Is this null hypothesis wrong?

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In summary, the question is poorly expressed and the null hypothesis should be that there is no statistically significant difference between the vitamin group and the non-vitamin group in terms of their weight gain after 12 months. The concept of null hypothesis assumes that there is no effect observed, and it is incorrect to state that vitamins are responsible for any observed difference.
  • #1
Tyto alba
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'In inferential statistics, the term "null hypothesis" is a general statement or default position that there is no relationship between two measured phenomena, or no association among groups.' (wiki)

The book I'm following has to say :

Q: In a nutritional study 13 students were given a usual diet with vitamin tablets and 12 set of other students were given only the normal diet. After 12 months their weights are measured as given below (a 2 x 13 table in which weight gains of the two set of students are mentioned) Can you say that vitamins were responsible for this difference?

A: Ho= Vitamins are responsible for this difference HA= just the ooposite, not responsible

The t-value turned out to be more the p-value and they rejected the Ho

P.S. I'm sure it isn't right because Vitamin rich diet does cause weight gain and given the concept of null hypothesis the Ho assumed in the excerpt should be wrong.
 
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  • #2
SanjuktaGhosh said:
Q: In a nutritional study 13 students were given a usual diet with vitamin tablets and 12 set of other students were given only the normal diet. After 12 months their weights are measured as given below (a 2 x 13 table in which weight gains of the two set of students are mentioned)
Did you state this problem correctly? A 2x13 table has 26 entries, but you only mentioned 13+12 = 25 students.
 
  • #3
The book's null hypothesis is rather wrong. You should flip the null hypothesis and alternative hypothesis statements. The default position for your null hypothesis should be that there is no effect observed.
 
  • #4
SanjuktaGhosh said:
Can you say that vitamins were responsible for this difference?
The question is poorly expressed. Your null hypothesis should be that there is no (statistically significant) difference between the vitamin group and the non-vitamin group. If there is a difference (H0 rejected), it is a further conceptual step to say that the vitamins are "responsible" for it. Statistical correlation does not imply causal dependency.
 

1. What exactly is a null hypothesis?

A null hypothesis is a statement or assumption that there is no significant difference or relationship between two variables in a study. It is typically used in statistical tests to determine the likelihood of the observed data occurring by chance.

2. How do you determine if a null hypothesis is wrong?

In order to determine if a null hypothesis is wrong, scientists conduct experiments or collect data and analyze it using statistical methods. If the observed data is significantly different from what would be expected under the null hypothesis, then the null hypothesis is rejected.

3. Can a null hypothesis be proven wrong?

No, a null hypothesis cannot be proven wrong. It can only be rejected or fail to be rejected based on the results of an experiment or study. Even if the null hypothesis is rejected, it does not necessarily mean that the alternative hypothesis is true.

4. What is the importance of testing a null hypothesis?

Testing a null hypothesis is important because it allows scientists to make conclusions about the relationship between variables in a study. It also helps to ensure that any observed differences or relationships are not due to chance and are actually statistically significant.

5. Can a null hypothesis be changed or modified?

Yes, a null hypothesis can be changed or modified based on new evidence or data. If the initial null hypothesis is rejected, scientists may revise it to better reflect the observed data and continue testing until a suitable hypothesis is accepted.

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