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Research Paper
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Research
Research Paper Instructions:
Your paper should be approximately 5 pages (not including cover page).
Along with these instructions, you are provided with two source sheets which you can download
in Module 15/Final Research Report.
Source Sheet 1 consists of 10 tables. Some are frequency distributions for demographic
variables, and some are other descriptive statistics.
Source Sheet 2 consists of seven hypotheses with a contingency (crosstab) table and chi
square test for each one. You are asked to pick three hypotheses for this assignment.
The final paper is your written report of the results of data analysis provided on the two source
sheets. (REMEMBER, you need to report on only 3 hypotheses).
The paper will consist of four main sections and a cover page.
Cover page (include the date and your name as it appears in Touro records). Include headings in
your paper for each section below.
1. Introduction - Describe the aims of your study (the 3 hypotheses) and why you chose
these three hypotheses.
2. Methods - Provide a description of the data source for the study and a description of the
Perceived Stress Scale. For a copy of the Perceived Stress Scale, go to:
https://www(dot)das(dot)nh(dot)gov/wellness/docs/percieved%20stress%20scale.pdf
3. Results - In narrative format, summarize all the tables in Source Sheet 1, and for each
hypothesis, summarize the crosstab table and the results of the chi square test (refer to
Source Sheet 2).
4. Discussion - What you learned from the results?
Were the results of the study what you expected? Were there any surprises?
What are some limitations of the study?
What suggestions do you have for the next step in research on this topic?
ypothesis 1: Older adults (>60) are more likely to have low stress than younger adults (40 or younger).
Stress score_categorical * Age_categorical Crosstabulation
Age_categorical
lower (21-40) middle (41-60) higher (60+) Total
Count 147 175 343 665Low
% within Age_categorical 61.8% 67.6% 70.0% 67.4%
Count 84 77 140 301Moderate
% within Age_categorical 35.3% 29.7% 28.6% 30.5%
Count 7 7 7 21
Stress score_categorical
High
% within Age_categorical 2.9% 2.7% 1.4% 2.1%
Count 238 259 490 987Total
% within Age_categorical 100.0% 100.0% 100.0% 100.0%
Chi-Square Tests
Value df
Asymptotic
Significance (2-sided)
Pearson Chi-Square 6.324a 4 .176
Likelihood Ratio 6.313 4 .177
Linear-by-Linear Association 5.572 1 .018
N of Valid Cases 987
Hypothesis 2: People with college degrees are more likely to have low stress than people with less education.
Stress score_categorical * Education_categorical Crosstabulation
Education_categorical
HS or GED BA MA
PhD or
equivalent Total
Count 182 420 42 21 665Low
% within
Education_categorical
57.8% 69.0% 100.0% 100.0% 67.4%
Count 126 175 0 0 301Moderate
% within
Education_categorical
40.0% 28.7% 0.0% 0.0% 30.5%
Count 7 14 0 0 21
Stress score_categorical
High
% within
Education_categorical
2.2% 2.3% 0.0% 0.0% 2.1%
Count 315 609 42 21 987Total
% within
Education_categorical
100.0% 100.0% 100.0% 100.0% 100.0%
hi-Square Tests
Value df
Asymptotic
Significance (2-sided)
Pearson Chi-Square 45.086a 6 <.001
Likelihood Ratio 63.723 6 <.001
Linear-by-Linear Association 34.196 1 <.001
N of Valid Cases 987
Hypothesis 3: Men are more likely to have low stress than women.
Stress score_categorical * Gender identity Crosstabulation
Gender identity
F M Total
Count 364 301 665Low
% within Gender identity 63.4% 72.9% 67.4%
Count 196 105 301Moderate
% within Gender identity 34.1% 25.4% 30.5%
Count 14 7 21
Stress score_categorical
High
% within Gender identity 2.4% 1.7% 2.1%
Count 574 413 987Total
% within Gender identity 100.0% 100.0% 100.0%
Chi-Square Tests
Value df
Asymptotic
Significance (2-sided)
Pearson Chi-Square 9.812a 2 .007
Likelihood Ratio 9.923 2 .007
N of Valid Cases 987
Hypothesis 4: Heterosexuals are more likely to have low stress than gays, lesbians, and bisexuals.
Stress score_categorical * Sex Status Crosstabulation
Sex Status
heterosexual gay/lesbian bisexual Total
Count 581 63 21 665Low
% within Sex Status 67.5% 69.2% 60.0% 67.4%
Count 259 28 14 301Moderate
% within Sex Status 30.1% 30.8% 40.0% 30.5%
Count 21 0 0 21
Stress score_categorical
High
% within Sex Status 2.4% 0.0% 0.0% 2.1%
Count 861 91 35 987Total
% within Sex Status 100.0% 100.0% 100.0% 100.0%
Chi-Square Tests
Value df
Asymptotic
Significance (2-sided)
Pearson Chi-Square 4.491a 4 .344
Likelihood Ratio 7.071 4 .132
Linear-by-Linear Association .000 1 .995
N of Valid Cases 987
Hypothesis 5: Whites are more likely to have low stress than Blacks/African Americans.
Stress score_categorical * Race Crosstabulation
Race
As B/AA Other W Total
Count 35 147 42 441 665Low
% within Race 100.0% 53.8% 85.7% 70.0% 67.4%
Count 0 126 7 168 301Moderate
% within Race 0.0% 46.2% 14.3% 26.7% 30.5%
Count 0 0 0 21 21
Stress score_categorical
High
% within Race 0.0% 0.0% 0.0% 3.3% 2.1%
Count 35 273 49 630 987Total
% within Race 100.0% 100.0% 100.0% 100.0% 100.0%
Chi-Square Tests
Value df
Asymptotic
Significance (2-sided)
Pearson Chi-Square 67.808a 6 <.001
Likelihood Ratio 83.231 6 <.001
N of Valid Cases 987
Hypothesis 6: Non-Hispanics are more likely to have low stress than Hispanics.
Stress score_categorical * EduHispanic/Non-Hispanic Crosstabulation
Hispanic/Non-Hispanic
N Y Total
Count 588 77 665Low
% within Hispanic/Non-Hispanic 67.2% 68.8% 67.4%
Count 266 35 301Moderate
% within Hispanic/Non-Hispanic 30.4% 31.3% 30.5%
Count 21 0 21
Stress score_categorical
High
% within Hispanic/Non-Hispanic 2.4% 0.0% 2.1%
Count 875 112 987Total
% within Hispanic/Non-Hispanic 100.0% 100.0% 100.0%
Columbia University Secondary Data
Demographic Characteristics and Stress Score
Statistics
1. Age in years
Valid 987N
Missing 0
Mean 56.23
Median 57.00
Mode 72
Std. Deviation 16.992
Range 58
Minimum 26
Maximum 84
2. Age_categorical
Frequency Percent Valid Percent Cumulative Percent
lower (21-40) 238 24.1 24.1 24.1
middle (41-60) 259 26.2 26.2 50.4
higher (60+) 490 49.6 49.6 100.0
Valid
Total 987 100.0 100.0
Statistics
3. Years of education
Valid 987N
Missing 0
Mean 15.589
Median 16.000
Mode 16.0
Std. Deviation 1.8758
Range 8.0
Minimum 12.0
Maximum 20.0
4. Education_categorical
Frequency Percent Valid Percent Cumulative Percent
HS or GED 315 31.9 31.9 31.9
BA 609 61.7 61.7 93.6
MA 42 4.3 4.3 97.9
PhD or equivalent 21 2.1 2.1 100.0
Valid
Total 987 100.0 100.0
Gender identity
Frequency Percent Valid Percent Cumulative Percent
F 574 58.2 58.2 58.2
M 413 41.8 41.8 100.0
Valid
Total 987 100.0 100.0
6. Sex Status
Frequency Percent Valid Percent Cumulative Percent
heterosexual 861 87.2 87.2 87.2
gay/lesbian 91 9.2 9.2 96.5
bisexual 35 3.5 3.5 100.0
Valid
Total 987 100.0 100.0
7. Race
Frequency Percent Valid Percent Cumulative Percent
As 35 3.5 3.5 3.5
B/AA 273 27.7 27.7 31.2
Other 49 5.0 5.0 36.2
W 630 63.8 63.8 100.0
Valid
Total 987 100.0 100.0
8. Hispanic/Non-Hispanic
Frequency Percent Valid Percent Cumulative Percent
N 875 88.7 88.7 88.7
Y 112 11.3 11.3 100.0
Valid
Total 987 100.0 100.0
9. Income in last year_categorical
Frequency Percent Valid Percent Cumulative Percent
Low = <$5000 - $24,999 182 18.4 18.4 18.4
medium = $25,000 - $74,999 427 43.3 43.3 61.7
high = $75,000+ 378 38.3 38.3 100.0
Valid
Total 987 100.0 100.0
10. Stress score_categorical
Frequency Percent Valid Percent Cumulative Percent
Low 665 67.4 67.4 67.4
Moderate 301 30.5 30.5 97.9
High 21 2.1 2.1 100.0
Valid
Total 987 100.0 100.0
Research Paper Sample Content Preview:
Stress and Demographic Correlates:
An Analysis Using Columbia University’s Secondary Data
Your Name
Subject and Section
Professor’s Name
December 13, 2024
Stress is a serious social problem that affects people's physical, mental, and even emotional state of an individual. Knowledge of the demographic variables of stress can help in the assessment of efficient risk interferences for diverse population groups. This study explores the relationships between stress levels and demographic characteristics, focusing on three hypotheses derived from the Columbia University secondary dataset. Based on the research question, the work hypothesized three hypotheses, namely: (1) the Older part of the population will be showing lesser stress scores compared to the young part of the population, (2) Highly educated group of the population will be showing lesser stress scores compared to less educated group of the population (3) Male population will be showing lesser stress scores as compared to female population. These hypotheses were selected because they help focus on those who suffer from increased stress and guide the development of further public health strategies.
Methods
Data Source
The study adopted the use of secondary data from Columbia University and involved 987 respondents. They are age, education, gender identity, and income, to name but a few, and stress levels are described as low, moderate, and high. These stress levels were estimated based on the Perceived Stress Scale (PSS), a standard psychological instrument commonly administered to TG-PSS: Self-care behaviors 19 quantify perceived stress in people.
Perceived Stress Scale
The Perceived Stress Scale (PSS) is a self-report measure developed to assess perceived stress during the past month across ten items, highlighting how unpredictable, uncontrollable, and overloaded individuals' lives have been. The participants indicate their perceived stress level of each item on a 5-point Likert scale, with a higher end representing higher perceived stress. This study categorized the PSS scores into three levels: the degree of innovation they posed for the organizations involved, hence categorizing them as low, moderate, and high innovation.
Results
Descriptive Statistics
The descriptive statistics results are shown in Table 1 below. The respondents were 26 to 84 years old, with a mean age of 56.23 (Standard Deviation 16.992). Almost half of respondents, 49.6%, were 60 years of age or older. Most respondents had education, with 61.7 % having done college, while 31.9% only had a high school diploma or GED. As for the gender breakdown, 58.2% of the participants were females, and 41.8% were males. The data indicated that most respondents (67.4%) said they had low-stress levels, 30.5 percent said they had moderate stress, and only 2.1 percent had high-stress levels.
Hypothesis 1: Older Adults and Stress
The first hypothesis proposed assumed that the older participants (age >60) would have lower perceived stress than the younger participants (age 21-40). As evidenced in the crosstabulations, 70.0% of the elderly reported low stress, while 61.8% of young adults reported the same. Moderate stress was labeled by 28.6% of older adults and by 35.3% of younger adults, and high stress was described by only 1.4% of older adults and 2.9% of younger adults. Although the findings showed differences in stress levels according to age, the Pearson Chi-Square test reported that the relationship was insignificant, χ² = 6.324, p = 0.176.
Hypothesis 2: Education and Stress
The second hypothesis aimed at testing the link between levels of education on the one hand and stress on the other. The study found that those with a college degree and above were less likely to indicate low-stress levels. Of the respondents with a bachelor's degree, 69.0 % had low stress, in contrast to 57.8 % of respondents with a high school education or GED. Most importantly, while the stress experienced varies based on employment status, all the respondents w...
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