Statistics and Research Methods Quiz

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Questions and Answers

Which type of sampling is based on equal probability?

  • Stratified random sampling
  • Probability sampling
  • Systematic sampling
  • Simple random sampling (correct)

What is the mean of a Chi Square distribution with 6 degrees of freedom?

  • 12
  • 4 (correct)
  • 3
  • 6

What type of test is a Chi Square test?

  • Hypothesis testing
  • Non-Parametric (correct)
  • T-test
  • Parametric

What is the purpose of Hypothesis testing?

<p>To determine the significance of a sample (D)</p> Signup and view all the answers

What is the prerequisite for applying the Chi Square test?

<p>Independence of observations (C)</p> Signup and view all the answers

What is the level of significance in the given problem?

<p>0.05 (B)</p> Signup and view all the answers

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Study Notes

Sampling Methods

  • Simple random sampling is a sampling method based on equal probability.

Chi-Square Distribution

  • The mean of a Chi-Square distribution with 6 degrees of freedom is 6.
  • Chi-Square is a non-parametric test.

Research Methods

  • Methods of research include:
    • Experimental research
    • Quasi-experimental research
    • Survey research
    • Case study research
    • Content analysis research

Research Design

  • Two types of research design are:
    • Exploratory research design: used to explore a new topic or area of study
    • Explanatory research design: used to explain the relationship between variables

Characteristics of a Good Sample

  • A good sample should be representative of the population
  • A good sample should be large enough to be reliable
  • A good sample should be free from bias

Importance of Research

  • Research is important because it helps to:
    • Identify problems and opportunities
    • Generate new knowledge
    • Improve decision-making
    • Solve problems

Literature Review

  • Sources of literature review include:
    • Academic journals
    • Books
    • Conference proceedings
    • Online articles
    • Government reports

Non-Probability Sampling Methods

  • Non-probability sampling methods include:
    • Convenience sampling
    • Purposive sampling
    • Quota sampling
    • Snowball sampling

Hypothesis Testing Procedure

  • Steps in hypothesis testing include:
    • State the null and alternative hypotheses
    • Select a significance level
    • Calculate the test statistic
    • Determine the p-value
    • Make a decision based on the p-value

Chi-Square Test

  • The Chi-Square test is used to determine if there is a significant difference between observed and expected frequencies.
  • The test is used in the given problem to determine if brand preference is the same for all cities.

Type I and Type II Errors

  • Type I error: rejecting a true null hypothesis
  • Type II error: failing to reject a false null hypothesis
  • The probability of Type I error is represented by α (alpha)
  • The probability of Type II error is represented by β (beta)

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