hypothesis test formulas

4
HYPOTHESIS TESTING PROCEDURE STEP 1. Establish the Hypothesis a.) Null Hypothesis H o : = b.) Alternative Hypothesis H a : STEP 2. Choose a Significance Level = STEP 3. Plan the Test a.) Choose the Test Statistic (formula) b.) Determine the Rejection Region F or Z or t 0 0 STEP 4. Collect data and Calculate test statistic DATA BLOCK STEP 5. Draw conclusion STEP 6. Estimate the parameter of interest and determine Confidence Interval

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Hypothesis Test Formula for Six Sigma Project.

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  • HYPOTHESIS TESTING PROCEDURE

    STEP 1.

    Establish the Hypothesis

    a.) Null Hypothesis Ho: =

    b.) Alternative HypothesisHa:

    STEP 2.

    Choose a Significance Level a =

    STEP 3.

    Plan the Test

    a.) Choose the Test Statistic (formula)

    b.) Determine the Rejection Region

    F

    or

    c2

    Z

    or

    t

    0

    0

    STEP 4.

    Collect data and

    Calculate test statistic

    DATA BLOCK

    STEP 5.

    Draw conclusion

    STEP 6.

    Estimate the parameter of interest

    and determine Confidence Interval

  • Hypothesis Tests

    Differences in the Means

    -

    Tests for One Population

    Population Variance (

    s

    2

    )

    known?

    Test To Use

    Formula

    Yes

    Z

    -

    Test

    Z

    x

    n

    where

    x

    =

    -

    m

    s

    m

    s

    0

    /

    :

    -

    Sample Me

    an

    -

    Standard

    Mean

    -

    Population Standard Deviation

    n

    -

    Sample Size

    0

    No

    t

    -

    Test

    t

    x

    s

    n

    where

    x

    s

    =

    -

    m

    m

    0

    /

    :

    -

    Sample Me

    an

    -

    Standard

    Mean

    -

    Sample Standard Deviation

    n

    -

    Sample Size

    0

    Differences in the Means

    -

    Tests for Two Population

    s

    Paired Data

    Population

    Variances

    known?

    Population

    Variances

    Equal?

    Test to

    Use

    Formula

    N/A

    N/A

    Paired

    Sample t

    -

    Test

    t

    d

    s

    n

    where

    d

    s

    =

    /

    :

    -

    Sample Differences Mean

    -

    Sample Standard Deviation

    n

    -

    Sample Size

  • t

    x

    x

    n

    n

    SS

    SS

    n

    n

    where

    x

    A

    B

    A

    B

    A

    B

    A

    B

    i

    =

    -

    +

    +

    +

    -

    1

    1

    2

    :

    -

    Sample Me

    an

    n

    -

    Sample Si

    ze

    i

    Differences in the Means

    -

    Tests for Two Populations

    Population

    Variances

    known?

    Population

    Variances

    Equal?

    Test to

    Use

    Formula

    Yes

    N/A

    Two Pop

    .

    Z

    -

    Test

    For Equal Sample Sizes

    Z

    x

    x

    n

    where

    x

    A

    B

    A

    B

    i

    i

    =

    -

    +

    1

    2

    2

    (

    )

    :

    s

    s

    s

    -

    Sample Mean

    -

    Population Standard Deviation

    n

    -

    Sample Size

    For Unequal Sample Sizes

    Z

    x

    x

    n

    n

    where

    x

    A

    B

    A

    A

    B

    B

    i

    i

    =

    -

    +

    s

    s

    s

    2

    2

    :

    -

    Sample Mean

    -

    Population Standard Deviation

    n

    -

    Sample Size

    i

    No

    Yes

    Two

    Pop.

    ,

    Pooled

    Variance

    t

    -

    Test

    For equal sample sizes

    t

    x

    x

    s

    s

    n

    where

    x

    s

    A

    B

    A

    B

    i

    =

    -

    +

    2

    2

    :

    -

    Sample Mean

    -

    Sample Standard Deviation

    n

    -

    Sample Size

    i

    For

    unequal sample sizes

  • Differences in the Means

    -

    Tests for More than Two Populations

    .

    Differences in the Dispersion

    Comparison

    Test To

    Use

    Formula

    Population Variance to a

    Standard

    c

    2

    -

    Test

    c

    s

    s

    2

    2

    0

    2

    0

    1

    =

    -

    (

    )

    :

    n

    s

    where

    s

    -

    Sample Standard Deviation

    -

    "

    Standard"

    or Population Standard Deviation

    n

    -

    Sample Size

    Two Population

    Variances

    F

    -

    Test

    Sample Standard Deviation

    -

    :

    2

    2

    i

    B

    A

    s

    where

    s

    s

    F

    =

    Differences in Proportions

    Comparison

    Test To

    Use

    Formula

    Population Proportion to a

    Standard

    Z

    -

    Test

    Z

    p

    n

    where

    p

    =

    -

    -

    P

    P

    P

    0

    0

    0

    1

    (

    )

    /

    :

    -

    Sample Proportion

    n

    -

    Sample Size

    Two Population

    Proportions

    Z

    -

    Test

    (2 Pops)

    Z

    p

    p

    p

    p

    n

    n

    where

    p

    x

    n

    n

    x

    i

    i

    =

    -

    -

    +

    +

    +

    1

    2

    1

    2

    2

    1

    2

    1

    1

    1

    (

    )

    :

    -

    Sample Proportion

    n

    -

    Sample Size

    p

    =

    x

    -

    Number of Sample Items with Characteristic of Interest

    i

    1