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A/B Testing the Effect of Sender Race on Email Response Rates

24 点作者 ezl超过 12 年前

10 条评论

dantillberg超过 12 年前
You spammed a million people for this? Enough that over a hundred thousand people spent the time and energy to write an email reply? Please do justice to the collective time you took up with the survey.<p>Could you break down the data by name and/or gender of both the sender and the respondent? Test multiple hypotheses simultaneously? For example, in page 1002 of the referenced research article (<a href="http://faculty.chicagobooth.edu/marianne.bertrand/research/papers/emily_lakisha_aer.pdf" rel="nofollow">http://faculty.chicagobooth.edu/marianne.bertrand/research/p...</a>), they break down a whole slew of other qualities that may have affected response rate.<p>It's entirely possible that the name choice for your study has more of an effect than the perceived race association of those names. The "99.9% confidence" cited is really not that, and is subject to various biases which are hard to discern.
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e-dard超过 12 年前
I get annoyed when I read things like: "A performed 4.9% better than B", when the comparison is between two proportions.<p>Just say it like it is, without putting a slant on it - A's response rate was 0.6% higher than B's.<p>I don't care if the results are significantly different, if the difference between the two samples is so small.
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jcr超过 12 年前
Eric, the write-up is great, but it would be better if you provided the supporting data. The research is interesting, but sending out a million emails with tracking bugs is a bit, umm, questionable when one considers the time/effort wasted by the recipients. If everyone ran similar experiments, it would make a real mess, so providing the data you collected could also be beneficial in reducing the load.
hammock超过 12 年前
Applaud you for doing the research, and I'll probably end up referencing it in my work at some point. Surely there are a number of holes to poke (as with anything) the one that stands out to me at the moment is you didn't control for the race of the recipient. I.e. if your overall recipient list was 50% Hispanic, even though you randomized who got what, would still expect Hispanic-sent open rate to be higher.
ezl超过 12 年前
op here. i should own up. this is an apology.<p>@dantillberg, @jcr, et al: you're right.<p>i heard about the original study, was curious, but not enough to think much of it. in a previous startup we had a female intern who was getting substantially better response rates than the male founders.<p>after the recent press about how women in senior roles correlates with startup success i became a bit more curious and wondered if i could craft the perfect "from" field for outgoing emails.<p>i admit this was aggressive and that I got carried away. that's no excuse.
rdwallis超过 12 年前
I assume the author was just trying to set up the premise before getting to the meat of the article but the opening paragraph claim that Americans are more sensitive about discrimination than anybody else is probably false and more than a little ironic.
biznickman超过 12 年前
File this one under "tests that shouldn't have been conducted in the first place"
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tzs超过 12 年前
You should have also included unconventional names not usually associated with black people, such as Moon Unit, Starshine, Whalesong, and other such "hippy" names, or names associated with poor rural white people.
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reinhardt超过 12 年前
Offtopic but I did a double take on this: "Former options trader. <i>Passionate QBASIC developer</i>." Subtle irony or what?
jere超过 12 年前
Frankly, I'm not really surprised that Antonio Banderas commanded a higher response rate.