Accept/Reject Null Hypothesis Using Confidence Intervals

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Discussion Overview

The discussion revolves around the use of confidence intervals in the context of hypothesis testing, specifically regarding how to accept or reject a null hypothesis based solely on confidence intervals. Participants explore the relationship between confidence intervals, significance levels, and p-values.

Discussion Character

  • Conceptual clarification, Debate/contested

Main Points Raised

  • One participant questions how to accept or reject a null hypothesis using only a confidence interval, providing an example of a confidence interval ranging from -12 to 1.4.
  • Another participant suggests that if a value lies outside the confidence interval, the null hypothesis can be rejected, while if it lies within, the null hypothesis can be accepted.
  • A different participant challenges the idea that one can accept or reject a null hypothesis without knowing the significance level, asserting that a confidence level is always associated with a significance level.
  • It is noted that the confidence level is defined as 1 minus the significance level.

Areas of Agreement / Disagreement

Participants do not reach a consensus on whether it is possible to accept or reject a null hypothesis solely based on confidence intervals without additional information about significance levels.

Contextual Notes

The discussion highlights the dependence of confidence intervals on significance levels and the implications for hypothesis testing, but does not resolve the nuances of these relationships.

blumfeld0
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Hello. I am teaching myself statistics and my question is about confidence intervals. I understand that I can accept or reject a null hypothesis based on comparing my p values to the significance value (say .05)
But how do i accept or reject a null hypothesis based SOLELY on
a given confidence intervals say -12 to 1.4?
thanks

blumfeld0
 
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Say you have a confidence interval of 99% confidence, and the range is (-12, 1.4). If you have a number that lies outside of that range (let's say 1.9), then you can reject H_0 (and accept H_a) at \alpha = .01. If the number does lie inside that range (let's say -3), then you accept H_0 (and reject H_a).
 
Last edited:
Hi. Thanks for your reply. That is the problem. A colleaugue of mine told me that you can accept or reject the null hypothesis solely given the confidence interval without being given the actual data or significance level (99%, 95%)
Is he right?
if so how?
thanks

blumfeld0
 
a confidence level always has a significance level associated with it, so no.
 
Confidence level = 1 - significance level
 

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