Which statistical test can I use?

Hello first of all,

I'm currently analyzing a survey for my bachelor's thesis. I have the following hypothesis: "It's more likely that product A will be offered than product B." To test this hypothesis, I would like to use two questions and their results from my survey. I wanted to use the Wilcoxon signed-rank test, since the same participants answered the questions and I used a 5-point Likert scale (ordinal scale). However, I noticed that a Wilcoxon signed-rank test requires two groups.

Now to the real question: Can I still use this test, or do I need to take a different one? And if I do need to take a different one, which one should I use?

Thank you very much in advance and kind regards.

(2 votes)
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Machma2000
1 year ago

There is the Wilcoxon ranking test (2 groups) and the Wilcoxon sign ranking test (dependent measurements). The latter requires interval-scale data. Your rating list (one item is NB No Likert scales consisting of several items) is strictly ordinal as you write yourself. The sign test is suitable for this.

See similar problems by search engine Statistics of decision tree, that is sometimes helpful.

HatersLoveMe
1 year ago
Reply to  Machma2000

Can I also use the sign-travel test if I only asked a group of people? I don’t know what the groups are. I just want to know what the test persons have rated better.

Thank you for your answer

Machma2000
1 year ago
Reply to  HatersLoveMe

The Rank sum test is for comparing two groups, but this is not about. Conversely, Indication number is for comparing dependent measurements (2 measurements on the same group of persons). However, it requires interval scales. The sign test is suitable for dependent measurements at ordinate scale level.

Machma2000
1 year ago
Reply to  SgioJOJO

2 questions are not 2 groups. The sign-Rang test is for 1 group that has been interrogated twice, but requires interval scale. Use ordinate scale, then sign test.

HWSteinberg
1 year ago

That’s the right test. 2 groups are also called paired groups here, they are not independent, and precisely these pairwise correspondence is one of the prerequisites for the Wilcoxon sign-Rang test. For more details see my comment on LeBonyt. However, you do not meet all the requirements for the Wilcoxon sign-Rang test (stability), and the simple sign test, as Machma2000 writes, is the alternative here. However, this takes into account only the direction of the difference, but not when product A and product B are rated better at the same time, but at A the difference to B is usually higher than vice versa (approximately A vs. B 1:5, B vs. A 2:3).

If you can confirm your hypothesis with both tests, the better

HatersLoveMe
1 year ago
Reply to  HWSteinberg

Are 2 groups also meant groups of people? I have only made a survey or asked only one group of people and would like to test which product was most rated better. Can I still use the sign-Rang test?

LeBonyt
1 year ago

The Wilcoxon Sign Rang Test is a non-parametric statistical test that can be used to test whether two associated samples have significant differences in their averages. In this case, the test would be used to test whether the mean values of variable A and variable B differ significantly.

In order to carry out the test, the answers of the subjects to the two questions must first be converted into a range system. This can be done by assigning the highest ranking (1) for the highest response and the lowest ranking (5) for the lowest response. Subsequently, the gears for each variable are added in order to obtain the sum number numbers for variable A and variable B.

The Wilcoxon sign-Rang test then calculates the p value which indicates the probability that the observed differences between the mean values of the two variables occur randomly. If the p value is smaller than the significance value, then the zero hypothesis is discarded and assumed that there is a significant difference between the mean values of the two variables.

In this case, the test would be used to test whether the mean values of variable A and variable B differ significantly. If the p value is smaller than the significance value, then the zero hypothesis would be discarded and assumed that the variable A is offered more frequently than the variable B. However, if the p value is greater than the significance value, then the zero hypothesis would not be discarded and no significant difference between the mean values of the two variables would be determined.

It is important to note that the Wilcoxon sign-Rang test is a non-parametric statistical test, which means that no assumptions have to be made about the distribution of the data. This makes the test a good choice for use with data that are not distributed normally.

Can you please give feedback on whether Bard’s written crap or something.

Machma2000
1 year ago
Reply to  LeBonyt

There are a lot of detail errors in it, but the thick knocker is the Wilcoxon sign ranking test and Wilcoxon ranking test.

LeBonyt
1 year ago
Reply to  Machma2000

Thanks for your feedback.

HWSteinberg
1 year ago
Reply to  LeBonyt
  1. Who is Bard, and what did he write?
  2. This can be done by assigning the highest ranking (1) for the highest response and the lowest ranking (5) for the lowest response.” This has nothing to do with ranks. For example, if you have 100 respondents, you will have to pay 1-100 seats. Of course, this is not possible with only 5 scales. So you help yourself with average ranks. For example, if you have been interviewed for the highest category 30, you get the rankings 1-30, but then actually their average 15.5. The 2nd highest category starts from rank 31 etc. This is the case for both questions and then for each respondents has 2 average ranks that are deducted from each other. These differences then enter the sign-rang test. However, it must be borne in mind that the test has been developed for continuous random variables, where the probability is 0, that 2 respondents achieve the same value.
  3. I see in Wikipedia in the example (https://de.wikipedia.org/wiki/Wilcoxon Sign-Rang-Test#Example), that the two variables do not receive separate ranks, but that the difference between the two variables is probably formed only per person interviewed, and then these differences (signs unconsidered!) are brought into a ranking with these middle ranks. Then all the gears are summed from positive and from negative differences (i.e. sign does not take into account with averaging, but noted).
LeBonyt
1 year ago
Reply to  HWSteinberg

You don’t know Bard? That may not be so bad that you don’t know him. The whole article was written by him. Conclusion : Bard is a salmon number and therefore does not dedicate anything to complex questions. Thanks for the trouble.