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Question

Incorrect conclusions about the validity of a hypothesis may be drawn if

A. The study design is systematic
B. Method of data collection is appropriate
C. Study design is faulty
D. Statistical procedures applied are inappropriate

Choose the correct answer from the options given below:

The correct answer is
C and D Only

Understanding Hypothesis Validity Errors

Drawing incorrect conclusions about the validity of a hypothesis typically arises from flaws in the research process itself. Let's analyze the impact of each factor:

Analyzing Factors Affecting Conclusions

  • A. The study design is systematic: A systematic study design is generally intended to *prevent* bias and lead to more accurate conclusions. Therefore, it's unlikely to cause incorrect conclusions.
  • B. Method of data collection is appropriate: Appropriate data collection methods ensure the data gathered accurately reflects the phenomenon being studied. This supports valid conclusions, not incorrect ones.
  • C. Study design is faulty: A faulty or flawed study design introduces systematic errors (bias) or fails to adequately test the hypothesis. This can directly lead to incorrect conclusions about whether the hypothesis is supported or refuted.
  • D. Statistical procedures applied are inappropriate: Using incorrect statistical methods can distort the findings, misinterpret the data, and lead to erroneous conclusions regarding the hypothesis's validity, even if the study design and data collection were sound.

Identifying Causes of Incorrect Conclusions

Based on the analysis, the primary reasons for drawing incorrect conclusions about a hypothesis's validity are:

  • Faulty study design (C): Errors in the structure or methodology of the study.
  • Inappropriate statistical procedures (D): Mistakes in analyzing or interpreting the collected data.

Therefore, factors C and D are the key contributors to drawing incorrect conclusions.

Conclusion on Hypothesis Validity

Incorrect conclusions about hypothesis validity often stem from methodological weaknesses. A flawed study design (C) compromises the entire research structure, while inappropriate statistical procedures (D) lead to misinterpretations of the results. Both directly undermine the accuracy of the conclusions drawn.

The correct combination is C and D only.

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Important Questions from Hypothesis testing

  1. If α is the level of significance and if (1 − α) is increased, then the width of the confidence interval of mean:

  2. The analysis of variance technique was introduced by:

  3. The power of a test is:

  4. The term ‘Analysis of variance’ was introduced by:

  5. Which of the following can be applied as a goodness-of-fit test?

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