Mathematical Thinking: Statistics #2
How we use
statistics And Statistics is math. So we thought we’d take a detour from the
traditional curriculum to talk about how to think about numbers. Really, really
big numbers. Really small numbers. And how to make sense of them. We’re also
going talk about mathematical thinking.And fighter jets.
INTRODUCTION:
If you are
commenting below, you are literate. You understand language and how to use it. But--are
you equally comfortable with numbers? I’m not talking about being able to
calculate square roots in your head. Or instantly tell whether or not 17321 is
prime or not.(It is. I looked it up.)
Numeracy is
about being able to wrap your head around what it means when politicians
talk about a
one-point-five-trillion-dollar budget hole. It’s about getting a handle on how
much you should really lose sleep over the chance of an Ebola outbreak. And how
to compare that risk to the chance of being killed by a terrorist. Or a snake
bite. Or dying from an opioid overdose. And what those comparisons might tell
us about the time and resources we spend trying to address those problems. Mathematical
thinking is about seeing the world in a different way. Which means sometimes
seeing beyond our intuition or gut feeling. Because it turns out most of our
guts are good at digesting food and pretty bad at math. Infants less than a
year old can discern between three objects.
I am much more
advanced than an infant and can pretty easily comprehend the difference in one
and a hundred. Even the difference between a hundred and a thousand or maybe
even ten thousand. For most of us, once numbers get really big, we lose our
ability to have any intuitive sense of them. The distinction between a million
and a billion and a trillion is really hard to visualize. There are
100-trillion bacteria in each of our bodies and non-mathematical guts. 100-trillion.
There are an estimated 10-quintillion insects that are alive right now. And an
estimated 300-sextillion stars in the universe. So how do you even begin to
think about those big numbers and what they mean?
Let’s go to the
THOUGHT BUBBLE.
Take a minute
to visualize the difference between one and one hundred and one thousand and a
hundred thousand and a million. That’s a lot of dots a whole lot of dots.`
There are other
good ways to try to make sense of big numbers. You can try to put the number in
context. The US debt is in the neighborhood of 20-Trillion dollars. About 323
million people live in the US.
So--the debt
owed for each person is about sixty-two thousand and five hundred dollars.
You can turn a
big number into a unit of measurement you are more comfortable with.
The Kola
Superdeep Borehole, which is the deepest artificial point on earth is 40,230 ft
deep. I have no idea how deep that is. Until you tell me that it’s 7 and a half
miles down.
And I can start
to picture it. You can have reference points for big numbers, ready to go.
There are about
100-thousand words in a 400 page novel. About 46-thousand people show up to
Dodgers games in Los Angeles. I can roughly visualize that.
A million
people taking to the streets to protest--might be easier to think of as 21
Dodger
Stadium’s worth of people. Or 14 and a half crowds for a Real Madrid match.
Time can help
us go even bigger.
A million
seconds is a little less than 12 days. What about a billion seconds? Do you
think you are a billion seconds old? Are you older than 32? It takes 32 YEARS
for a billion seconds to pass. And what about a trillion seconds? Think you or
I will be alive after a trillion seconds passes? Sorry to break it to you. But
no. We will not.
Even if you are
destined to be the Guinness Book of World Records oldest woman.
There is a 100%
chance, barring massive medical breakthroughs that you will be dead.
It takes
32-thousand years for a trillion seconds to tick by. Thanks thought bubble.
A quick note
about scientific notation:
Scientific notation can be really
helpful for calculating with big numbers, but not
necessarily
helpful for understanding them. Without context, exponents can be non-intuitive
if that’s a word in their own way. 10 to the 39th and 10 to the 32nd sound like
they might be close. But 10 to the 39th is 10-MILLION times larger than 10 to
the 32nd.
We’re not going
to run the dots on that one. There are about 7-point-six billion people on
earth. 7-point-6 BILLION. Understanding the sheer number of people out there in
the world, can help us make sense of the common-ness of coincidences or
improbable events.
Some
statisticians call it the “law of truly large numbers”.
The idea here
is that with a large enough group, or sample, unlikely things are completely likely
to happen.
Consider this
example from statistician David Hand.
On September
6th, 2009, the Bulgarian lottery randomly selected as the winning numbers 4,
15, 23, 24, 35, 42.
And then, four
days later, on September 10th, the Bulgarian lottery randomly selected new winning
numbers. 4, 15, 23, 24, 35, and 42.
Exactly the
same numbers. People freaked out. Bulgaria’s sports minister ordered an
investigation.Was it fraud?
Something else?
Hand says calm down. It’s just coincidence. He lays out the math to prove
it--but part of the argument here is the law of truly large numbers.
If you consider
the number of lotto drawings--every week--around the world--over years and
years-- “it would be amazing” he wrote, “if draws did not occasionally repeat.”
Speaking of
those incredibly unlikely things...we need to talk about the flip side of
incredibly big numbers…. The incredibly small numbers--that can also be hard to
comprehend.
Take the
likelihood of winning a Mega Millions jackpot in the US. Right now it’s about
one in 302.6 million. The probability that you’d win the jackpot is
0.000-000-003-305.
Let’s put the
teeny-tiny chance of that happening in some perspective 302.6 million
is the number
of seconds in more than 9 and a half years.
So, to borrow
here from a very funny post by Tim Urban on Wait But Why that’s like
knowing that a
hedgehog will sneeze once in the next 9 and a half years and betting on
the exact
second... during those nine and a half years... that the hedgehog will need
a tissue. I’m
going with May 2nd, 2:23 and 33 seconds PM, 2021.
Our inability
to judge small numbers does more than just cause us to misjudge our chances of
winning the lottery. It causes us to worry about the wrong things.
To fear the
wrong things.
Take your
chance of dying from Ebola.
If you live in
the US--the chance that you’ll be killed by Ebola in any given year is pretty
close to your
chance of winning the mega millions lottery.
One in 309.6 million.
It is, among
the very, very least likely ways anybody living in the US will die in a year.
Though you are,
by some accounts, LESS likely to be killed by a terrorist attack in the
US committed by
a refugee. In a 2016 study, researchers calculated that at one in 3.64 Billion
chance in the US in a given year.
And you far
more likely to be die in dozens of other ways.
There is a one
in 6 million chance someone living in the US will be killed in a given
year by bee
sting. A one in 708-thousand chance that they’ll die falling from a ladder.
A one in 538
chance they’ll die in a given year from cancer.
And...not a big
cause of death...but did you know people die in sand holes that they or
their friends
have dug out at the beach. They crawl in. Looking for a little time in the sand
hole. And woosh. The hole suddenly collapses and they are buried.
Stay out of
sand holes. I’m going to stop because it’s stressing me out.
The point here
is that it’s worth taking the time to think through small numbers.
Cause they can
help you figure out what’s actually worth worrying about. And what isn’t.
What you might
want to act on and what you might want society to take more and less seriously.
My personal take away is that I’d be way better off spending more time exercising
and less time looking around obsessively for poisonous snakes. Cause the annual
odds of dying from a snake bite in the US are only about one in 34 million, but
the odds of dying from heart disease in any given year are one in 534. Thinking
mathematically isn’t just about understanding numbers better. It’s about asking
important questions about the world around us. And letting numbers illuminate
those questions.
One of my
favorite examples mathematical thinking is the story of Abraham Wald and the missingbul
let holes.
Hat tip here to
mathematician Jordan Ellenberg for highlighting the story.
Let’s go to the
News Desk.
World War II:
Manhattan. A group of statisticians and mathematicians are hard at work trying
to protect American fighter pilots. Their task--trying to figure out how to
best armor planes without making them too heavy so our heroes to outrun and
outwit the enemy. In an effort to figure out how to best protect our planes,
the statisticians pour over data of the planes that returned from fighting--looking
at where they took damage.
Where the
bullet holes were. That data showed there were more bullet holes in the
fuselage and fuel system and not as many in the engines. So how do we save our
American heroes? The exceptional statistician Abraham Wald studied the
data and came back with the advice...that surprised everyone to put the armor
where the bullet holes weren’t. Over the engines. Wald realized the bullet
holes should have been more evenly distributed over the planes. If fewer planes
were returning with holes in the engines--that meant those planes weren’t returning
home. Wald has the exceptional realization the data wasn’t a random sample of
all planes. It only represented the planes that returned.
He suggested
the military add armor to engines. American lives were saved!
Not all
mathematical thinking is going to help you save lives. But it will help you
make better decisions- Mathematical thinking can help you see past coincidence.
It can help you
judge risks. It can help you see the broader relationships in the world.
Thinking
mathematically gives us something to go on other than our guts, and their
trillions of bacteria.
https://statistics1967.blogspot.com/2023/02/what-is-statistics-statistics-1.html
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