On the use of multilevel modeling as an alternative to items analysis in psycholinguistic research

Behavior Research Methods
Lawrence LockerJames A Bovaird

Abstract

The use of multilevel modeling is presented as an alternative to separate item and subject ANOVAs (F1 x F2) in psycholinguistic research. Multilevel modeling is commonly utilized to model variability arising from the nesting of lower level observations within higher level units (e.g., students within schools, repeated measures within individuals). However, multilevel models can also be used when two random factors are crossed at the same level, rather than nested. The current work illustrates the use of the multilevel model for crossed random effects within the context of a psycholinguistic experimental study, in which both subjects and items are modeled as random effects within the same analysis, thus avoiding some of the problems plaguing current approaches.

References

Jan 26, 2000·Canadian Journal of Experimental Psychology = Revue Canadienne De Psychologie Expérimentale·P M Pexman, S J Lupker
Jul 23, 2003·Memory & Cognition·Lawrence LockerMark Yates
Nov 5, 2003·Canadian Journal of Experimental Psychology = Revue Canadienne De Psychologie Expérimentale·Jeroen G W Raaijmakers
Sep 21, 2004·Psychonomic Bulletin & Review·Mark YatesGreg B Simpson
Jan 12, 2005·Behavior Research Methods, Instruments, & Computers : a Journal of the Psychonomic Society, Inc·Douglas L NelsonThomas A Schreiber
Jun 8, 2007·Behavior Research Methods·Lesa Hoffman, Michael J Rovine

❮ Previous
Next ❯

Citations

Jan 10, 2014·Journal of Memory and Language·Dale J BarrHarry J Tily
Jun 23, 2009·Educational Gerontology·Chiung-Ju LiuJames A Bovaird
Dec 14, 2011·Neuropsychology, Development, and Cognition. Section B, Aging, Neuropsychology and Cognition·Brennan R PayneElizabeth A L Stine-Morrow
Mar 3, 2012·PloS One·Benedetta CesquiFrancesco Lacquaniti
Apr 14, 2009·Behavior Research Methods·Daniel B WrightElin M Skagerberg
Sep 6, 2012·Memory & Cognition·Matthew HaighLouise Connell
Jan 12, 2013·Psychonomic Bulletin & Review·Louise Connell, Dermot Lynott
Mar 20, 2014·Memory & Cognition·Mary A PycAndrew J Aschenbrenner
Feb 22, 2012·Reading and Writing·Rebecca TreimanBrett Kessler
Apr 2, 2013·Reading and Writing·Rebecca TreimanMargaret J Snowling
Feb 21, 2016·Learning & Behavior·Anne Gast, Florian Kattner
Dec 4, 2015·Memory & Cognition·Jason GellerAlison L Morris
May 14, 2011·Cognitive Science·Louise Connell, Dermot Lynott
May 14, 2011·Cognitive Science·Dermot Lynott, Louise Connell
Oct 8, 2015·Journal of Psycholinguistic Research·Andree Hartanto, Lidia Suárez
Aug 27, 2015·Psychonomic Bulletin & Review·Anthony S Barnhart, Stephen D Goldinger
Dec 30, 2016·Cognitive Science·Christina Y TzengLaura L Namy
Nov 15, 2015·Personality & Social Psychology Bulletin·Pieter Van DesselAnne Gast
Apr 13, 2013·Western Journal of Nursing Research·Kristine WilliamsDaniel Bontempo
Apr 2, 2014·Journal of Speech, Language, and Hearing Research : JSLHR·Holly L StorkelNatalie S Pak
Jan 1, 2013·Journal of Speech, Language, and Hearing Research : JSLHR·Holly L StorkelAndrew J Aschenbrenner
Jul 25, 2013·Journal of Speech, Language, and Hearing Research : JSLHR·Holly L StorkelSu-Yeon Lee
Oct 26, 2018·Applied Psychology. Health and Well-being·Petra L KlumbAntje Rauers
Jan 11, 2018·Scientific Reports·Joshua Conrad JacksonJamin Halberstadt
May 24, 2019·PloS One·Antje NuthmannChristian N L Olivers
Feb 24, 2010·Experimental Psychology·Edgar Erdfelder
Jan 7, 2019·Journal of Psycholinguistic Research·Sarah E Key-DeLyriaLori J P Altmann
Mar 13, 2019·Frontiers in Psychology·Norman RoseMichael Becker
Apr 6, 2019·Journal of Speech, Language, and Hearing Research : JSLHR·Katherine R Gordon
Feb 27, 2021·Multivariate Behavioral Research·José Á Martínez-HuertasEmilio Ferrer
Feb 20, 2021·Frontiers in Psychology·João DelgadoAna Lúcia Santos

❮ Previous
Next ❯

Related Concepts

Trending Feeds

COVID-19

Coronaviruses encompass a large family of viruses that cause the common cold as well as more serious diseases, such as the ongoing outbreak of coronavirus disease 2019 (COVID-19; formally known as 2019-nCoV). Coronaviruses can spread from animals to humans; symptoms include fever, cough, shortness of breath, and breathing difficulties; in more severe cases, infection can lead to death. This feed covers recent research on COVID-19.

Blastomycosis

Blastomycosis fungal infections spread through inhaling Blastomyces dermatitidis spores. Discover the latest research on blastomycosis fungal infections here.

Nuclear Pore Complex in ALS/FTD

Alterations in nucleocytoplasmic transport, controlled by the nuclear pore complex, may be involved in the pathomechanism underlying multiple neurodegenerative diseases including Amyotrophic Lateral Sclerosis and Frontotemporal Dementia. Here is the latest research on the nuclear pore complex in ALS and FTD.

Applications of Molecular Barcoding

The concept of molecular barcoding is that each original DNA or RNA molecule is attached to a unique sequence barcode. Sequence reads having different barcodes represent different original molecules, while sequence reads having the same barcode are results of PCR duplication from one original molecule. Discover the latest research on molecular barcoding here.

Chronic Fatigue Syndrome

Chronic fatigue syndrome is a disease characterized by unexplained disabling fatigue; the pathology of which is incompletely understood. Discover the latest research on chronic fatigue syndrome here.

Evolution of Pluripotency

Pluripotency refers to the ability of a cell to develop into three primary germ cell layers of the embryo. This feed focuses on the mechanisms that underlie the evolution of pluripotency. Here is the latest research.

Position Effect Variegation

Position Effect Variagation occurs when a gene is inactivated due to its positioning near heterochromatic regions within a chromosome. Discover the latest research on Position Effect Variagation here.

STING Receptor Agonists

Stimulator of IFN genes (STING) are a group of transmembrane proteins that are involved in the induction of type I interferon that is important in the innate immune response. The stimulation of STING has been an active area of research in the treatment of cancer and infectious diseases. Here is the latest research on STING receptor agonists.

Microbicide

Microbicides are products that can be applied to vaginal or rectal mucosal surfaces with the goal of preventing, or at least significantly reducing, the transmission of sexually transmitted infections. Here is the latest research on microbicides.