How much calculus is used in statistics?

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The discussion centers on a physics major seeking to maintain math skills through a statistical methods course due to a lack of available classes in their major. The course requires prerequisites including Calculus II and a 200-level mathematics course. Key topics covered in the course include data collection, probability, hypothesis testing, and regression, with extensive use of statistical software. It is noted that calculus is integral to the course, particularly for continuous distributions, multivariable distributions, and when applying the central limit theorem. Evaluating integrals is also mentioned, with a reliance on tables for distributions like normal and gamma, rather than closed-form solutions. Overall, the course will involve significant mathematical concepts and applications.
Wm_Davies
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I am a physics major and unfortunately this semester there is almost no classes that I can take in my major field of study due to not having the proper prerequisites. So I am looking for a course that will keep my math skills honed. I am really interested in taking statistical methods which seems like it will involve calc and certainly matrices. How much calc is generally involved in a statistical methods course?

The course description is as follows:

FYI: MTH 182 is Calculus II and I have taken two 200 level math courses (Multivariable Calculus and Linear Algebra).

Prerequisites: MTH 182 and a 200-level mathematics course. Issues of data collection, use and misuse, graphical and numerical summary techniques, basic probability, discrete random variables, continuous random variables, central limit theorem, confidence intervals, hypothesis testing of a proportion, hypothesis testing of a mean, 2 sample hypothesis testing, chi square testing, regression. Appropriate statistical software used extensively.
 
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Wm_Davies said:
I am a physics major and unfortunately this semester there is almost no classes that I can take in my major field of study due to not having the proper prerequisites. So I am looking for a course that will keep my math skills honed. I am really interested in taking statistical methods which seems like it will involve calc and certainly matrices. How much calc is generally involved in a statistical methods course?

The course description is as follows:

FYI: MTH 182 is Calculus II and I have taken two 200 level math courses (Multivariable Calculus and Linear Algebra).

Prerequisites: MTH 182 and a 200-level mathematics course. Issues of data collection, use and misuse, graphical and numerical summary techniques, basic probability, discrete random variables, continuous random variables, central limit theorem, confidence intervals, hypothesis testing of a proportion, hypothesis testing of a mean, 2 sample hypothesis testing, chi square testing, regression. Appropriate statistical software used extensively.

Hey there.

Anything involving continuous distributions will get you using calculus.

Anything involving multivariable distributions will get you using multivariable calculus and as such will get you using matrices.

Also some stuff with discrete will get you using continuous distributions in the case of the central limit theorem and approximating distributions such as large binomial distributions (which are discrete) by using normal approximations with so called "continuity correction".

Some of the time you will have to evaluate integrals, but they won't have closed form analytical expressions so you will use tables especially when you are doing "statistics" over just probability calculations where you use normal, gamma and student t distributions.
 
That definitely makes sense! Thanks! :)
 
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