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My all-time favorite link to share in Hacker News discussions about a preliminary research finding is the article "Warning Signs in Experimental Design and Inte

My all-time favorite link to share in Hacker News discussions about a preliminary research finding is the article "Warning Signs in Experimental Design and Interpretation" by Peter Norvig, LISP hacker and director of research at Google, on how to interpret scientific research. http://norvig.com/experiment-design.html http://norvig.com/experiment-design.html As other comments have already pointed out, it's not clear from such a small sample size that the observed results can be generalized as a description of reality. If people are worried about this issue (and it does seem like a legitimate concern), try running lots of replication studies, with variations in study methodology and variations in experimental conditions, and see what happens. If I randomly receive a package, I'm suspicious in general, but maybe other people are glad to get surprises in the mail.

Bud 14y ago
I agree, in terms of the science in question. However, I will still give you 5:1 odds that this particular phenomenon is real and not due to a small sample size. Let me know if you want to take that action. :)
leeny 14y ago
poor experimental design/interpretation. great PR. if only the shoes themselves somehow harkened back to the rebellious brand image that this press created...
shmageggy 14y ago
Commenters on the blog pointed out a pretty glaring problem in the experimental setup; their control boxes contained tape with no writing on it at all, which opens up the possibility that package handlers were responding to the presence of text, rather than the content of it. A human handler might be concerned about terrorism or something, and an OCR might just get confused. Commenters suggested labeling controls with a neutral word, and also trying labels such as "Allah" for comparison.
A1kmm 14y ago
I agree that there are some things they could have done wrong that aren't explicitly ruled out in http://www.atheistberlin.com/study http://www.atheistberlin.com/study: Were the packages the same weight or were some of them heavier? Were the packages given over to the same post office, or were some packages given to one office and some to another? What order were the packages handed over to the post office? Assuming that there were no errors like that, this does appear to be a well designed experiment, and they are using rigorous statistical methods that are appropriate to carry out the tests, so it is entirely valid to draw causal inference that packages of that weight delivered on that day to that post office were caused to be delivered later if they had the atheist tape on them. It would be hard to generalise that more to say that every package delivered from anywhere to the US on any day will be delayed. It is also not necessarily possible to jump from the valid causal inference above to "USPS employs bigots" without further experimentation - perhaps the difference occurred before the packages reached USPS? Perhaps USPS employees occasionally have to make a judgement call about the last packages to go into a crate, and they are more likely to put in a package that might be time sensitive than one with tape that implies it probably isn't (it would be interesting to see the impact of other labelled tapes, like Christian, Muslim, Toys, Business Documents, Baby Formula, Shoes and so on).
- saraid216 14y ago
  > perhaps the difference occurred before the packages reached USPS? Or after. If we're searching for bigots, it's not hard to imagine that packages could have been placed in plain view and illegally removed by people unrelated to USPS.
readme 14y ago
Thank you! It is very obvious that this is a flawed study to begin with as it's being conducted by a company with a very obvious conflict of interest. For example, I hadn't heard of "atheist" shoes until now... PR stunt? Possibly! The USPS is under serious attack by conservatives already, do we really need to lull liberals into hating it too with this strange sneaker campaign? USPS has taken no government funding for decades and is the second largest employer in the US after walmart. It's time they got some help.
- readme 14y ago
  Some of you may not be aware, but legislation was drafted by republicans to force the USPS to pay too much into the civil service retirement fund. They have not taken any government funding for decades, and currently there is more money than is required in the fund to pay the pensions of every postal worker. Because of this, the USPS is having to take austerity measures, like ending saturday delivery. But it will only get worse. That's the reason why they don't have money. It's not because they are inefficient. Another reason is that every time they try to do something competitive against UPS or FedEx, lobbyists get it shot down. They have been operating at a severe handicap. By the way, I'm an atheist, and the idea of "atheist shoes" makes me cringe a bit.
codewright 14y ago
Do you keep a repertoire of your posts handy in an emacs buffer?
- tokenadult 14y ago
  It's a plain text file that is routinely open in my text editor. (My browser is open all day in screen 1, and the text editor is open all day in screen 2.)
revelation 14y ago
178 packages to test a system that is designed to give the same result every single time. How is that a "small sample size"? I picked a random article from Nature Medicine. They used groups of 6 mice, you know, the living organisms, to test the result of some obscure DNA change on bone formation, you know, the process with hundreds of intermediate stages and a bazillion of environmental factors. These studies are rarely if ever reproduced. But it's here that all the theorethical scientists come out of the woodwork to give some off-remark on how it has a "too small sample size" or didn't control for X.
- jasongill 14y ago
  Not to disagree with your sentiment entirely, but my wife, who's career was spent as a laboratory animal vet, is frothing at the mouth over your comment. Studies using mice are WAY more controlled than you would expect. The mice are custom bred, genetically modified, and have specifically tuned immune systems. They cost tens of thousands of dollars each (this is not a joke). Since mice reproduce so quickly (and is so profitable), these things can be basically custom ordered to exactly your specifications - with statistically insignificant genetic differences between each one. They come with paperwork showing their exact genetic details, they are RFID tagged in some cases, and they are tested repeatedly before being used in studies - genetically and otherwise. Regarding environment, these animals are kept in extremely controlled conditions. Forced airflow is repeatedly filtered and tested; the water comes from highly filtered sources into each cage. Animal food and bedding is irradiated to kill any microbes, and is generally highly regulated. Each animal room contains multiple "sentinel" animals, which are exposed to the same environment as the test subjects (and controls) but are tested to make sure that environmental factors don't impact the study. Additionally, each mouse cage (about the size of a shoebox) holds 5 adult mice; racks of these cages connected to water/air contain ~144 cages. A study with only 6 mice is highly unlikely (although not impossible). With such a large number of animals per square foot, and such a high concentration of grad students, studies are repeated ad nauseam - more so than is ever publicized (mistakes do get made). Again, not to say that your view of this little "experiment" with tape is invalid, but animal studies (especially mice) are way more controlled than you could ever imagine.
  - 14y ago

Bud 14y ago

I agree, in terms of the science in question. However, I will still give you 5:1 odds that this particular phenomenon is real and not due to a small sample size. Let me know if you want to take that action. :)

leeny 14y ago

poor experimental design/interpretation. great PR. if only the shoes themselves somehow harkened back to the rebellious brand image that this press created...

shmageggy 14y ago

Commenters on the blog pointed out a pretty glaring problem in the experimental setup; their control boxes contained tape with no writing on it at all, which opens up the possibility that package handlers were responding to the presence of text, rather than the content of it. A human handler might be concerned about terrorism or something, and an OCR might just get confused. Commenters suggested labeling controls with a neutral word, and also trying labels such as "Allah" for comparison.

A1kmm 14y ago

I agree that there are some things they could have done wrong that aren't explicitly ruled out in http://www.atheistberlin.com/study http://www.atheistberlin.com/study: Were the packages the same weight or were some of them heavier? Were the packages given over to the same post office, or were some packages given to one office and some to another? What order were the packages handed over to the post office? Assuming that there were no errors like that, this does appear to be a well designed experiment, and they are using rigorous statistical methods that are appropriate to carry out the tests, so it is entirely valid to draw causal inference that packages of that weight delivered on that day to that post office were caused to be delivered later if they had the atheist tape on them. It would be hard to generalise that more to say that every package delivered from anywhere to the US on any day will be delayed. It is also not necessarily possible to jump from the valid causal inference above to "USPS employs bigots" without further experimentation - perhaps the difference occurred before the packages reached USPS? Perhaps USPS employees occasionally have to make a judgement call about the last packages to go into a crate, and they are more likely to put in a package that might be time sensitive than one with tape that implies it probably isn't (it would be interesting to see the impact of other labelled tapes, like Christian, Muslim, Toys, Business Documents, Baby Formula, Shoes and so on).

saraid216 14y ago
> perhaps the difference occurred before the packages reached USPS? Or after. If we're searching for bigots, it's not hard to imagine that packages could have been placed in plain view and illegally removed by people unrelated to USPS.

readme 14y ago

Thank you! It is very obvious that this is a flawed study to begin with as it's being conducted by a company with a very obvious conflict of interest. For example, I hadn't heard of "atheist" shoes until now... PR stunt? Possibly! The USPS is under serious attack by conservatives already, do we really need to lull liberals into hating it too with this strange sneaker campaign? USPS has taken no government funding for decades and is the second largest employer in the US after walmart. It's time they got some help.

readme 14y ago
Some of you may not be aware, but legislation was drafted by republicans to force the USPS to pay too much into the civil service retirement fund. They have not taken any government funding for decades, and currently there is more money than is required in the fund to pay the pensions of every postal worker. Because of this, the USPS is having to take austerity measures, like ending saturday delivery. But it will only get worse. That's the reason why they don't have money. It's not because they are inefficient. Another reason is that every time they try to do something competitive against UPS or FedEx, lobbyists get it shot down. They have been operating at a severe handicap. By the way, I'm an atheist, and the idea of "atheist shoes" makes me cringe a bit.

codewright 14y ago

Do you keep a repertoire of your posts handy in an emacs buffer?

tokenadult 14y ago
It's a plain text file that is routinely open in my text editor. (My browser is open all day in screen 1, and the text editor is open all day in screen 2.)

revelation 14y ago

178 packages to test a system that is designed to give the same result every single time. How is that a "small sample size"? I picked a random article from Nature Medicine. They used groups of 6 mice, you know, the living organisms, to test the result of some obscure DNA change on bone formation, you know, the process with hundreds of intermediate stages and a bazillion of environmental factors. These studies are rarely if ever reproduced. But it's here that all the theorethical scientists come out of the woodwork to give some off-remark on how it has a "too small sample size" or didn't control for X.

jasongill 14y ago
Not to disagree with your sentiment entirely, but my wife, who's career was spent as a laboratory animal vet, is frothing at the mouth over your comment. Studies using mice are WAY more controlled than you would expect. The mice are custom bred, genetically modified, and have specifically tuned immune systems. They cost tens of thousands of dollars each (this is not a joke). Since mice reproduce so quickly (and is so profitable), these things can be basically custom ordered to exactly your specifications - with statistically insignificant genetic differences between each one. They come with paperwork showing their exact genetic details, they are RFID tagged in some cases, and they are tested repeatedly before being used in studies - genetically and otherwise. Regarding environment, these animals are kept in extremely controlled conditions. Forced airflow is repeatedly filtered and tested; the water comes from highly filtered sources into each cage. Animal food and bedding is irradiated to kill any microbes, and is generally highly regulated. Each animal room contains multiple "sentinel" animals, which are exposed to the same environment as the test subjects (and controls) but are tested to make sure that environmental factors don't impact the study. Additionally, each mouse cage (about the size of a shoebox) holds 5 adult mice; racks of these cages connected to water/air contain ~144 cages. A study with only 6 mice is highly unlikely (although not impossible). With such a large number of animals per square foot, and such a high concentration of grad students, studies are repeated ad nauseam - more so than is ever publicized (mistakes do get made). Again, not to say that your view of this little "experiment" with tape is invalid, but animal studies (especially mice) are way more controlled than you could ever imagine.
- 14y ago