this session differentiates between univariate, bivariate, and multivariate analysis. it covers practical assessment of table of critical values and understanding of the degree of freedom
Size: 1.96 MB
Language: en
Added: Oct 18, 2021
Slides: 23 pages
Slide Content
Univariate and Bivariate Analysis Dr. Rajeev Kumar , M.S.W (TISS, Mumbai), M.Phil. (CIP, Ranchi), UGC-JRF, Ph.D. (IIT Kharagpur) Visiting Faculty, RKMVERI, Ranchi Lecture-6: Research Methodology (Descriptive and inferential statistics
After data collection We need to define the type of variables from the collected data. Based on the type of variables, we choose the appropriate statistical analysis
Types of statistical analysis
Univariate analysis Descriptive analysis
Bivariate analysis Analytical statistics
Multivariate analysis
How to interpret the statistical result? Few examples How the statistical results are displayed?
Display of sociodemographic profile (categorical variables)
Second example of descriptive data
Tables from research articles https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3105560/
Bivariate data
How to read these tables We have to understand W hat is DF (degree of freedom? What is your ά alpha value? What is p ( probability)? What is the critical value? What is the test value ?
What is df Degree of freedom: The number of observation, which are free to vary or change.
Df for chi square
Table of critical values (Chi square)
What is our alpha value?
Now find out if your result is significant?
Exercise-1 Please find out the DF (degree of freedom) If one table has 5 column and 3 rows= If table has 3 rows and 4 column = If 3 column and 2 rows= 3 column and 3 rows= 2 column and 2 rows=
Exercise-2 In one chi square analysis, df =2, Chi square χ 2 = 4.03, tell me if this result is significant at .05? Whether this result is significant at .01 and .001? In one survey the result of pass and fail was compared between male and female candidates, the chi square result reveals, df =1, χ 2 =1.89 now find out, whether this result is significant at p ≤0.05, p ≤ 0.01, and p ≤0.001 In a chi square result, in the table, there were 4 columns and 4 rows. Calculate its degree of freedom. The test value of χ 2 = 45.88, please evaluate this result at p ≤0.05, p ≤ 0.01, and p ≤0.001