How to Determine Sample Size for Survey Research?

แชร์
ฝัง
  • เผยแพร่เมื่อ 25 ก.ค. 2024
  • Selecting a suitable sample size is essential for deriving reasonable inferences from study results. While there are a number of commonly used guidelines for calculating sample size, researchers are still unsure which guideline to use for their individual investigations. ‘How large should the sample be?’ is one the most frequently asked questions in survey research.
    The focus of this tutorial is on: First, discuss the factors that influence sample size decisions. Second, review existing rules of thumb related to the calculation of sample size and also perform power analysis using the G*Power program.
    In this insightful video, we delve into the complexities of determining sample size for survey research, a perennial challenge for social science researchers. I use the paper titled "Sample size for survey research: Review and recommendations" published in the Journal of Applied Structural Equation Modeling," that succinctly encapsulates crucial considerations for estimating sample size. Exploring factors such as the nature of research, statistical analysis types, and the influence of research supervisors, the video provides valuable insights for young scholars and those working on papers or theses.
    The speaker emphasizes the significance of tailoring sample size decisions based on the research's nature and the type of statistical analysis employed. Key considerations include the impact of analysis programs, the influence of research supervisors, and the role of multivariate analysis techniques.
    Contents
    00:00 - Introduction
    00:13 - Challenges in Sample Size Calculation
    01:42 - Factors Influencing Sample Size Decision
    03:44 - Research Supervisor's Influence on Sample Size
    05:04 - Consideration of Sample Size in Research
    06:21 - Sample to Item Ratio for Exploratory Factor Analysis
    06:59 - Sample to Variable Ratio
    08:16 - Recommended Online Calculators
    08:59 - Sample Size for Structural Equation Models
    12:12 - Sample Size Guidelines for PLS-SEM
    13:27 - Criticism of the 10 Times Rule
    14:04 - Alternative Methods: Inverse Square Root and Gamma Exponential
    14:42 - Power Table by Hair et al.
    17:29 - G*Power Analysis for Sample Size Calculation
    Reference Paper
    Memon, M. A., Ting, H., Cheah, J. H., Thurasamy, R., Chuah, F., & Cham, T. H. (2020). Sample size for survey research: Review and recommendations. Journal of Applied Structural Equation Modeling, 4(2), 1-20.
    Daniel Soper Sample Size Calculator
    • A-priori Sample Size C...
    Do you have any questions, tips, or ideas? Let me know in the comments section below!
    About:
    Research With Fawad is a Research initiative to help young and early career research learn the research tools and techniques. It is an initiative to share research knowledge and help researchers learn to research the easy way.
    Learn more about Research With Fawad at www.researchwithfawad.com.
    #Research #Sampling #SampleSize #SurveyResearch

ความคิดเห็น • 14

  • @aftabhussain5858
    @aftabhussain5858 6 หลายเดือนก่อน

    I appreciated your clarity of concept

  • @anitalow3628
    @anitalow3628 6 หลายเดือนก่อน

    Could you produce two staged of PLS-ANN tutorial, particularly how the R-squared for ANN is calculated

  • @chefberrypassionateresearcher
    @chefberrypassionateresearcher 4 หลายเดือนก่อน

    I assume that population size is unknown/ infinite, therefore I plan to use Cochrane Formula- which gives a sample size of 384, for this study, at 95% confidence interval, 50% degree of variability, 5% as margin of error. All my questions are on Likert 5 point scale (Interval data). Is that appropriate to be used?.

  • @chefberrypassionateresearcher
    @chefberrypassionateresearcher 2 หลายเดือนก่อน

    SIR, If i want to compare three groups, then Daniel soper calculator gives me the minimum sample size "required for each group" OR "minimum sample size required altogether"?

    • @researchwithfawad
      @researchwithfawad  2 หลายเดือนก่อน

      Please refer to
      Multigroup Analysis using SmartPLS: Step-by-Step Guidelines for Business Research

    • @chefberrypassionateresearcher
      @chefberrypassionateresearcher 2 หลายเดือนก่อน

      @@researchwithfawad I have read this paper. It also does not specify whether sample size given by g power is for complete data required, or for the groups. And this study has taken effect size of .25, but medium effect size is .15. This study also does not mention the number of predictors taken for the model.

  • @user-vn9we6eh2b
    @user-vn9we6eh2b 6 หลายเดือนก่อน

    hello, please the link of the study. thank you

    • @researchwithfawad
      @researchwithfawad  6 หลายเดือนก่อน

      Reference is in the description; please put it in Google Scholar.

    • @user-vn9we6eh2b
      @user-vn9we6eh2b 6 หลายเดือนก่อน

      OH YES THX@@researchwithfawad

  • @Maria-nz3mz
    @Maria-nz3mz หลายเดือนก่อน

    website to calculate sample size??