The ethics of A/B test

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Hussein Fawzy

Internet Technology Business

What is A/B Testing
 Also named randomized controlled experiments, online controlled
experiments, and split testing.
 In marketing, A/B testing is a simple randomized experiment with two
variants, A and B.
 It sees if different versions of website with little changes make us use
more, visit more, click more or buy more.
1

Example
 This example for a website that make two version with little changes
2

Facebook feeling A/B test
 PNAS magazine published results of an experiment on 689,003 users to
see if showing them more positive or negative sentiment posts in the
News Feed would affect their happiness levels as deduced by what they
posted.
3

The Experiment Had Almost No Effect
 Lets take a look on this experiment.
 Experiment duration : 1 Week
From January 11–18, 2012
 People shown fewer positive posts (a more
depressing feed) posted 0.1% fewer positive
words in their posts.
 People shown fewer negative posts (a happier
feed) post 0.07% fewer negative words.
4

Experiment risk and fails
 the National Institute Of Mental Health says 9.5% of Americans have mood
disorders, which can often lead to depression.
 Some people who are at risk of depression were almost surely part of
Facebook’s study group.
 Status update isn’t the real emotion, may this people just following the
trends they see on Facebook.
 Another research says that some people feel sad when they see lots of
happy status, because they feels that them life isn’t happy as they see on
Facebook.
6

Facebook Didn’t Get Ethics Board
Approval
 Facebook only did an internal review to decide if the study was ethical.
 the study would likely fail to meet many of the pre-requisites.
 But actually Facebook manipulates the News Feed all the time to test what
types of stories and designs makes you spend time, money like ,comment
or generally more active.
 Facebook technically has consent from all users, as its Data Use Policy
people automatically agree to when they sign up says
“we may use the information we receive about you…for…data
analysis, testing, research and service improvement.”
5

Everyone Is A/B Testing
 there are lots of A/B Tests but most are pushing for more business-oriented
results like increasing usage or clicks or purchases.
 A lot of times we don’t use the “real” Facebook. Or Twitter. Or Google, Yahoo,
or LinkedIn. We are almost all part of experiments they quietly.
7

Regulation, Or At Least Safeguards
 Offering an opt out Not for every test, but ones with some real risk like
showing users a more depressing feed.
8

Regulation, Or At Least Safeguards
(cont.)
 Independent protection against harmful emotional manipulation on a
grand scale.
 At the very least, the tech companies should educate their data scientists
and others designing A/B tests about the ethical research methods
associated with having experiments approved by the IRB
9

Till this happen
 Till this regulations happen, all of us are Laboratory rats
10

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Assignment 1 Examples Here are a few examples of submissions for Assignment 1 that received good and bad grades. BAD examples These submissions either missed specific details and facts or simply provided irrelevant information and answered the wrong questions. Example 1 The first article that I found is called “9 Ways to Clean Up Your Diet” from a website called Prevention. This website is reliable because it has sources that back up the information provided through Doctors, scientists, nutrition specialists, and many books written by many different specialists. Joe Kita is a writer, editor, motivational speaker and teacher. He is the author of the book “Men’s Health Best.” Joe has worked as a journalist for 25 years and he is currently living and working in Southeastern Pennsylvania. Reasons for low grade: The review does not provide any specific information, the statements are not supported by concrete evidence. The author did not give any examples. According to the description given, this person (the author of the article) does not have appropriate qualifications to be considered a nutrition expert. The analysis is vague, the rating is not given, and even the URL is not provided. Example 2 Stay Fit And Healthy Who: This website is run by HealthStatus which has been operating since 1998. For many years they have been providing millions of people with healthy information and tips to stay healthy. Their team works hard to help people feel good about themselves. You can trust this website because they have helped a lot of people for many of years. What: the information proved is trustworthy and I found it very educational. I found out things that I did not even know about. I give this website a 10 for reliability because I can tell the people that made this website, worked hard to give out helpful information to people. Nothing seemed questionable or untrue. I would trust this website. Reasons for low grade: The reliability is not evaluated. If somebody "works hard" or "helped a lot of people", it does not mean that the information they provide is reliable. Statements (such as "the information proved is trustworthy") are not supported by evidence. The author should rather answer such questions as "How do you know they are trustworthy?", "What are your criteria for "questionable?". The evaluation is vague, the URL is missing. Example 3 https://www.bodybuilding.com A very well-known reputable site with many articles and forums to guide you on your nutritional journey. The reliability of this site is phenomenal to include articles, diet plans, recipes, calculators, and tips to create your own diet plan. It does answer the 5Ws pertaining to nutrition and also improves one’s own physique through supplementation. Rating of this site I give it a 7 out of 10. Although it is a remarkable site one must sift through articles or forums to find what is needed for nutrition. Reasons for low grade: Analysis is missing. Example 4 Ultimate High-Fiber Foo.

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