Oh what a mess!
I’ve struggled writing this blog
post: (1) I’ve never written a blog post before but always imagined my first
blog post to be edgy, witty, or ending with a picture of me raising a champagne
flute into the air with the sun setting in the background as I dig my toes into
the luxurious sand of some tropical island that’s the perfect mix of exotic,
difficult to pronounce, yet still elicits an envious response from all of my followers,
(2) bias and irreproducibility are both distinct and related, difficult to
separate and examine independently, (3) concerning the “reproducibility crisis”
well even that’s being debated.
In a Nature News Feature article, 1,576 researchers were asked a simple question: “is there a reproducibility
crisis?” 52% of those surveyed said “Yes, a significant crisis,” while 38% said
“Yes, a slight crisis,” 3% answered that there was no crisis and 7% said they
didn’t know.
When broken down into factors
that contribute to irreproducible research, the Nature news article concludes
that top related factors relate to intense competition and time pressure… umm
let me check the honor code really quickly… yeah, as I expected there’s no
clause excusing cheating because of impending deadlines or pressure to get a
better grade. So why do fool ourselves into thinking that dishonesty motivated
by intense competition and time pressure might be acceptable? Naming
contributing factors like selective reporting, pressure to publish, low
statistical power or poor analysis, and not replicating enough in original lab.
Tying this into Dan Ariely’s video, “The Honest Truth About Dishonesty”, perhaps
the real crisis lies in the lies and biases we hide behind, things like “everybody
is doing it” or there’s no identifiable victim. Dr. Ariely suggests that
exercises like signing an honor code primes people
with their own morality and decreases incidences of cheating, maybe priming
people with their own competence, asking them to verify they’ve received
appropriate mentoring, developed the proper methods or code, and designed the
best experiment could work to decrease incidences that lead to
irreproducibility.
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