Null Hypothesis Significance Testing
Please analyze the data according to the NHST steps. Show your work and respond to as much of the following as you can.
STUDY 1
STEP 1 Design a study (Make a choice for the items that have a choice/choice below)
a) observation/correlation/experiment?
b) Model variable is IV/predictor/QIV/none?
c) Outcome variable is nominal/ordinal/interval/ratio?
d) Model variable is continuous/discrete?
e) What parametric assumptions still need checking?
Assume representativeness = yes and linearity = yes.
f) RQ: What is the effect/association of the number of hours worked on/to the number of publications?
STEP 2 State mutually exclusive hypotheses
a) H0: There is no association between the number of hours worked and the number of publications by a faculty member
b) H1: There is an association between the number of hours worked and the number of publications by a faculty member
STEP 3 Calculate test statistic(s), df, and effect size(s). Indicate whether the effect size(s) are small, medium, large.
Pearson correlation0.604
Df = 20 – 1 = 19
P-value0.005
STEP 4 Compare to alpha level
A p-value of 0.005 is statistically significant for an alpha level of 0.05
STEP 5 Invoke a decision rule and draw a conclusion(s)
The null hypothesis is rejected if we have a statistically significant p-value. We therefore conclude that there is an association between the number of hours worked and the number of publications by a faculty member
STEP 6 Interpret and report Write up the results in APA style, include appropriate descriptive statistics, inferential statistics, and effect size. Interpret the results in terms of the research question(s).
Results
Correlation: hours, num_pubsCorrelations
Pearson correlation 0.604
P-value 0.005
Descriptive Statistics: num_pubs, hours
Statistics
Variable N N* Mean SE Mean StDevMinimum Q1 Median Q3 Maximum
num_pubs20 0 7.45 2.98 13.31 0.00 0.25 1.00 9.25 49.00
hours 20 0 24.85 3.28 14.65 5.00 13.00 21.50 40.25 50.00
STUDY 2
STEP 1 Design a study (Make a choice for the items that have a choice/choice below)
a) observation/correlation/experiment?
b) Model variable is IV/predictor/QIV/none?
c) Outcome variable is nominal/ordinal/interval/ratio?
d) Model variable is continuous/discrete?
e) What parametric assumptions still need checking?
Assume representativeness = yes and linearity = yes.
f) RQ: What is the effect/association of _____________ on/to ___________?
STEP 2 State mutually exclusive hypotheses
a) H0:
b) H1:
STEP 3 Calculate test statistic(s), df, and effect size(s). Indicate whether the effect size(s) are small, medium, large.
STEP 4 Compare to alpha level
STEP 5 Invoke a decision rule and draw a conclusion(s)
STEP 6 Interpret and report Write up the results in APA style, include appropriate descriptive statistics, inferential statistics, and effect size. Interpret the results in terms of the research question(s).
Results