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SPSS software

SPSS software installation

Basics in SPSS

  • Data entry, Importing, sorting and coding
  • Diagnostic testing
  1. Linearity Test (ANOVA/Graphical representation)
  2. Normality Test (Kolmogorov-Smirnov (K-S) test, Lilliefors corrected K-S test, Shapiro-Wilk test, Anderson-Darling test, Cramer-von Mises test, D’Agostino skewness test, Anscombe-Glynn kurtosis test, D’Agostino-Pearson omnibus test, and the Jarque-Bera test)
  3. Multicollinearity Test (Correlation coefficient (r) values,  variance inflation factor (VIF) and tolerance level)                     
  4. Autocorrelation/Serial Correlation (Durbin-Watson test, first-order autocorrelation, Second-order autocorrelation occurs, etc.)
  5. Heteroscedasticity (Breusch-Pagan/Godfrey test)
  • Descriptive analysis
  • Frequency tables
  • Custom tables
  • Charts
  • Graphs
  • Cross tabulations

Intermediate SPSS

  • Reliability test– Cronbach Alpha
  • Validity test– KMO and Bartlet test
  • Factor analysis – Communalities, factor loadings, correlation matrix and Total Variance Explained
  • Parametric tests
  1. Independent t-test
  2. Paired t-test
  3. ANOVA test
  • Non-parametric tests
  1. Man Whitney U-test
  2. Kruskal Wallis test
  3. Chi square test
  • Data transformation, splitting and Generating new variables
  • Correlation analysis
  • Regression analysis

Advanced SPSS

  • Multiple linear regression
  • Binary logistic regression
  • Multinomial logit and probit regression
  • Advanced diagnostics
  1. Panel Unit Root Test 
  2. Hausman Test
  3. Fixed and Random
  4. Autocorrelation/Serial Correlation (Durbin-Watson test, first-order autocorrelation, Second-order autocorrelation occurs, etc.)
  5. Heteroscedasticity (Breusch-Pagan/Godfrey test)