What are the benefits and limitations of using a sample vs. population?

Words: 560
Pages: 3
Subject: Uncategorized

Please answer the following questions

Sampling:

fundamental concepts (e.g., differences between population and sample; sampling frame, target population, etc.)

What are the benefits and limitations of using a sample vs. population?

Types of samples

Random or probability samples (simple random, systematic, stratified, cluster)

Nonrandom or nonprobability samples (purposive, convenience, quota, snowball)

Under what circumstance is each type of sampling appropriate?

What are the strengths and limitations of the different types of sampling?

Survey research, Interview, and Focus Groups:

Survey research and survey methodology

Difference between surveys and personal interviews or focus groups

Life cycle of a survey from a process and design perspective

Response and nonresponse rate; potential sources of survey response errors and how to address them

Types of surveys

E.g., face to face, mail, email, Internet, telephone, group administration

Strengths and limitations of the types of surveys

Survey instrument (questionnaire) design

Types of questions (e.g., closed-ended and open-ended), advantages and disadvantages of each

Question wording (issues of objectivity and clarity), question order, response quality, and archived surveys

Interviews and focus groups

Qualitative Data Management and Methods

Ways to ensure validity and reliability in qualitative research

Strengths and limitations of qualitative data collection techniques

Descriiptive Statistics & Statistical Inference

Frequencies

Interpret frequencies and contingency tables

Measures of central tendency & Dispersion

Interpret mean, median, and mode for variables at the appropriate levels of measurements

Interpret range, interquartile range, and standard deviation for variables at the appropriate levels of measurements

Hypothesis or significance tests

Distinction between null and alternative hypotheses

One-sided and two-sided hypotheses testing

Implications of errors in statistical inference (Type 1 & Type 2 errors)

Interpret level of significance and p-values

Measures of Association for Categorical (Nominal & Ordinal) Variables

Interpret contingency tables (cross-tabulation)

Interpret the Chi-square test of independence

Correlation and Regression Analysis for Quantitative (Interval-Ratio) Variables

Interpret correlation output (strength, significance, and direction of the relationship)

Interpret the following components of bivariate regression analysis output

Global F-test significance for model fit

R-squared (coefficient of determination) – what is it, and what does it indicate?

Determine whether regression coefficients are statistically significant – i.e., understand how to interpret the p-values

Interpret the intercept (constant) and coefficient of the independent variable(s) –

i.e., how does a one-unit change in the IV affect the DV?

Draw conclusions about whether to reject or fail to reject the null hypothesis and policy implications

Strengths and limitations of bivariate and multiple regression analysis

Research Ethics (Review the short PowerPoint & Recording in Week 8)

Understand the principles of ethical research (Belmont Report)

Understand the roles and functions of the Institutional Review Board

Apply the principles of ethical research to assess existing studies

Study guide attached and please use the attachments and following textbooks for a reference and also this link

Powner, C. L. (2015). Empirical Research and Writing: A Political Science Student’s Practical Guide.
Sage. ISBN: 978-1-4833-6963-1.
Howard, C. (2017). Thinking Like a Political Scientist. University of Chicago Press. ISBN: 978-
022632754-9.

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