http://www.statsmakemecry.com/smmctheblog daily 0.75 2018-08-04 https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1374331748927-7LXT8RW9BTI45TDYTS3P/blog.thumbnail.png Blog http://www.statsmakemecry.com/smmctheblog/four-years-is-a-reasonable-amount-of-time-between-blog-posts-right monthly 0.5 2019-03-04 https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1551672119320-37KGYFRP4IY4HCPEDZWR/547B0C6C-42D4-4525-BD50-CE94A176D4ED.jpeg Blog - Four years is a reasonable amount of time between blog posts, right? http://www.statsmakemecry.com/smmctheblog/stats-soup-anova-ancova-manova-mancova monthly 0.5 2017-11-15 https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1407582040507-PW8PDHVFFCT0IQFMLBV7/one-way.ANOVA.png Blog - Statistical Soup: ANOVA, ANCOVA, MANOVA, & MANCOVA One-way ANOVA has one continuous response variable (e.g. Test Score) compared by three or more levels of a factor variable (e.g. Level of Education). https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1407581830386-5IYVLLLTYSORVUMQCUBD/two-way+anova.png Blog - Statistical Soup: ANOVA, ANCOVA, MANOVA, & MANCOVA Two-way ANOVA has one continuous response variable (e.g. Test Score) compared by more than one factor variable (e.g. Level of Education and Zodiac Sign). https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1407758384191-1DVSLOSKEOWQ4QXJFG6L/ancova.png Blog - Statistical Soup: ANOVA, ANCOVA, MANOVA, & MANCOVA ANCOVA compares a continuous response variable (e.g. Test Score) by levels of a factor variable (e.g. Level of Education), controlling for a continuous covariate (e.g. Number of Hours Spent Studying). https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1407583065264-SI6HZKD27AF1DU69L8GH/ONE-WAY+MANOVA+figure.001.png Blog - Statistical Soup: ANOVA, ANCOVA, MANOVA, & MANCOVA One-way MANOVA compares two or more continuous response variables (e.g. Test Score and Annual Income) by a single factor variable (e.g. Level of Education). https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1407583072595-NOCL5KDTH0H6U50W7DVX/two-way+manova.png Blog - Statistical Soup: ANOVA, ANCOVA, MANOVA, & MANCOVA Two-way MANOVA compares two or more continuous response variables (e.g. Test Score and Annual Income) by two or more factor variables (e.g. Level of Education and Zodiac Sign). https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1407583502292-KTUMEKKCGP5YI09O0RU7/mancova.png Blog - Statistical Soup: ANOVA, ANCOVA, MANOVA, & MANCOVA MANCOVA compares two or more continuous response variables (e.g. Test Scores and Annual Income) by levels of a factor variable (e.g. Level of Education), controlling for a covariate (e.g. Number of Hours Spent Studying). http://www.statsmakemecry.com/smmctheblog/within-subject-and-between-subject-effects-wanting-ice-cream.html monthly 0.5 2014-07-16 https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1405526187084-9QCLLDVC8T8L4T06ZXZ9/within.example.plot.png Blog - Difference Between Within-Subject and Between-Subject Effects: The Answer to Ice-Cream is Always Yes Each colored line represents individuals' trend line for change over time in liking of ice cream (each person's within-subject effect). The black line represents the average of the individual trend lines in the sample (which is the sample's within-subject effect). https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1405527073578-IL2U03Z6068LEZYT4G91/bw.example.plot.png Blog - Difference Between Within-Subject and Between-Subject Effects: The Answer to Ice-Cream is Always Yes Townspeople with a higher IQ tended to like ice cream more than those with a comparatively lower IQ, as the blue trend line shows. This is a between-subjects effect - it is comparing "ice cream liking" between people with various levels of intelligence (IQ). http://www.statsmakemecry.com/smmctheblog/how-to-make-spss-produce-all-tables-in-apa-format-automatica.html monthly 0.5 2014-07-15 https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1374182223623-NVW6V3GMP5UPJDKB1SS8/Screen+shot+2011-02-09+at+12.06.46+PM.jpg Blog - How to make SPSS produce all tables in APA format automatically! APA Format Table Example Before and After https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1374182227400-71ZI2MX5PBHBLRDT98IV/d9cf63a500cddf0da024e95d3c94bb89.jpg Blog - How to make SPSS produce all tables in APA format automatically! SPSS Edit Content Menu https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1374182227228-P3GJ3T0R63KKOL6JH51C/83964062cc9b0188d49876e72f8ad320.jpg Blog - How to make SPSS produce all tables in APA format automatically! SPSS TableLooks Screen Example 1 https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1374182226905-Z1VMU467UC9A0AH2TKUM/52a310239cdb84f8930b81401b040e93.jpg Blog - How to make SPSS produce all tables in APA format automatically! SPSS TableLooks Screen Example As Displayed https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1374182227943-XPB0OFK6Y5RR9FP0Y7TJ/d18b635ecbca86722613cd057ca943f5.jpg Blog - How to make SPSS produce all tables in APA format automatically! SPSS TableLooks Screen Example CompactAcademicTimesNewRoman https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1374182227711-3WX876C1JX3A72ECFSD0/d0ab7ed0e1e6d6737207a0976607605d.jpg Blog - How to make SPSS produce all tables in APA format automatically! SPSS TableLooks Screen Example Cell Formats https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1374182228314-XXK3XZFD6140DPBUUAZC/bb7ad7962a4774b958ccdf8dafe2f2a6.jpg Blog - How to make SPSS produce all tables in APA format automatically! SPSS TableLooks Screen Example Borders https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1374182227762-LTZ054GOB5GAUF3L12MD/4fb478e08f7cd935547bd9dad2e90f05-1.jpg Blog - How to make SPSS produce all tables in APA format automatically! SPSS TableLooks Screen Example Cell Table Properties: Top Inner Frame https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1374182227943-WMMSMCJBQA4NJO1T6RYE/c44acee760071d3fc91477ef9040ba6f.jpg Blog - How to make SPSS produce all tables in APA format automatically! SPSS TableLooks Screen Example Cell Table Properties: Bottom Inner Frame 1 https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1374182226881-YYT0B5JCHWMHB1GQI01W/4b51798852801860ddb1b3e60a861ef4.jpg Blog - How to make SPSS produce all tables in APA format automatically! SPSS TableLooks Screen Example Cell Table Properties: Data Area Top https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1374182227092-N2Z3PUYTKG5B9R77EDXR/2adcb011bfff18d64e386297325f46e0.jpg Blog - How to make SPSS produce all tables in APA format automatically! SPSS TableLooks Screen Example Cell TableLooks Save As https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1374182228556-EZWQQVSW7W2MFNZJW79G/f6b327f806ea8aedfbffa2934504848b.jpg Blog - How to make SPSS produce all tables in APA format automatically! SPSS TableLooks Screen Example Cell APA Table Save As https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1374182227294-7J0L0QJF9BJBDGGYFJBI/0296f86582069ea3cfab2530fb7aee2f.jpg Blog - How to make SPSS produce all tables in APA format automatically! SPSS TableLooks Screen Example Cell Looks Directory Content: Save As https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1374182228585-O9YL8DXN4FHN0G86PWGS/51d0b81c4448e43ea7b7006dc240d3f0.jpg Blog - How to make SPSS produce all tables in APA format automatically! SPSS TableLooks Screen Save AS: Save https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1374182227896-QZ9OVK2RRMKIH416XRAQ/52c1fc4bc4aa4c35b78577d9dd708b67.jpg Blog - How to make SPSS produce all tables in APA format automatically! SPSS TableLooks Screen Example 2 https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1374182227180-42ZZBGYX3JAS1V0M5372/a883b28f45b3329eb62d38f310898374.jpg Blog - How to make SPSS produce all tables in APA format automatically! SPSS Finished Product Example https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1374182227048-WN2G18LZNUZTP1ES1Y26/ac0945669c3420e0bd828c15877254f7.jpg Blog - How to make SPSS produce all tables in APA format automatically! SPSS Options Menu Example https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1374182227967-OPI8K5574CXSKD4GUKKB/1673f5dbd87110e1fdb8548943b042da.jpg Blog - How to make SPSS produce all tables in APA format automatically! SPSS Options Example: Pivot Tables http://www.statsmakemecry.com/smmctheblog/5zu9uihk2wmfav4hxnkcj7ze49kvrg monthly 0.5 2014-03-12 http://www.statsmakemecry.com/smmctheblog/literate-statistical-programming-with-knitr monthly 0.5 2014-07-21 http://www.statsmakemecry.com/smmctheblog/how-to-plot-interaction-effects-in-spss-using-predicted-values monthly 0.5 2014-03-12 https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1389190708062-D5LP4OVQPK99DAIF26MD/table+of+significant+interaction+in+spss.png Blog - How to Plot Interaction Effects in SPSS Using Predicted Values The significant interaction term indicates that there is a moderating effect to explore graphically! https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1389191174595-0H6N8GQJC6FOY6WBLQSB/model+dialgue+button+in+spss+glm.png Blog - How to Plot Interaction Effects in SPSS Using Predicted Values Click on the "Model..." button to specify main effects and interactions in a Univariate General Linear Model (GLM). Click on "Plots" to produce effect plots, but this only works for categorical/binary predictors (Fixed Factors). How do you do this when a predictor is continuous? Read on... https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1389192119555-MNASTHBDWBTH4T7QP3VZ/GLM+Univariate+Plot+Dialog+in+spss.png Blog - How to Plot Interaction Effects in SPSS Using Predicted Values Only the "Fixed Factor(s)" predictor is available in the "Univariate: Profile Plots" dialogue https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1389193084398-8ZTVA4IKMSA2WDPB7R53/Save+Predicted+Values+SPSS+GLM.png Blog - How to Plot Interaction Effects in SPSS Using Predicted Values Click "Save..." and then click on the "Unstandardized" box in the "Predicted Values" options. https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1389193301616-TLEXSWXL8EBS9A01ZRJF/Regression+Save+Dialog+in+SPSS.png Blog - How to Plot Interaction Effects in SPSS Using Predicted Values Click "Save..." and then click on the "Unstandardized" box in the "Predicted Values" options. https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1389193734481-GTZIWNBFK7IXE8S5N2UX/Predicted+Value+Variable+in+SPSS.png Blog - How to Plot Interaction Effects in SPSS Using Predicted Values NOTE: each time you re-run this analysis a new version of this variable will be created with a new numeric postscript...PRE_2, PRE_3...etc). You will use this new variable to plot your effects. https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1389194103311-9MUGE28W4FWB3H4OC69F/Graphs+-+Legacy+-+Scatter+in+SPSS.png Blog - How to Plot Interaction Effects in SPSS Using Predicted Values Graphs > Legacy Dialogs > Scatter/Dot... https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1389194696946-NIVTLY6F2G53EH8GZTGB/Scatter%3ADot+Dialog+in+SPSS.png Blog - How to Plot Interaction Effects in SPSS Using Predicted Values Plot "predicted values" from regression or Univariate GLM to explore interaction effects. https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1389196017991-HMMLFKDAT725K66HHI2P/Initial+Interaction+Plot+from+SPSS.png Blog - How to Plot Interaction Effects in SPSS Using Predicted Values Initial plot from "Scatter/Dot..." dialog. We need to add trend/fit lines to make interpretable. https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1389196036396-KRSXPHW6IHR1BE5U8RVA/Adding+Trend+Lines+in+Plot+in+SPSS.png Blog - How to Plot Interaction Effects in SPSS Using Predicted Values To add the trend/fit lines, click on the "At Fit Line at Subgroups" button (circled in red above). https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1389196119001-3VM1IMK7HFA8KTRIOYI5/R-squared+Text+Delete+in+SPSS.png Blog - How to Plot Interaction Effects in SPSS Using Predicted Values To delete the R-squared text, simply click on the text and hit delete on your keyboard https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1389196198890-R4IH9BO8E9KQ5LQL1CH1/Final+Plot+of+Interaction+in+SPSS.png Blog - How to Plot Interaction Effects in SPSS Using Predicted Values We see above that the interaction effect in this example is not large, as the difference in slopes between males and females is not huge, but according to the initial analysis the difference in slope is statistically significant. http://www.statsmakemecry.com/smmctheblog/using-the-lavaan-package-in-r-for-latent-variable-modeling-sem monthly 0.5 2014-03-12 https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1387392450984-KM5AZ1VKV16QMUE5A107/lavaan-package-in-R-for-sem.png Blog - Using the lavaan package (in R) for latent variable modeling (SEM) download pdf http://www.statsmakemecry.com/smmctheblog/confusing-stats-terms-explained-internal-consistency.html monthly 0.5 2014-03-12 https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1374182229485-D32M2VIPAI0KWK9H5S4P/Internal+Consistency+Correlation+Matrix+and+Cronbach%27s+Alpha+Example+High.png Blog - Confusing Stats Terms Explained: Internal Consistency Internal Consistency Correlation Matrix and Cronbach's Alpha Example High.png https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1374182229491-QCLUNVWGVJVOF9UH0F0Q/Internal+Consistency+Correlation+Matrix+and+Cronbach%27s+Alpha+Example+Low.png Blog - Confusing Stats Terms Explained: Internal Consistency Internal Consistency Correlation Matrix and Cronbach's Alpha Example Low.png http://www.statsmakemecry.com/smmctheblog/r-is-not-so-hard-a-tutorial-part-4-repost.html monthly 0.5 2014-03-12 https://images.squarespace-cdn.com/content/v1/4f5694c424aca8d4f8e69194/1385735600108-H94LU5OX16ZDCGRO0LBM/R+Project.png Blog - R Is Not So Hard! 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