All of abcdef's Comments + Replies

abcdef00

Sorry I don't follow. What do you mean by starting assumptions and models that I should have more than one for each entity?

0MrMind
Well, to calculate P(T|S) = p you need a model of how a student 'works', in such a way that the test's result T happens for the kind of students S with probability p. Or you can calculate P(S|T), thereby having a model of how a test 'works' by producing the kind of student S with probability p. If you have only one of those, these are the only things you can calculate. If on the other hand you have one or more complementary models (complemenetary here means that they exclude each other and form a complete set), then you can calculate the probabilities P(T1|S1), P(T1|S2), P(T2|S1) and P(T2|S2). With these numbers, via Bayes, you have both P(T|S) and P(S|T), so it's up to you to decide if you're analyzing stundents or tests. Usually one is more natural than the other, but it's up to you, since they're models anyway.
abcdef00

In your opinion what is a reasonable price to have a statistician write me a formula for this?

0username2
i do statistical consulting as part of my day job responsibilities, i'm afraid to say this is not how it works. if you came to me with this question i would roll back to ask what exactly you are trying to achieve with the analyses, before getting into the additional constraints you want to include. unfortunately it's far more challenging if the data owner comes to the statistician after the data are collected rather than before (when principles of experimental design as ilya mentioned can be considered to achieve ability to successfully answer those questions using statistical methods). that said, temporarily ignoring the additional constraints you mentioned (e.g. whether and how to transform data; exponential decay and what that actually means with respect to student evaluation scores; magic word "bayes") perhaps a useful search term would be "item response theory". good luck
0IlyaShpitser
Don't know. Ask a statistician who knows about design.
abcdef00

Is there any Android app that you would suggest?

0Elo
http://lesswrong.com/lw/nh3/update_to_the_list_of_apps_that_are_useful_to_me/
0Khoth_duplicate0.7536578752539433
Fire Emblem: Heroes
0Lumifer
LOL, a literal "is there an app for that?"
abcdef00

I'm not a statistician, but I happen to have some intuitions and sometimes work out formulas or find them on the web.

I have a bunch of students that took a test each day. The test of each day had a threshold score out of, say, 100 points. Scores under the threshold are considered insufficient.

I don't know whether of the two is true:

  1. I can either use the tests to evaluate the students, or the students to evaluate the tests.

  2. I can evaluate the students using the tests and the tests using the students at the same time.

The option 2. seems counterintuitive... (read more)

0MrMind
From a Bayesian perspective, you calculate P(S|T) and P(T|S) at the same time, so it doesn't really matter. What does matter, and greatly, are your starting assumptions and models: if you have only one for each entity, you won't be able to calculate how much some datum is evidence of your model or not.
3IlyaShpitser
You have an experimental design problem: https://en.wikipedia.org/wiki/Design_of_experiments. The way that formalism would think about your problem is you have two "treatments" (type of test, that you can vary, and type of student), and an "outcome" (how a given student does on a given test, typically some sort of histogram that's hopefully shaped like a bell). Your goal is to efficiently vary "treatment" values to learn as much as possible about the causal relationship between how you structure a test, and student quality, and the outcome. ---------------------------------------- There's reading you can do on this problem, it's a classical problem in statistics. Both Jerzy Neyman and Ronald Fisher wrote a lot about this, the latter has a famous book. In fact, in some sense this is the problem of statistics, in the sense that modern statistics could be said to have grown out of, and generalized from, this problem.
abcdef00

Catholic here. In regards to the Litany of Tarski, I can say that I want to know the truth since childhood, so I qualify. I have been given a 100% certainty (yes, 100%) that Jesus Christ is God and that ex-cathedra pronouncements of the Popes are true, so I draw my conclusions.

2entirelyuseless
Do you also have 100% certainty about which pronouncements are ex-cathedra or which men are or have been Popes?
0Bound_up
That sounds interesting. By "given a 100% certainty," do you mean that you just noticed that a certainty about certain propositions was now in you, where once it wasn't?