Question

In: Statistics and Probability

What would a hypothetical cross-tab might look like and how it would it relate to a...

What would a hypothetical cross-tab might look like and how it would it relate to a chi-square?

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Expert Solution

Answer :

Assume that you have seen that a great deal of brain science majors are ladies with numerous less men. It may be the case that there are simply more ladies selected the college, thus you'd expect a greater number of ladies psych majors than men. Or on the other hand, it may be the case that there is something about the brain research significant that pulls in ladies (or repulses men?).

  • Both major and sex are straight out factors. Cross tabulation is a measurable method used to show a breakdown of the information by these two factors (that is, it is a table that has shows the recurrence of various majors separated by sexual orientation).
  • The Pearson chi-square test basically reveals to us whether the aftereffects of a cross tab are measurably critical. That is, are the two clear cut factors free (inconsequential) of each other. So fundamentally, the chi square test is a relationship test for straight out factors.
  • So for our precedent, the chi-square test will reveal to us whether there are more female brain research majors than you would expect by some coincidence (in light of all out number of guys and females and all out number of individuals in various majors).

When do we utilize these strategies?

When we have straight out factors

Do the rates coordinate with how we figured they would?

Are (at least two) straight out factors free?

Can do it with persistent factors in the event that you convert them into classes (we won't cover this), yet you ordinarily would prefer not to do this since you lose a ton of data, and these tests are not as "amazing" as parametric tests

Speculation Testing with Chi-squared :-

  • We test the invalid speculation that nothing fascinating is occurring (i.e., there is no relationship) versus elective theory that discoveries are intriguing (i.e., there is a relationship).
  • The invalid theory must be rejected if there is a .05 or lower likelihood that our discoveries are because of possibility
  • Speculation tests decide the degree to which our discoveries might be because of possibility
  • A chi-square will be noteworthy if the residuals (the contrasts between watched frequencies and anticipated frequencies) for one dimension of a variable vary as an element of another variable.
  • The chi-square esteem does not reveal to us the idea of the distinctions
  • The Chi-Square Formula


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