What Does Six Sigma Mean in Neutrino Research?

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Discussion Overview

The discussion revolves around the meaning of "six sigma" in the context of neutrino research, particularly as mentioned in a specific article. Participants explore the statistical implications of a six sigma result, its interpretation in physics, and how it relates to the OPERA experiment's findings on neutrino velocities.

Discussion Character

  • Technical explanation
  • Conceptual clarification
  • Debate/contested

Main Points Raised

  • Some participants explain that "six sigma" refers to six standard deviations from the mean, indicating a very low probability of error in measurements.
  • One participant asserts that if the OPERA experiment's statistics are correct, the chance of neutrinos appearing to travel faster than light due to errors is extremely small, quantified as one in a billion.
  • Another participant challenges the strength of the claim, suggesting that the actual error rate is about four parts per million, rather than the previously stated one in a billion.
  • Mathematical expressions are provided to illustrate the calculations behind one-sided and two-sided sigma errors, with some participants noting potential misinterpretations of these values.
  • One participant attempts to clarify the concept of standard deviation and its significance in physics measurements, explaining the implications of different sigma levels.
  • There is a discussion about the expectation that neutrinos should travel at less than the speed of light, with some confusion about the interpretation of this expectation.
  • Participants note that the term "six sigma" may have different meanings in different contexts, particularly in quality control versus scientific measurements.
  • Some participants express uncertainty about the statistical concepts being discussed and seek clarification.

Areas of Agreement / Disagreement

Participants show a mix of agreement and disagreement regarding the interpretation of "six sigma" and its implications in neutrino research. There is no consensus on the exact probability calculations or the expectations for neutrino velocities.

Contextual Notes

Some participants highlight the potential for systematic errors in experiments, indicating that a six sigma result does not guarantee correctness. There is also mention of differing interpretations of sigma in various fields, which may lead to confusion.

Who May Find This Useful

This discussion may be useful for individuals interested in statistical methods in physics, the interpretation of experimental results, and the nuances of scientific communication regarding statistical significance.

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"six sigma" in neutrino article?

I was reading this article...
http://www.physicstoday.org/resource/1/phtoad/v64/i12/p8_s1
in the first paragraph they say "...notwithstanding the assertion that it is a six-sigma effect". What does this mean? I tried to google, but didn't find that very helpful.

By the way, I'm new and wasn't quite sure where to put this.

Thanks :)
 
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It means six standard deviations.

Assume (and this is a big if) that the OPERA people did their statistics right, that they did not make any mistakes in their calculations, that they don't have any unknown errors or biases in their setup, etc. With these assumptions, there results are so solidly far from the speed of light that there is only a tiny, tiny probability those neutrinos were going slower than the speed of light but that some incredibly fluky combination of errors made it look like they were going faster than the speed of light. How tiny? It's a one-sided error that is six standard deviations, or six sigma, from the mean (one-sided because an error that has the neutrinos going even faster than they apparently measured doesn't falsify their results). A one-sided six sigma error is about the same as a one out of a billion chance.

In other words, a six sigma event is rock solid.
 


D H said:
It means six standard deviations.
A one-sided six sigma error is about the same as a one out of a billion chance.

Actually you're making it look about 4,000 times stronger than the actual value of about 4 parts per million (one out of 250,000). Still VERY unlikely, but let's keep the math straight.
 


1 - 0.5(1+\text{erf}(6/\surd 2)) \approx 9.9\times10^{-10}

Edit
That's for a one-sided event. If the correct interpretation is as a two-sided event, the probability of an error doubles to about two out of a billion.
 
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I don't know if you know what a standard deviation is and how errors are treated in physics, so I try to explain it to you in a simpler way...Every result of a measurement (for example x) in physics is given with an error called sigma: σ. This means that the probability that the real value of what you have measured is between x-σ and x+σ is the 68%. So if you imagine to repeat many times the measurement, you expect to obtain 68 times out of 100 a value which is between x-σ and x+σ. You can explain this in an another way: the probability that you obtain a result which is out of the interval x-σ and x+σ due to statistical fluctuations is 32%. Instead if you consider the interval x-2σ and x+2σ the probability that a result is out of the interval is 5%, if you consider 3σ is 0.7% and so on.
In the experiment opera they expect that the difference between the neutrino velocity and the speed of light is zero. So, imagine you perform the experiment obtaining a value of the neutrino velocity equal to v with an error σ. If the difference (v-c) (value measuered and value expected) is 3σ, there's a 0.3% that this value is due to statistical fluctuations. In physics you say that "you discover something new" when this difference is more than 5σ.
So 6σ means that is very unlikely that the result obtained is due to statistical fluctuations. Pay attention that it doesn't mean you're right or that the experiment was performed good: maybe there are systematic errors you haven't taken into account.
 


Ah, okay. I don't know anything about statistics. I'm trying to learn...

Why would they expect the neutrinos to travel at the speed of light?
 


They would expect neutrinos to travel at less than the speed of light. Not equal, not faster.
 


MaxPlank said:
In the experiment opera they expect that the difference between the neutrino velocity and the speed of light is zero.

so is this not right?
 


We have a long (very long) thread on this already: [thread]532620[/thread]. Asking about statistics in this thread is OK, but don't ask about the OPERA results themselves. Do that in the thread on the OPERA results.
 
  • #10


D H said:
1 - 0.5(1+\text{erf}(6/\surd 2))) \approx 9.9\times10^{-10}

Edit
That's for a one-sided event. If the correct interpretation is as a two-sided event, the probability of an error doubles to about two out of a billion.

Hm ... guess I've had it wrong all these years.

EDIT: on the other had, so, apparently, do most of the references on the web since they all seem to say six sigma = 3.4 errors per million events which is what I thought it was.

Perhaps as used in "quality defects" it has a different meaning than what you are referring to.
 
  • #11


phinds said:
on the other had, so, apparently, do most of the references on the web since they all seem to say six sigma = 3.4 errors per million events which is what I thought it was.

Perhaps as used in "quality defects" it has a different meaning than what you are referring to.
That is exactly the case. The wiki article on six sigma explains it nicely:

To account for this real-life increase in process variation over time, an empirically-based 1.5 sigma shift is introduced into the calculation. ... [and later]
It must be understood that these figures assume that the process mean will shift by 1.5 sigma toward the side with the critical specification limit.​

So when they say "six sigma" with respect to quality they really mean "4.5 sigma". Using this "1.5 sigma shift",
1 - 0.5(1+\text{erf}(4.5/\surd 2)) \approx 3.4\times10^{-6}
 
  • #12


D H said:
That is exactly the case. The wiki article on six sigma explains it nicely:

To account for this real-life increase in process variation over time, an empirically-based 1.5 sigma shift is introduced into the calculation. ... [and later]
It must be understood that these figures assume that the process mean will shift by 1.5 sigma toward the side with the critical specification limit.​

So when they say "six sigma" with respect to quality they really mean "4.5 sigma". Using this "1.5 sigma shift",
1 - 0.5(1+\text{erf}(4.5/\surd 2)) \approx 3.4\times10^{-6}

Interesting. I was not aware of that. Thanks for the clarification.
 

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