Statistics 2nd ed

Story 9 — Normal distribution, Use number 1 To describe, to organize data

 

 

 

Michelangelo, Sistine Chapel

 

Point of contact.

God’s hand makes contact with the hand of

Man. Genesis. Magic moment. A whole

world begins here. The divine, the

immaterial, the perfect makes contact with

the earthly, imperfect, and imparts to it

some of the harmony of the spiritual, perfect

world.

 

 

Drama

Where does Basita fall?

 

Susan, our psychology professor,

decided to take a personal interest in the

learning of her students, and called

those scoring very low to her office.

Among those she called was Basita.

 

The bottom line of this is that you should

quit college immediately. You are the

bottom of the bottommost. You will

never be able to compete with other

college students. Find a job in a diner, in

a farm, anywhere, but do not waste your

time at college, she said to Basita.

 

The next day, Basita and her mother,

Mrs. Thinlips, an accountant by

profession, marched into Susan’s office.

 

I have already talked to your chairperson

about this. I demand that you explain to

me the basis of your criticism and absurd

advice to my daughter. You traumatized

her, in effect telling her that she is an

idiot. You will hear from my lawyer. For

now I want an explanation.

 

My daughter scored 45. The mean was

60. Forty-five is close to the mean, only

15 points below. Forty-five means that

Basita knows almost half of what you

expect her to know. Your telling my

daughter to quit college is most

unwarranted. I demand an explanation!

Mrs. Thinlips said, banging her fist on the

Susan’s desk.

 

Help, Susan said to herself, Goddess

Normal Curve, help. She brings out a

sizable cardboard model of the goddess

and bows.

 

Mrs., Thinlips, she said. The mean of the

scores in Basita’s class was indeed 60,

and the standard deviation was 5. Here

is the computer analysis.

 

Now we place 60 on the mean (0

standard deviation), that is in the middle

of the curve.

 

Flash, thunder, tempest winds,

Michelangelo hovers over the cardboard

model! Angels and ministers of heaven

and hell! Point of contact of the spiritual

with the material! A new science is born.

Statistics. All else is humble things after

the cosmogony of this moment of

Genesis. All subsequent statistical tests

bow to this archetypal creation.

We place 60 on the mean, that is in the

middle of the curve, Susan continues. Now

we move down to standard deviation -1,

to the first vertical line on the left of the

midline. This means that at this point we

have score 55. Now we move down one

more standard deviation, standard

deviation -2. Here we have score 50.

Finally, we move down one more standard

deviation, standard deviation -3. Here we

have score 45. This is Basita’s score. The

percentage of scores above this point is

99.5%. That is one student out of 200

scored 45 or lower. Since we have 1000

students in this class, no more than 5

students scored the same or lower than

Basita. Imagine a line of 1000 students, a

small town, and your daughter standing at

the very end! Susan said, with a malicious

smile on her face.

Mrs. Thinlips or Basita have not been seen

on the campus ever since.

 

Back to our task to understand the

normal distribution, to understand

it our way, a gut-level

understanding.

 

In doing science we have two

domains, two worlds. The

empirical domain, the mud and

flesh domain, and the formal

domain, the domain of

abstractions, ideas, logic and

mathematics. The empirical

domain is our sense world, and

the data we get by running

experiments in it.

 

The formal domain is the world of

thought and mathematics.

Sciences progress by

superimposing perfect models of

mathematics on the imperfect,

variable, messy world of matter.

When we do that, we immediately

see things that we could not see

by looking only at the data we

have collected from observations

in the material world. 

 

Newton succeeded in creating a

revolution in Physics by first

creating a calculus, which he

superimposed on nature. Galileo

Galilei, the man who started

science as we know it today, said

that the language of nature is

mathematics.

 

A most important note in Basita’s

story:

 

What if Basita’s score was not 45

but it was 43? How would we find

where it falls on the normal curve?

There is a formula called the z

formula. Here it is:

 

 

 

 

 

Let’s try it.

 

Score 43 minus the mean, which

is 60, equals -17. Now if we divide

-17 by the standard deviation

which is 5 here, we get a z of -3.4.

That makes sense. Basita’s score 

of 45 fell exactly on standard

deviation -3, as we saw. A score of

43 will be even more to the left of

the curve.

 

I do not want to close this talk. I

want to play some triumphant

march, Beethoven’s Eroica

perhaps. Look at this formula. Play

with it, do things with it. Digest

what we do with it. Let’s dramatize

this.
 

 

 

Drama

An archetypal ceremony

 

I pick a score, and wave it in the

air. Then I wear my glasses and

stick my nose on the normal

curve, running up and down the

line with standard deviations on

it, I mumble:

 

Where does this score fall? Where

does this score fall?

 

I then use the z formula and find

where exactly my score falls.

 

This is an archetypal ceremony.

Remember it. We will act it out

again in the future.

 

AddToAny share buttons