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Hypothesis Testing for Population Means and Proportions, Cheat Sheet of Statistics

Good cheat sheet of Statistical test

Typology: Cheat Sheet

2019/2020

Uploaded on 10/09/2020

jamal33
jamal33 🇺🇸

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Mean of a
Population
(known
standard
deviation)
Mean of a
Population
(unknown
standard
deviation)
Matched
Pairs
Means
of Two
Populations
Parameter
µ
µ
µdi
µ1µ2
Statistic
¯x
¯x
¯xdi
¯x1¯x2
Null
Hypothesis
in
Hypothesis
Test
µdi=0
µ1=µ2
Standard
Error
pn
s
pn
sdi
pn
Test
Statistic
for
Hypothesis
Test
¯xµ
s/pn
¯xµ
/pn
¯xµ
sdi/pn
z
or
t
?
z
t
t
t
Conditions for
Inference
df = s2
1
n1
+s2
2
n22
1
n11s2
1
n12
+1
n21s2
2
n22
Degrees
of
Freedom
#
n1
n1
known
n<15
n<15
n15
n40
+ Normally dist. pop.: OK
+ skewed dist./outliers.: not OK
+ strong skew./ extreme outliers.: not OK
: OK
Same as above, replacing
n
with
n1+n2
n15
n25
n1,n
2
roughly the same size
&
ss2
1
n1
+
s2
2
n2
¯x1¯x2
qs2
1
n1
+s2
2
n2
pf2

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Mean of a Population (known standard deviation)

Mean of a Population (unknown standard deviation)

Matched Pairs

Means of Two

Populations

Parameter

μdi↵

Statistic

x ¯

x ¯

x ¯di↵

x ¯ 1 x¯ 2

Null Hypothesis in Hypothesis Test

μdi↵ = 0

Standard Error

p n s p n

sdi↵

p

n

Test Statistic for Hypothesis Test

x ¯ μ

s/

p n

x ¯ μ

/

p n

x ¯ μ

sdi↵/

p n

z or

t? z t t t

Conditions for Inference

df =

s^21

n 1 +^

s^22 n 2

1 n 1 1

s^21 n 1

1 n 2 1

s^22 n 2

Degrees of Freedom

n 1

n 1

known

n < 15

n < 15

n 15

n 40

  • Normally dist. pop.: OK

  • skewed dist./outliers.: not OK

  • strong skew./ extreme outliers.: not OK

: OK

Same as above, replacing

n with n 1 + n 2

n 1 5 n 2 ^5

n 1 , n 2 roughly the same size

&

s

s

2 1

n 1

s

2 2

n 2

¯x 1 x¯ 2

q

s^21

n 1 +^

s^22 n 2

Parameter

Statistic

Null Hypothesis in Hypothesis Test

Standard Error for Confidence Interval

Test Statistic for Hypothesis Test

z or t ?

z

Conditions for Inference

Proportion of a Population

Proportion of a Population (plus four)

Proportion of

Two Populations

(plus four)

Proportion of

Two Populations

z

z

z

p

p

p ˆ

p ˜

p 1 p 2

p 1 p 2

p ˆ 1 pˆ 2

p ˜ 1 p˜ 2

p = p 0

p 1 = p 2

Standard Error for Hypothesis Test

r pˆ(1 pˆ)

n

r p˜(1 p˜)

n + 4

s p ˆ 1 (1 ˆp 1 )

n 1

ˆp 2 (1 pˆ 2 )

n 2

s p ˜ 1 (1 ˜p 1 )

n 1 + 2

˜p 2 (1 p˜ 2 )

n 2 + 2

r p 0 (1 p 0 )

n

p ˆ p 0 r p 0 (1 p 0 )

n

p ˆ 1 pˆ 2 s

p ˆ(1 pˆ)

✓ 1 n 1

1 n 2

s

p ˆ(1 pˆ)

✓ 1 n 1

1 n 2

n > 10

Confidence Level 90%

CI: at least 15 successes and 15 failures

HT:

np 0 10

n(1 p 0 ) 10

n 1 5

n 2 5

CI: at least 10 successes and 10 failures in each sample

HT: at least 5 successes and 5 failures in each sample