PEW.16 How concerned, ifat all, are you about thepossible rise of Islamicextremism IN THE U.S.?
999 2,12 1,382 ,044
PARTY. In politics TODAY,do you consider yourself aRepublican, Democrat, orIndependent?
999 2,51 1,652 ,052
Table 3 One-sample statistics
As mentioned before the mean consists of a number, which is derived from the values “Very
concerned”, “Somewhat concerned”, “Not too concerned”, “Not at all concerned”, “Don’t
know/Refused”. The mean is 2.12, which indicates it find itself in the category “Somewhat
concerned”. The same reasoning can be used for political party. Here 1, 2, 3, 4, 5 and 9
correspond to “Republican”, “Democrat”, and “Independent”, “No preference”, “Other party”
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and “Don’t know/Refused”. As mentioned in the guiding text of SQ1 these numbers are
assigned by SPSS in order to retrieve correct results. The mean of political preference is
2.51 (Democrat/Independent).
Second the standard deviation of both variables is shown. This is a measure of variability.
The larger the number of the standard deviation, the more variability there is. The SD of thelevel of concern is 1.382 compared to the SD of political preference is 1.652. This means that
there is more variability within the group regarding political preference than in the level of
concern.
Finally, the standard error of the mean of both variables is found in the table. This number
expresses to what extent these results deviate from the results that would be derived when
doing a survey using all the citizens of America. In short, this sample can be compared to the
population of America. The errors calculated are small; the level of concern has a standard
error of the mean of 0.044 and the political preference of 0.052. This indicates that the
political preference is slightly more deviated from the population than the level of concern.
Next a table containing the 95% confidence interval is shown.
Test Value = 0
t df Sig. (2-
tailed)
Mean
Difference
95% Confidence Interval of
the Difference
Lower Upper
PEW.16 How concerned, ifat all, are you about thepossible rise of Islamicextremism IN THE U.S.?
48,573 998 ,000 2,124 2,04 2,21
PARTY. In politics TODAY,do you consider yourself aRepublican, Democrat, orIndependent?
48,013 998 ,000 2,510 2,41 2,61
Table 4 Results of the T-test
From table Table 4 the 95% confidence interval of level of concern falls in the range of 2.04 -
2.21. This shows that it is in the category “Somewhat concerned”. The 95% confidenceinterval for parties is 2.41 – 2.61, which indicates that it is between Democrats and
Independents. The interval is small, which means that by taking a new sample the mean will
fall within the 95% confidence interval range.
ConclusionFrom the done analysis follows the answer to the main research question: “Is there a
connection between political preference and the level of concern towards the possible rise of
Islamic extremism?” is that there is a relation. This may be concluded because the variables
put against each other have a correlation of 0.214 and a significance level beneath 1%. Also
following from table Table 4 Results of the T-test the CI is small, which indicates that this
research reliable. With this it can be concluded that Republicans are more concerned than
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for example Democrats. More comparisons can be taken from figure Figure 3 Level of
concern against political preference.
Discussion
Difficulties in this research were that it was necessary to compare nominal variables witheach other. This raised the question about the correctness when analysing the results as the
numbers compared represented groups and the groups weren’t really comparable. But for
proving the main research question it was important to show this relation. Involving other
variables, i.e. age, would have given a more logical result, however it would not be useful for
this research and this dataset.
The result from this analysis is interesting to further research. For example; Why do the
respondents with a political preference for the Republicans have a higher level of concern
with the possible rise of Islamic extremism? Are they influenced by the political figures or did
the respondents choose the political party because of their policy on this topic? Therefore
these results ask for a following qualitative research to further investigate the motivations of
them.
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Appendix A
Bar chart (Figure 1 Level of concern against the number of respondents):
* Chart Builder.
GGRAPH/GRAPHDATASET NAME="graphdataset" VARIABLES=pew16 COUNT()[name="COUNT"] MISSING=LISTWISE
REPORTMISSING=NO
/GRAPHSPEC SOURCE=INLINE.
BEGIN GPL
SOURCE: s=userSource(id("graphdataset"))
DATA: pew16=col(source(s), name("pew16"), unit.category())
DATA: COUNT=col(source(s), name("COUNT"))
COORD: polar.theta(startAngle(0))
GUIDE: axis(dim(1), null())
GUIDE: legend(aesthetic(aesthetic.color.interior), label("PEW.16 How concerned, if at all,
are you about the possible rise of Islamic extremism IN THE U.S.?"))
SCALE: linear(dim(1), dataMinimum(), dataMaximum())
SCALE: cat(aesthetic(aesthetic.color.interior), include("1", "2", "3", "4", "9"))
ELEMENT: interval.stack(position(summary.percent(COUNT))), color.interior(pew16))
END GPL.
Mean, skewness and kurtosis (Table 1 Mean, skewness and kurtosis):
DESCRIPTIVES VARIABLES=pew16 /STATISTICS=MEAN KURTOSIS SKEWNESS.
Pie chart (Figure 2 Division of political preference of respondents):
* Chart Builder.
GGRAPH
/GRAPHDATASET NAME="graphdataset" VARIABLES=party COUNT()[name="COUNT"] MISSING=LISTWISEREPORTMISSING=NO
/GRAPHSPEC SOURCE=INLINE.
BEGIN GPL
SOURCE: s=userSource(id("graphdataset"))
DATA: party=col(source(s), name("party"), unit.category())
DATA: COUNT=col(source(s), name("COUNT"))
COORD: polar.theta(startAngle(0))
GUIDE: axis(dim(1), null())
GUIDE: legend(aesthetic(aesthetic.color.interior), label("PARTY. In politics TODAY, do you
consider yourself a Republican, Democrat, or Independent?"))
SCALE: linear(dim(1), dataMinimum(), dataMaximum())
SCALE: cat(aesthetic(aesthetic.color.interior), include("1", "2", "3", "4", "5", "9"))
ELEMENT: interval.stack(position(summary.percent(COUNT))), color.interior(party))
END GPL.
Histogram (Figure 3 Level of concern against political preference):
* Chart Builder.
GGRAPH
/GRAPHDATASET NAME="graphdataset" VARIABLES=COUNT()[name="COUNT"] pew16 party
MISSING=LISTWISE REPORTMISSING=NO
/GRAPHSPEC SOURCE=INLINE.
BEGIN GPL
SOURCE: s=userSource(id("graphdataset"))
DATA: COUNT=col(source(s), name("COUNT"))
DATA: pew16=col(source(s), name("pew16"), unit.category())
DATA: party=col(source(s), name("party"), unit.category())
COORD: transpose(mirror(rect(dim(1,2))))
GUIDE: axis(dim(1), label("PEW.16 How concerned, if at all, are you about the possible rise
of Islamic extremism IN THE U.S.?"))GUIDE: axis(dim(1), opposite(), label("PEW.16 How concerned, if at all, are you about the
possible rise of Islamic extremism IN THE U.S.?"))
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GUIDE: axis(dim(2), label("Count"))
GUIDE: axis(dim(3), label("PARTY. In politics TODAY, do you consider yourself a Republican,
Democrat, or Independent?"), opposite(), gap(0px))
GUIDE: legend(aesthetic(aesthetic.color), null())
SCALE: cat(dim(1), include("1", "2", "3", "4", "9"))
SCALE: cat(dim(3), include("1", "2", "3", "4", "5", "9"))
ELEMENT: interval(position(pew16*COUNT*party), color.interior(party))
END GPL.
Correlation (Table 2 Correlation of variables):
CORRELATIONS
/VARIABLES=pew16 party
/PRINT=TWOTAIL NOSIG
/MISSING=PAIRWISE.
T-test (Table 3 One-sample statistics and Table 4 Results of the T-test):
T-TEST
/TESTVAL=0/MISSING=ANALYSIS
/VARIABLES=pew16 party
/CRITERIA=CI(.95).
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Appendix B
Data labels with descriptions:
Label Descriptionpsraid Unique ID
sample Sample type
int_date Interview date
version Q.Revised REVISIONS TO QUESTIONNAIRE.
cregion Census Region - from zip merge
state State - from zip merge
density Recoded Population Density - from zip merge
usr Community type from zip merge - alpha
pew1aV1 PEW.1a Did you follow - (V1) A tentative agreement in the NFL labor dispute
that threatened to delay the football season - very closely, fairly closely, nottoo closely, or not at closely?
pew1aV2 PEW.1a Did you follow - (V2) A bombing and shooting attack in Norway thatkilled over 90 people - very closely, fairly closely, not too closely, or not atclosely?
pew1b PEW.1b Did you follow - Reports about the condition of the U.S. economy -very closely, fairly closely, not too closely, or not at all closely?
pew1c PEW.1c Did you follow - Reports that British newspapers owned by RupertMurdoch may have hacked into people's phones and illegally obtainedfinancial and medical records - very closely, fairly closely, not too closely, ornot at all closely?
pew1d PEW.1d Did you follow - The heat wave striking much of the nation - veryclosely, fairly closely, not too closely, or not at all closely?
pew1e PEW.1e Did you follow - News about possible candidates for the 2012presidential elections - very closely, fairly closely, not too closely, or not at allclosely?
pew1f PEW.1f Did you follow - Discussions in Washington about how to addressthe federal budget deficit and national debt - very closely, fairly closely, nottoo closely, or not at all closely?
pew2 PEW.2 Which ONE of the stories I just mentioned have you followed mostclosely, or is there another story you’ve been following MORE closely?(Based on Saturday-Sunday Interviews only)
pew2os
pew3 PEW.3 Thinking about possible Republican candidates for president in2012… Regardless of whom you might prefer, which Republican candidatehave you heard the most about in the news recently?
pew3os
pew4 PEW.4 The next couple questions are about the news organizations whereyou get MOST of your news from. First, would you say your main sourcesget the facts straight, or do you think their stories and reports are ofteninaccurate?
pew5 PEW.5 And do you think these sources deal fairly with all sides, or do theytend to favor one side?
pew8 PEW.8 How much, if anything, have you heard about the proposal to buildan Islamic cultural center and mosque in New York City near the WorldTrade Center? Have you heard...?
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pew9 PEW.9 Do you think building the Islamic cultural center and mosque near theWorld Trade Center should be allowed, or should it not be allowed?
pew10 PEW.10 And do you personally feel that building the Islamic cultural centerand mosque near the World Trade Center is a good idea or a bad idea?
pew11 PEW.11 A British newspaper has been accused of hacking into the private
cell phone lines of British citizens, celebrities and elected officials. In yourview, how likely is it that American news organizations do the same thing?
pew12 PEW.12 Do you happen to know if News Corp. [PRONOUNCED: Kohrp], thecompany that owns the now closed British newspaper, owns any major newsorganizations in the United States, or not?
pew13 PEW.13 What news organizations does this company own?
PEW13oe_1 First mention-- What news organizations does this company own?
PEW13oe_2 Second mention-- What news organizations does this company own?
PEW13oe_3 Third mention-- What news organizations does this company own?
pew13vb
pew14a PEW.14a Thinking about recent news coverage of some people and groups,would you say the press has been too easy, too tough or fair in the way ithas covered--Barack Obama?
pew14b PEW.14b Thinking about recent news coverage of some people and groups,would you say the press has been too easy, too tough or fair in the way ithas covered--Republican leaders in Congress?
pew14c PEW.14c Thinking about recent news coverage of some people and groups,would you say the press has been too easy, too tough or fair in the way ithas covered--Democratic leaders in Congress?
pew14d PEW.14d Thinking about recent news coverage of some people and groups,would you say the press has been too easy, too tough or fair in the way ithas covered--Sarah Palin?
pew14e PEW.14e Thinking about recent news coverage of some people and groups,would you say the press has been too easy, too tough or fair in the way ithas covered--Mitt Romney?
pew14f PEW.14f Thinking about recent news coverage of some people and groups,would you say the press has been too easy, too tough or fair in the way ithas covered--Michele Bachmann?
pew15 PEW.15 How concerned, if at all, are you about the rise of Islamic extremismaround the WORLD these days?
pew16 PEW.16 How concerned, if at all, are you about the possible rise of Islamicextremism IN THE U.S.?
ql1 L1. Now thinking about your telephone use… Do you have a working cellphone?
ql1a L1a. Does anyone else in your household have a working cell phone?
qc1 C1. Now thinking about your telephone use… Is there at least one telephoneINSIDE your home that is currently working and is not a cell phone?
hh1 HH1. How many adults, age 18 and over, currently live in your householdINCLUDING YOURSELF?
employ EMPLOY. Are you now employed full-time, part-time, or not employed?
par PAR. Are you the parent or guardian of any children under 18 years of age?
sex SEX. Respondent’s sex
age AGE. What is your age?
recage Recoded age
educ EDUC. What is the last grade or class you completed in school? (DO NOTREAD)
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receduc Recoded education
hisp HISP. Are you of Hispanic or Latino origin, such as Mexican, Puerto Rican,Cuban or some other Spanish background?
race RACE. What is your race? Are you white, black, Asian, or some other race?
racethn Race/Ethnicity
relig RELIG What is your present religion, if any? Are you Protestant, RomanCatholic, Mormon, Orthodox such as Greek or Russian Orthodox, Jewish,Muslim, Buddhist, Hindu, atheist, agnostic, something else, or nothing inparticular?
chr CHR. Do you think of yourself as a Christian or not?
born BORN. Would you describe yourself as a ‘born again’ or evangelicalChristian, or not?
attend ATTEND. Aside from weddings and funerals, how often do you attendreligious services... more than once a week, once a week, once or twice amonth, a few times a year, seldom, or never?
inc INC. Last year, that is in 2010, approximately what was your total family
income before taxes?income Income Summary
party PARTY. In politics TODAY, do you consider yourself a Republican,Democrat, or Independent?
partyln PARTYLN. As of today do you lean more to the Republican Party or more tothe Democratic Party?
ideo IDEO In general, would you describe your political views as... [READ]
weight Final weight