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Null-hypothesis for a Single- 
Sample t-test 
Conceptual Explanation
With hypothesis testing we are setting up a null-hypothesis
With hypothesis testing we are setting up a null-hypothesis 
– the probability that there is no effect or 
relationship –
With hypothesis testing we are setting up a null-hypothesis 
– the probability that there is no effect or 
relationship – and then we collect evidence that leads 
us to either accept or reject that null hypothesis.
With hypothesis testing we are setting up a null-hypothesis 
– the probability that there is no effect or 
relationship – and then we collect evidence that leads 
us to either accept or reject that null hypothesis. 
As you may recall, a single-sample t-test attempts to 
determine if a single sample is statistically significantly 
different from the population. The hope by 
researchers is that they will be similar so as to run 
experiments on the single sample that could be 
generalized to the population.
Example #1
Let’s say we collect a sample of 30 teenage ACT scores 
in our community and want to know if their ACT scores 
are statistically significantly different than the larger 
population of ACT scores.
Let’s say we collect a sample of 30 teenage ACT scores 
in our community and want to know if their ACT scores 
are statistically significantly different than the larger 
population of ACT scores. 
Here’s the null hypothesis:
Let’s say we collect a sample of 30 teenage ACT scores 
in our community and want to know if their ACT scores 
are statistically significantly different than the larger 
population of ACT scores. 
HeTreh’esr teh ies hnyop sottahtiesstiisc:ally significant difference in ACT 
scores between a local sample of 30 teenagers and the 
larger population.
Let’s say we collect a sample of 30 teenage ACT scores 
in our community and want to know if their ACT scores 
are statistically significantly different than the larger 
population of ACT scores. 
HeTreh’esr teh ies hnyop sottahtiesstiisc:ally significant difference in ACT 
scores between a local sample of 30 teenagers and the 
larger population. 
Note – that the single-sample t-test is 
one of the few methods where the 
researchers are hoping the null-hypothesis 
is accepted or retained
Let’s say we collect a sample of 30 teenage ACT scores 
in our community and want to know if their ACT scores 
are statistically significantly different than the larger 
population of ACT scores. 
HeTreh’esr teh ies hnyop sottahtiesstiisc:ally significant difference in ACT 
scores between a local sample of 30 teenagers and the 
larger population. 
This is because they desire to 
conduct experiments on a sample 
that will generalize to the population. 
For this to happen the sample must 
be statistically significantly similar 
(not different) from the population.

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Null hypothesis for a single-sample t-test

  • 1. Null-hypothesis for a Single- Sample t-test Conceptual Explanation
  • 2. With hypothesis testing we are setting up a null-hypothesis
  • 3. With hypothesis testing we are setting up a null-hypothesis – the probability that there is no effect or relationship –
  • 4. With hypothesis testing we are setting up a null-hypothesis – the probability that there is no effect or relationship – and then we collect evidence that leads us to either accept or reject that null hypothesis.
  • 5. With hypothesis testing we are setting up a null-hypothesis – the probability that there is no effect or relationship – and then we collect evidence that leads us to either accept or reject that null hypothesis. As you may recall, a single-sample t-test attempts to determine if a single sample is statistically significantly different from the population. The hope by researchers is that they will be similar so as to run experiments on the single sample that could be generalized to the population.
  • 7. Let’s say we collect a sample of 30 teenage ACT scores in our community and want to know if their ACT scores are statistically significantly different than the larger population of ACT scores.
  • 8. Let’s say we collect a sample of 30 teenage ACT scores in our community and want to know if their ACT scores are statistically significantly different than the larger population of ACT scores. Here’s the null hypothesis:
  • 9. Let’s say we collect a sample of 30 teenage ACT scores in our community and want to know if their ACT scores are statistically significantly different than the larger population of ACT scores. HeTreh’esr teh ies hnyop sottahtiesstiisc:ally significant difference in ACT scores between a local sample of 30 teenagers and the larger population.
  • 10. Let’s say we collect a sample of 30 teenage ACT scores in our community and want to know if their ACT scores are statistically significantly different than the larger population of ACT scores. HeTreh’esr teh ies hnyop sottahtiesstiisc:ally significant difference in ACT scores between a local sample of 30 teenagers and the larger population. Note – that the single-sample t-test is one of the few methods where the researchers are hoping the null-hypothesis is accepted or retained
  • 11. Let’s say we collect a sample of 30 teenage ACT scores in our community and want to know if their ACT scores are statistically significantly different than the larger population of ACT scores. HeTreh’esr teh ies hnyop sottahtiesstiisc:ally significant difference in ACT scores between a local sample of 30 teenagers and the larger population. This is because they desire to conduct experiments on a sample that will generalize to the population. For this to happen the sample must be statistically significantly similar (not different) from the population.