Imagine
a scientist who does an experiment, and doesn’t like the results. Perhaps the
scientist had hoped to see a certain pattern of findings and is disappointed
that it’s not there.
Suppose
that this scientist therefore decided to manipulate the data. She goes
into the spreadsheet and adds new, made-up data points, until she obtains a
statistically significant result she likes, and publishes it.
That’s bad.
Now,
start this scenario over. Suppose that rather than making up data, the
scientist throws it out. She runs the experiment again and again
(without changing it), throwing out the results every time they’re wrong, until
eventually, by chance, she obtains a statistically significant result she
likes, and publishes it.
Is that
bad?
Yes,
but isn’t it less obviously bad than data fabrication? I’m talking about
an intuitive level. We feel that fabrication is clearly outrageous, fraudulent.
Cherry-picking is bad, no-one denies it, but it doesn’t generate feelings to
the same extent.
Cherry-picking
goes on in science, and I don’t know a scientist who doubts that it’s more common than fraud. Yet
we treat fraud much more harshly, regardless of the extent of the manipulation
or the amount of money and prestige at stake.
One
fabricated point of data is misconduct; a thousand unpublished points of data
is merely a ‘questionable practice‘.
Why?
Imagine
an out of control trolley was going to smash into five people and kill them.
You happen to be standing by a lever that would divert the trolley onto another
track, where it would hit a person, and kill him. Do you pull it?
Many
people say that they would not pull the lever, even though this means that four
extra deaths occur. They wouldn’t pull it because they don’t like the idea of committing
the act of killing someone. Even though the decision not to act
causes more harm, it doesn’t feel as bad, because it’s (in some intuitive
sense) an act of omission.
Even
people who do pull the lever feel conflicted about it.
I think
the mentality is the same in science. Data fabrication is like pulling the
lever – it’s committing deception. Cherry-picking is a sin of omission
– you wait for the right data to come to you, and report that, omitting to
report the rest of the data that points to a different conclusion.
The end
result is the same – misleading results. But they feel different.
The entire post with
comments can be found at:
http://blogs.discovermagazine.com/neuroskeptic/?p=4070
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