What is the actual F-statistic you will report for this analysis with regards to the overall results?

ANOVA Data

Your assignment submission is a Word document that includes the following:

Only the output tables that shows the “ANOVA” results and the “Multiple Comparisons

Describe each group’s general performance in the test using descriptive
statistics – do not make difference claims here, this is reporting of descriptive data, just share with us the summarized results

What is the actual F-statistic you will report for this analysis with regards to the overall results?

What is the p-value of the overall results?

What is the p-value with regards to each of the group comparisons?

What is the critical value?Should you do a one-tailed or two-tailed test here? Think about whether the hypothesis is directional or non-directional!

HW12

What’s the null hypothesis for this research question?
Group of answer choices

Ha: Anxiety levels are significantly lower after deep breathing

Ho: Anxiety levels before deep breathing ≤ anxiety levels after deep breathing

What’s the alternative hypothesis for this research question?
Group of answer choices

Anxiety levels are significantly lower after deep breathing

Anxiety levels are the same before and after deep breathing

What’s the best statistical test to use to analyze this research question?
Group of answer choices

Correlation coefficient

F statistic

Independent sample t-test

One sample z-test

One way ANOVA

Dependent samples t-test

The next step is to compute the test statistic. What is the t-statistic value (make sure you’re using the t-test formula for the dependent samples t-test). Round your answer to two decimal places.

What are the degrees of freedom?

Should you do a one-tailed or two-tailed test here? Think about whether the hypothesis is directional or non-directional!
Group of answer choices

two tailed

one tailed

What is the critical value?

Based on the t-value provided and the critical value, what is your decision about this research study?

 

 Analyze the result and decide if the study should be conducted with a smaller sample size. Explain your rationale.

https://www.psychologie.hhu.de/arbeitsgruppen/allgemeine-psychologie-und-arbeitspsychologie/gpower.html

Calculate the estimated sample size needed when given these factors:
one-tailed t-test with two independent groups of equal size
small effect size (see Piasta, S.B., & Justice, L.M., 2010)
alpha =.05
beta = .2 (Reminder: Power = 1 – beta)

Assume that the result is a sample size beyond what you can obtain. Use the compromise function to compute alpha and beta for a sample half the size.

Indicate the resulting alpha and beta.

Analyze the result and decide if the study should be conducted with a smaller sample size. Explain your rationale.

In the context of Type I and Type II error.

Include a visual of the G* Power output matrix.

Calculate the estimated sample size needed to perform an ANOVA (fixed effects, omnibus, one-way) when given these factors:
ANOVA (fixed effects, omnibus, one-way)
small effect size
alpha =.05
beta = .2
3 groups

Include a visual of the G* Power output matrix.
Intended Research Sampling Method

Describe the sampling method that would be appropriate for your intended research.

Describe the population of interest (also referred to as the theoretical population).

Identify the sampling frame to be used to recruit participants.

List criteria to be met for an interested person to participate in the research study.

Compute an estimated sample size.

Describe the recruitment procedure that might be used to draw the actual sample.

 What is the F test statistic value from the ANOVA that you performed in SPSS?Does your F test statistic value exceed the critical F value? What can you conclude about the three weight loss programs as a result?

Health statistics

Using complete sentences, answer the following questions from your analysis:

What is the mean weight change for each of the three weight loss program groups (in pounds)?

What is the F test statistic value from the ANOVA that you performed in SPSS?

You have set your significance level at α=0.05 and performed a one-way simple ANOVA. Using this information and the two sets of degrees of freedom from your SPSS output, what is the critical F value for your test?

(Hint: use Table B.3 in Appendix B in your textbook. If you don’t see the exact number of degrees of freedom in your textbook, select the critical F value that corresponds to the closest number of degrees of freedom.)

Does your F test statistic value exceed the critical F value? What can you conclude about the three weight loss programs as a result?

Discuss the null hypothesis in your answer, and whether you reject or fail to reject it

What is the average years of education for Group 1 (Narcotics Investigators)?What is the p-value for your ANOVA model? Is the p-value greater than or less than 0.05?

Answer the following questions using the analysis results that you generated:

What is the average years of education for Group 1 (Narcotics Investigators)?

What is the Average years of education for Group 3 (SWAT Officers)?

What is the p-value for your ANOVA model? Is the p-value greater than or less than 0.05?

Do you reject or accept the null hypothesis that states, “There is no difference between the groups in years of education.”

Why did you reject or accept the null hypothesis?

Which group, on average, has the most years of education?

Which of the cognitive abilities contribute significantly to the model of wellbeing (tick all that apply)?

A researcher was interested in the interaction between experience and mild intoxication on driving performance.  They recruited 40 drivers to complete a driving simulation task.  Half of the participants were highly experienced drivers, while the others were relatively inexperienced. Participants all completed the task under two conditions: once when they were sober; and again after drinking a low dose of alcohol.  Reaction times to hazards that appeared in the simulation were taken as the DV.  What statistical test should be used to analyse the data collected from this study?
Select one:

2×2 Repeated Measures ANOVA

3×2 Independent ANOVA

Two-Way Mixed ANOVA

Three-Way Independent ANOVA

How many data points would each participant provide for an experiment which is analysed using a Repeated Measures 2×2 ANOVA?  (Hint: think about how many columns you would need to enter their actual performance scores into when setting up an SPSS data file).
Select one:

1

2

4

You can’t tell from the information provided.

Which of the following assumptions would you need to test before you interpret the results of a two-way mixed ANOVA, where both variables have 3 experimental conditions?
Select one:

Neither sphericity nor homogeneity of variance

Both sphericity and homogeneity of variance

Homogeneity of variance

Sphericity

The following output was used to evaluate the effectiveness of an intervention designed to decrease generalised anxiety disorder (GAD) symptoms.  Ratings of GAD symptoms were made on a 0-10 scale, with higher scores indicating more symptoms.  Ratings were made at the start of the study (Intake), end of the study (Discharge), and at a 1-year follow-up (Follow-up); thus the independent variable in this case is Time.

Assuming all necessary assumptions have been met, which of the following is the correct way to report output in APA format:
Select one:

There was a significant effect of time on participants’ GAD scores, F(2,58) = 13.82, p < .001, ηp2 = .32

There was a significant effect of time on participants’ GAD scores, F(2,58) = 63.24, p < .001, ηp2 = .32

There was a significant effect of time on participants’ GAD scores, F(1.97,57.09) = 13.82, p < .001, ηp2 = .32 There was no significant effect of time on participants’ GAD scores, F(2,58) = 13.82, p > .05, ηp2 = .32.

While investigating the effectiveness of an intervention designed to treat GAD symptoms, the same researcher from Q4 also obtained the following output.

Looking at these tables, which of the following conclusions can we reasonably draw from the data?
Select one:

GAD symptoms were significantly greater at intake than they were at either discharge or follow-up.

GAD symptoms had significantly reduced at discharge, but not at follow-up.

No significant difference was found between any of the conditions.

GAD symptoms were only significantly reduced at follow-up.

A language researcher wanted to investigate the potentially negative impact that text message usage may have on children’s ability to spell.  Or, put another way: does snding txt msgs make u 4get how 2 spell?
To investigate this, the researcher recruited 40 children (aged 8-9) from schools in the UK. Half of the children were given a mobile phone and encouraged to send text messages to one another over a 3 month period.  The other half of children had to promise that they would not use a mobile phone until the study was over.  To investigate the impact of text usage on spelling ability, all of the children completed a spelling test (scored out of 100) both before and after the 3 months were up.
Thus, there are two independent variables in this study:
The first IV is text message group (text messagers vs controls)
The second IV was time (i.e. when the children completed the spelling text: either before or after the 3 month period).
You run the test and get the following output:

Which of the following statements are true:
Select one or more:

There is a significant main effect of text message group, but no effect of time and no interaction.

There is a significant main effect of time, but no effect of text message group and no interaction.

There is a significant interaction between text message group and time, but no effect of time or text message group.

There are no significant findings here.

After attempting to replicate the study in Q6, a researcher produced the following graph in their output:

This figure is a line graph. The horizontal axis refers to “Time” with ‘Time 1’ and
‘Time 2’ as labels. The vertical axis is labelled “Estimated Marginal Means” and is
marked from 50 to 68, at intervals of 2. There is a legend/key which highlights two
variables “Text Messagers” and “Controls” with blue and orange lines respectively.
The general trend of both lines is downwards. The orange line representing controls
starts at 64.8 at Time 1 and is 52.5 at Time 2. The blue line is 65.8 at Time 1 and
63.9 at Time 2.

Which of the following statements are true (tick all that apply):

Select one or more:

There was an interaction such that there was a difference between the two groups’ spelling scores at Time 1, but not at Time 2.
There was no interaction between the variables.
There was an interaction such that spelling scores deteriorated over time for the controls, but not for the group encouraged to send text messages.
There was an interaction such that there was a difference between the two groups’ spelling scores at Time 2, but not at Time 1.

The following output can tell you whether a factor analysis an appropriate test to run on a given set of data.

Which of the following statements best describe this output? (tick all that apply)

Select one or more:

Bartlett’s test of sphericity indicates there are not a sufficient number of correlations in the data to run a factor analysis, so any analysis should be interpreted with caution

Bartlett’s test of sphericity indicates there are a sufficient number of correlations in the data to run a factor analysis

The KMO statistics suggests the sample is not adequate for a factor analysis, so any analysis should be interpreted with caution

The KMO statistics suggests the sample is adequate for a factor analysis

A line graph is presented. There is a title “Scree Plot” at the top. The vertical axis is
labelled “Eigenvalue” and is marked from 0.0 to 6.0 at intervals of 1. The horizontal
axis goes from 1 to 14 in intervals of 1. The general trend of the line is downwards
dropping sharply from 1 to 4 on the horizontal axis from 4.7 to 0.5 on the vertical
axis. Then declines in a shallower manner from 4 to 14 on the horizontal axis from
0.5 to 0.1 on the vertical axis.

Looking at the above Scree Plot, what would be the most sensible number of factors to retain?
Select one:

2

3

4

5

An occupational psychologist has recently developed a new survey to measure the job satisfaction of university lecturers.  They are particularly interested in establishing what factors might underlie this concept, so wish to carry a factor analysis.  They give their survey to 150 lecturers to complete and run the analysis.
The researcher runs the factor analysis, and gets the following four factors in their final output:

They interpret three of the factors as representing:
General job satisfaction
Autonomy
Recognition and respect

What is an appropriate interpretation for the missing factor?
Select one:

Pay scale.

Work preference.

Student abilities.

Faculty Support.

Which of the following statements accurately describes split-half reliability?
Select one:

It measures the consistency of scores obtained from two equivalent halves of the same test.

It measures of degree of agreement between two or more scorers, judges, or raters.

It measures the consistency of test scores over time.

It measures the consistency with which a test measures a single construct or concept.

Which of the following best describes convergent validity?
Select one:

The degree to which a measure is unrelated to measures of different constructs.

The degree to which a measure is associated with other measures of the same construct.

The degree to which a measure assesses the different facets of the construct of interest.

The degree to which a measure can predict future behaviour.

A researcher is interested in whether exposure to certain toxins (measured as the number of days exposure per year), and an individual’s ability to process those toxins (as measured by the amount of metabolites found in their blood) can predict the psychological ill health symptoms of chemical factory workers.

They run a multiple regression and get the following output:

Which statement best sums up what the research has found here?
Select one:

The model explains 6.0% of the variance in the data, and is a significant predictor of psychological ill health symptoms.

The model explains 6.0% of the variance in the data, and is not a significant predictor of psychological ill health symptoms.

The model explains 24.6% of the variance in the data, and is a significant predictor of psychological ill health symptoms.

The model explains 24.6% of the variance in the data, and is not a significant predictor of psychological ill health symptoms.

Imagine you are psychologist interested in understanding the well-being of the elderly.  It is well known that cognitive abilities decline with older age, and you begin to suspect there might be a relationship between psychological wellbeing and cognitive function.

To explore this, you recruit 80 participants aged 70-90 years old and measure several different aspects of cognitive function using standardised tests.  Specifically, you measure:
Working memory
General comprehension and semantic processing
Mental flexibility (i.e. the ability to switch between tasks)
Cognitive processing speed

Following these tests, you also give participants a questionnaire to measure their overall psychological wellbeing.  The aim of the study is to see whether the different measures of cognitive function are associated with wellbeing scores.
You run a multiple regression and get the following output.

Which of the cognitive abilities contribute significantly to the model of wellbeing (tick all that apply)?
Select one or more:

Mental Flexibility.

None of them.

Processing Speed.

Comprehension.

Memory.
An educational psychologist believes that an individual’s reading speed (in words per minute) and general comprehension abilities (scored out of 10) may be related to how well they do on a timed exam.  To study the relative importance of these variables and the association between them, she runs a multiple regression and produces the following predictive model for exam score:

What exam score would you expect students to achieve if they have a reading speed of 350 w.p.m. and a comprehension score of 9?
Select one:

66.44

77.21

55.67

 How many subjects participated in an independent-samples t-test if a researcher reports t(20) = 3.68?Which of the following is not one of the assumptions we must satisfy when conducting a two-way, between-subjects ANOVA?

This is a Statistics assignment

How many subjects participated in an independent-samples t-test if a researcher reports t(20) = 3.68?
(Type answer here) ______________________
SECTION 10

3) A linear regression procedure should ultimately yield a value called
the slope.
rho.
Y prime.
the proportion of variance accounted for.

5) “The more you save, the less you spend” describes
a nonlinear correlation.
a positive linear correlation.
a negative linear correlation.
no correlation.

6) The best-fitting line through a scatterplot is known as the
linear correlation line.
linear regression line.
linear variance line.
linear scatterplot line.
7) For this question please refer to the graph and type the answer here –> :___________

8) For this question please refer to the graph and type the answer here –> :___________

SECTION 11

1) An educational psychologist is interested in determining whether attitudes toward school change with age. She selects 30 seventh-graders, 30 ninth-graders, and 30 eleventh-graders and administers a “Do you like school?” test.

a. How many factors does this experiment have? (Type answer here) ___________

b. How many levels are there in the experiment? (Type answer here) ___________

c. What is the N in this experiment? (Type answer here) _____________

2) For Joan’s doctoral dissertation experiment, 15 wheelchair users were assigned to three groups with 5 in each group. These participants navigated in virtual-reality settings. Group 1 participants were in the virtual-reality setting (a building) as wheelchair users. Group 2 participants were in the virtual-reality setting in a wheelchair pushed by a walking person.

Group 3 participants walked without aid in the virtual-reality setting. Joan measured the number the time needed to complete the navigation of the virtual-reality setting.

a. What is the dependent variable? (Type answer here) __________

b. What is the independent variables? (Type answer here) _________

c. How many levels are there? (Type answer here) _____________

d. What is the N? (Type answer here) _________________

5) Analysis of variance is designed to compare ___________ simultaneously.
all sample medians
all sample means
all sample ranges
some sample means
SECTION 12

2) If there are 4 participants per cell, in a 5 x 3 ANOVA, what is N?
15
60
32
120

3) In a 5 x 3 ANOVA, how many cells are present?
8
3
5
15

4) For which of the three F-tests in a two-way ANOVA do you collapse across the levels of the other factor(s) in computing the means?
The interaction effect
The B main effect
Both the A main effect and the B main effect
The A main effect

5) In a two-way ANOVA, a cell represents
one level of the A independent variable.
one level of the A independent variable and one level of the B independent variable.
all the subjects in the experiment.
one level of the dependent variable.

6) In a two-way ANOVA, the interaction effect is the
effect on the independent variables of changing the levels of a factor.
extent to which the effect of one factor depends on the action of the other factor.
effect of changing the levels of a factor on the dependent scores, ignoring all other factors in the study.
effect of changing the levels of a factor on the dependent scores.

7) In a two-way ANOVA, the main effect of a factor is the
extent to which its effect depends on the action of the other factor.
effect of changing the levels of the factor on the dependent variable scores, taking into account all other factors in the study.

extent to which the factor produces dependent variable scores different from those the other factor produced.

effect of changing the levels of the factor on the dependent variable scores, ignoring all other factors in the study.
8) In a 5 x 3 ANOVA, how many factors are present?
3
15
2
5

9) Which of the following is not one of the assumptions we must satisfy when conducting a two-way, between-subjects ANOVA?
The variances of all the represented populations are homogeneous.
The populations represented are normally distributed.
The means of all the populations represented are equal.

Each cell is an independent sample of interval or ratio scores.

10) The H0 for a main effect of a two-way ANOVA is the samples in the various levels are drawn from populations where there are
equal variances.
equal means.
unequal variances.

unequal means.

Briefly describe what the omnibus test will do; make sure to specify that Tukey’s HSD test will only be performed if the results from the ANOVA are statistically significant.

PSY 303 Final Paper

For example:  will collect data on the age, ethnicity and gender of participants” (in your own words). Finally, make sure to specify where you’ll collect data from– will you collect from universities, advertising through bulletin boards on campus? An online survey available to the general population? Telephone calls to households? – Materials: You need more detail on the IV here.

What were your 3 (or more) conditions? How are you manipulating social media use? For your dependent variable measure– are you using 4 different surveys to measure dishonesty? You only need to use one scale to measure your dependent variable. If you’re having trouble finding a scale, let me know and we can talk through some options! – Procedure:

Briefly describe what the omnibus test will do; make sure to specify that Tukey’s HSD test will only be performed if the results from the ANOVA are statistically significant. If you have questions about any of these statistical tests, let me know.

Determine and present your research methodology fully: Specify your sample population, how you will find your sample (sample frame and sampling method), and why you choose that approach. Also, provide information about the expected sample size assuming a 99 percent confidence level, a margin of error of ± 5 percent, and a p-value of 0.5

 Propose a new research project

Lisa wants to try to attract more customers since a new restaurant called
Fishermans’ Paradise has opened closed to the Bar-Beer-Q Memphis Location. She
has been thinking about hosting some events and games, such as karaoke night,
poetry night, open-mic comedy, or a trivia night (among others). She wants to know
if customers will be interested in participating in these events and what kind of
customers (e.g., age, gender) would be interested in what kind of events. Also, she
wants to know people’s preferences regarding types of food and drinks while the
events are taking place. Lisa asked your team to come up with a research proposal
to help her decide what to do. She also specified that she wants you to do survey
research, which means you need a questionnaire to collect your data. To help Lisa,
your team need to perform the following tasks (Be creative!):

1. Provide any background pertinent to the project. Include marketing
questions/research objectives.

2. Translate your research question into hypotheses. Provide a list of hypotheses (null
and alternative) that you would like to test (Minimum 2 pairs of hypotheses – null
and alternative-) (Hint: Module / Chapter 12).

3. Determine and present your research methodology fully: Specify your sample
population, how you will find your sample (sample frame and sampling method),
and why you choose that approach. Also, provide information about the expected
sample size assuming a 99 percent confidence level, a margin of error of ± 5 percent,
and a p-value of 0.5 (Hint: Module / Chapter 8).

4. List the statistical tests to be used to test the hypotheses proposed in point 2 (e.g., t-
test, ANOVA, chi-square). Also, provide information about the decision rule you will
use to analyze the results (e.g., a significance level of 0.05) (Hint: Module / Chapter
12).

5. Finally, do not forget to justify the data collection method (i.e., online questionnaire,
phone). Also, design the first draft of your survey questionnaire with a minimum of
6 questions, using different types of scales (e.g., Likert, comparative, constant sum,
graphical, itemized, q-sort). Make sure each question in your questionnaire matches
your research objectives/questions. Discuss choices made regarding screener
issues, types of questions, etc., and justify them (Hint: Modules / Chapters 9-10).

What is the calculated mean for each group?Is the p value significant? Is calculated F value greater than Critical F value? Conclusion?

5 521 Assign

Run a one-way ANOVA to compare three or more groups of people (specified by a categorical variable) on one continuous variable.
Write the null and alternate hypotheses.
What is the calculated mean for each group?
What is the calculated F value?
What is the p and critical F value?
Is the p value significant? Is calculated F value greater than Critical F value? Conclusion?
Run a chi-squared test to determine whether one group of people has higher rates of a given outcome relative to the other groups of people in the data set.
Write the null and alternate hypotheses.
What is the calculated chi-square value?
What is the p and critical value?
Is the p value significant? Is calculated chi-square value greater than Critical F value? Conclusion?