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Checking for Interaction in Logistic Regression Using -2 Log Likelihood: SPSS step by step guide

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Jun 10, 2025
9:28

In binary logistic regression, it’s important to check whether two variables interact to influence the outcome. This video shows you how to test for interaction effects in SPSS by comparing the -2 Log Likelihood values of the reduced model (without interaction term) and the full model (with interaction term). In this video, you'll learn: How to create interaction terms between independent variables How to build and compare reduced and full models How to interpret the change in -2LL (Likelihood Ratio Test) How to decide if interaction is statistically significant Data set 👉 https://drive.google.com/file/d/1UQlp4QD72UOVZkfFdEz4_9YtBpHLqj1K/view?usp=sharing What is logistic regression? 👉 https://www.youtube.com/watch?v=k116RfGk7nA&list=PLJB8ZQs7g4VYy1YnOf8JOcyoUDBJRxBs3&index=32 How to test assumptions for Binary Logistic Regression 👉 https://www.youtube.com/watch?v=35x1pVVd2k0&list=PLJB8ZQs7g4VYy1YnOf8JOcyoUDBJRxBs3&index=34 Variable Selection in Binary Logistic Regression 👉 https://www.youtube.com/watch?v=3NgDrIZAOqQ&list=PLJB8ZQs7g4VYy1YnOf8JOcyoUDBJRxBs3&index=35 Variable selection in linear regression 👉 https://www.youtube.com/watch?v=uiIn6emgrG8&list=PLJB8ZQs7g4VYy1YnOf8JOcyoUDBJRxBs3&index=29 #InteractionLogisticRegressionSPSS #SPSSInteractionTerms #BinaryLogisticRegressionTutorial #FullVsReducedModelSPSS #Minus2LogLikelihoodSPSS #LogisticRegressionInteractionEffect #LikelihoodRatioTestSPSS #CheckInteractionSPSS #AddInteractionTermSPSS #SPSSBinaryLogisticRegression

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Checking for Interaction in Logistic Regression Using -2 Log Likelihood: SPSS step by step guide | NatokHD