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    Statistical Adjustments for Multiple Comparisons: Methods and Use

    30 min
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    Apr 11, 2026
    ScienceEducationBusiness

    Learn about statistical adjustments for multiple comparisons. Explore p-value correction methods like Bonferroni and False Discovery Rate to manage Type I errors.

    Statistical Adjustments for Multiple Comparisons: Methods and Use

    Best quote from Statistical Adjustments for Multiple Comparisons: Methods and Use

    “

    The more questions you ask the data, the more likely it is to lie to you. Without corrections, we are just playing a game of chance and calling it science.

    ”

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    Part of a Learning Plan

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    3 h 40 m•4 Episodes

    Key Takeaways

    1

    The Salmon and the Statistical Ghost

    0:00
    0:19
    0:41
    0:52
    2

    The Mathematical Villain and the Hidden Cost of Multiplicity

    1:11
    1:33
    2:00
    2:05
    2:28
    0:52
    3:11
    3:23
    3:39
    3:49
    4:07
    4:20
    4:36
    3

    Bonferroni and the Blunt Instrument of Truth

    4:46
    5:06
    5:12
    5:26
    5:35
    6:01
    6:14
    6:40
    6:54
    7:20
    0:52
    7:54
    8:09
    4

    The Sequential Logic of Holm-Bonferroni

    8:26
    8:38
    9:01
    9:06
    9:21
    9:27
    9:48
    9:54
    10:08
    0:52
    10:31
    6:14
    11:05
    11:17
    11:30
    11:36
    11:58
    12:12
    5

    The Paradigm Shift to False Discovery Rate

    12:26
    12:40
    12:59
    13:11
    13:25
    13:26
    13:43
    13:58
    14:15
    6:14
    14:46
    14:53
    15:04
    6:54
    15:24
    0:52
    15:56
    16:03
    16:30
    16:42
    17:04
    9:27
    6

    When the Detectives Disagree: Choosing Your Method

    17:13
    17:33
    17:44
    8:38
    18:03
    0:52
    18:27
    18:35
    18:51
    19:05
    19:22
    1:33
    19:45
    19:48
    20:04
    6:54
    20:38
    13:58
    21:06
    21:17
    21:25
    7

    Beyond the P-Value: Power, Effect Size, and Practical Impact

    21:27
    21:43
    21:52
    0:52
    22:17
    9:27
    22:40
    22:49
    23:07
    23:24
    23:40
    0:52
    24:07
    6:54
    24:28
    24:43
    24:52
    25:01
    8

    Practical Playbook for the Modern Analyst

    25:10
    25:29
    25:44
    25:51
    26:10
    9:27
    26:33
    26:40
    26:51
    26:57
    27:15
    0:52
    27:37
    27:47
    28:02
    6:14
    28:31
    28:37
    28:48
    9

    The Final Threshold: Embracing the Uncertainty

    28:55
    29:07
    29:19
    0:52
    29:45
    6:14
    27:15
    30:16
    30:33
    30:43
    30:48
    3:49

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