Tutorial: Regression in lavaan (Frequentist)

This tutorial provides the reader with a basic tutorial on how to perform a regression analysis in lavaan. Throughout this tutorial, the reader will be guided through importing datafiles, exploring summary statistics and regression analyses. Here, we will exclusively focus on frequentist statistics....

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Main Authors: Smeets, Laurent, van de Schoot, Rens
Format: Article in Journal/Newspaper
Language:English
Published: Zenodo 2019
Subjects:
R
Online Access:https://dx.doi.org/10.5281/zenodo.5275301
https://zenodo.org/record/5275301
id ftdatacite:10.5281/zenodo.5275301
record_format openpolar
spelling ftdatacite:10.5281/zenodo.5275301 2023-05-15T16:30:25+02:00 Tutorial: Regression in lavaan (Frequentist) Smeets, Laurent van de Schoot, Rens 2019 https://dx.doi.org/10.5281/zenodo.5275301 https://zenodo.org/record/5275301 en eng Zenodo https://zenodo.org/communities/stats_training https://dx.doi.org/10.5281/zenodo.3962123 https://dx.doi.org/10.5281/zenodo.5275302 https://zenodo.org/communities/stats_training Open Access Creative Commons Attribution 4.0 International https://creativecommons.org/licenses/by/4.0/legalcode cc-by-4.0 info:eu-repo/semantics/openAccess CC-BY R tutorial methodology statistics psychology behavioral science biomedical science social science data analysis CreativeWork article InteractiveResource 2019 ftdatacite https://doi.org/10.5281/zenodo.5275301 https://doi.org/10.5281/zenodo.3962123 https://doi.org/10.5281/zenodo.5275302 2021-11-05T12:55:41Z This tutorial provides the reader with a basic tutorial on how to perform a regression analysis in lavaan. Throughout this tutorial, the reader will be guided through importing datafiles, exploring summary statistics and regression analyses. Here, we will exclusively focus on frequentist statistics. : Since we continuously improve the tutorials, let us know via Github (https://github.com/Rensvandeschoot/Tutorials) if you discover mistakes, or if you have additional resources we can refer to. : {"references": ["Benjamin, D. J., Berger, J., Johannesson, M., Nosek, B. A., Wagenmakers, E.,\u2026 Johnson, V. (2017, July 22). Redefine statistical significance. Retrieved from psyarxiv.com/mky9j", "Greenland, S., Senn, S. J., Rothman, K. J., Carlin, J. B., Poole, C., Goodman, S. N. Altman, D. G. (2016). Statistical tests, P values, confidence intervals, and power: a guide to misinterpretations. European Journal of Epidemiology 31 (4). https://doi.org/10.1007/s10654-016-0149-3", "Rosseel, Y. (2012)._ lavaan: An R Package for Structural Equation Modeling. Journal of Statistical Software, 48(2), 1-36.", "van de Schoot R, Yerkes MA, Mouw JM, Sonneveld H (2013) What Took Them So Long? Explaining PhD Delays among Doctoral Candidates. PLoS ONE 8(7): e68839. https://doi.org/10.1371/journal.pone.0068839", "Trafimow D, Amrhein V, Areshenkoff CN, Barrera-Causil C, Beh EJ, Bilgi? Y, Bono R, Bradley MT, Briggs WM, Cepeda-Freyre HA, Chaigneau SE, Ciocca DR, Carlos Correa J, Cousineau D, de Boer MR, Dhar SS, Dolgov I, G?mez-Benito J, Grendar M, Grice J, Guerrero-Gimenez ME, Guti?rrez A, Huedo-Medina TB, Jaffe K, Janyan A, Karimnezhad A, Korner-Nievergelt F, Kosugi K, Lachmair M, Ledesma R, Limongi R, Liuzza MT, Lombardo R, Marks M, Meinlschmidt G, Nalborczyk L, Nguyen HT, Ospina R, Perezgonzalez JD, Pfister R, Rahona JJ, Rodr?guez-Medina DA, Rom?o X, Ruiz-Fern?ndez S, Suarez I, Tegethoff M, Tejo M, ** van de Schoot R** , Vankov I, Velasco-Forero S, Wang T, Yamada Y, Zoppino FC, Marmolejo-Ramos F. (2017) Manipulating the alpha level cannot cure significance testing \u2013 comments on \"Redefine statistical significance\"_ _PeerJ reprints 5:e3411v1 https://doi.org/10.7287/peerj.preprints.3411v1"]} Article in Journal/Newspaper Greenland DataCite Metadata Store (German National Library of Science and Technology) Greenland Medina ENVELOPE(-66.233,-66.233,-68.453,-68.453) Briggs ENVELOPE(-63.017,-63.017,-64.517,-64.517) Ramos ENVELOPE(-59.700,-59.700,-62.500,-62.500) Correa ENVELOPE(-61.500,-61.500,-64.400,-64.400) Goodman ENVELOPE(-72.232,-72.232,-75.240,-75.240) Suarez ENVELOPE(-145.700,-145.700,-86.450,-86.450) Chaigneau ENVELOPE(-63.700,-63.700,-66.317,-66.317)
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language English
topic R
tutorial
methodology
statistics
psychology
behavioral science
biomedical science
social science
data analysis
spellingShingle R
tutorial
methodology
statistics
psychology
behavioral science
biomedical science
social science
data analysis
Smeets, Laurent
van de Schoot, Rens
Tutorial: Regression in lavaan (Frequentist)
topic_facet R
tutorial
methodology
statistics
psychology
behavioral science
biomedical science
social science
data analysis
description This tutorial provides the reader with a basic tutorial on how to perform a regression analysis in lavaan. Throughout this tutorial, the reader will be guided through importing datafiles, exploring summary statistics and regression analyses. Here, we will exclusively focus on frequentist statistics. : Since we continuously improve the tutorials, let us know via Github (https://github.com/Rensvandeschoot/Tutorials) if you discover mistakes, or if you have additional resources we can refer to. : {"references": ["Benjamin, D. J., Berger, J., Johannesson, M., Nosek, B. A., Wagenmakers, E.,\u2026 Johnson, V. (2017, July 22). Redefine statistical significance. Retrieved from psyarxiv.com/mky9j", "Greenland, S., Senn, S. J., Rothman, K. J., Carlin, J. B., Poole, C., Goodman, S. N. Altman, D. G. (2016). Statistical tests, P values, confidence intervals, and power: a guide to misinterpretations. European Journal of Epidemiology 31 (4). https://doi.org/10.1007/s10654-016-0149-3", "Rosseel, Y. (2012)._ lavaan: An R Package for Structural Equation Modeling. Journal of Statistical Software, 48(2), 1-36.", "van de Schoot R, Yerkes MA, Mouw JM, Sonneveld H (2013) What Took Them So Long? Explaining PhD Delays among Doctoral Candidates. PLoS ONE 8(7): e68839. https://doi.org/10.1371/journal.pone.0068839", "Trafimow D, Amrhein V, Areshenkoff CN, Barrera-Causil C, Beh EJ, Bilgi? Y, Bono R, Bradley MT, Briggs WM, Cepeda-Freyre HA, Chaigneau SE, Ciocca DR, Carlos Correa J, Cousineau D, de Boer MR, Dhar SS, Dolgov I, G?mez-Benito J, Grendar M, Grice J, Guerrero-Gimenez ME, Guti?rrez A, Huedo-Medina TB, Jaffe K, Janyan A, Karimnezhad A, Korner-Nievergelt F, Kosugi K, Lachmair M, Ledesma R, Limongi R, Liuzza MT, Lombardo R, Marks M, Meinlschmidt G, Nalborczyk L, Nguyen HT, Ospina R, Perezgonzalez JD, Pfister R, Rahona JJ, Rodr?guez-Medina DA, Rom?o X, Ruiz-Fern?ndez S, Suarez I, Tegethoff M, Tejo M, ** van de Schoot R** , Vankov I, Velasco-Forero S, Wang T, Yamada Y, Zoppino FC, Marmolejo-Ramos F. (2017) Manipulating the alpha level cannot cure significance testing \u2013 comments on \"Redefine statistical significance\"_ _PeerJ reprints 5:e3411v1 https://doi.org/10.7287/peerj.preprints.3411v1"]}
format Article in Journal/Newspaper
author Smeets, Laurent
van de Schoot, Rens
author_facet Smeets, Laurent
van de Schoot, Rens
author_sort Smeets, Laurent
title Tutorial: Regression in lavaan (Frequentist)
title_short Tutorial: Regression in lavaan (Frequentist)
title_full Tutorial: Regression in lavaan (Frequentist)
title_fullStr Tutorial: Regression in lavaan (Frequentist)
title_full_unstemmed Tutorial: Regression in lavaan (Frequentist)
title_sort tutorial: regression in lavaan (frequentist)
publisher Zenodo
publishDate 2019
url https://dx.doi.org/10.5281/zenodo.5275301
https://zenodo.org/record/5275301
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