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Measurement invariance in the social sciences

Historical development, methodological challenges, state of the art, and future perspectives

Bibliographic Data

ID10941195
AuthorsHeinz Leitgöb (0000-0003-1534-3834, University of Zurich, corresponding author), Daniel Seddig (0000-0003-1595-6948, University of Zurich), Tihomir Asparouhov (0000-0002-6147-9786, University of Zurich), Dorothée Behr (0000-0002-2653-0531, GESIS - Leibniz Institute for the Social Sciences), Eldad Davidov (0000-0002-3396-969X, University of Zurich), Kim De Roover (0000-0002-0299-0648, University of Zurich), Suzanne Jak (0000-0002-2223-5594, University of Amsterdam), Katharina Meitinger (0000-0001-8160-556X, Utrecht University), Natalja Menold (0000-0003-1106-474X, Technische Universität Dresden), Bengt Muthén (0000-0001-9308-6525, University of Zurich), Maksim Rudnev (0000-0002-2714-3840, University of Waterloo), Peter Schmidt (0000-0001-6954-8590, Leipzig University), Rens Van De Schoot (0000-0001-7736-2091, Utrecht University)
Year2023
Volume110
Pages102805
Publication date2023-02-01
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueSocial Science Research (JOURNAL)
Journal identifiersISSN: 0049-089X • E-ISSN: 1096-0317
PublisherElsevier BV (PUBLISHER)
DOI10.1016/j.ssresearch.2022.102805
PMID36796989
OpenAlexW4307898740
LanguageEN
Citations received90
References cited212

Bayesian probability · Confirmatory factor analysis · Data science · Econometrics · Invariant (physics) · Machine learning · Management science · Measurement invariance · Scale invariance · Statistics · Structural equation modeling · Artificial Intelligence · Behavioral Health and Interventions · Computer Science · Engineering · Mathematics · Psychometric Methodologies and Testing · Social and Intergroup Psychology

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  • Comparison of Psychological Data between Populations, A Measurement Perspective

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  • Propiedades psicométricas e invarianza de la escala de aceptación de los mitos modernos sobre la agresión sexual en el Perú

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  • Replication of the Police and Law Enforcement (PLE) Scale and extension to intersectional race/ethnicity and gender identity groupings

    Open Access•Hector Ismael Lopez-Vergara, Jodi M Sutherland Charvis et al.•Cultural Diversity & Ethnic…•2025

  • Measurement invariance of subjective social status

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  • Methodological advances in quantitative social science

    Open Access•Weihua An, Shawn Bauldry•Social Science Research•2023

  • Confirming the Factor Structure, Concurrent Validity, and Testing the Measurement Invariance Across Gender and Sexual Orientation for the Process-Based Consent Scale

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  • Using measurement alignment in research on adolescence involving multiple groups

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  • Comparing institutional trust

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  • Invariância da Escala Brasileira de Insegurança Alimentar

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  • Bad Mood Rising? Assessing Scalar Invariance Violations with Comparative Democratic Support Data

    Open Access•Philip Warncke, Ryan E Carlin•Public Opinion Quarterly•2026

  • Reassessing Racial Differences in Authoritarianism in the United States

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  • Validation of a health literacy assessment tool in a nationwide population

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  • Unveiling the mirage of mindfulness profiles through mindfulness-based stress reduction

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  • Item-level equivalence in the Pisa 2022 creative thinking assessment

    Open Access•Esra Sözer Boz, Derya Akbaş•Thinking Skills and Creativity•2026

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  • Measuring prison climate across contexts

    Open Access•Britte van Tiem, P Nieuwbeerta et al.•European Journal of Criminology•2025

  • Math anxiety, math teaching anxiety, and math attitudes in primary school teachers

    Open Access•Monika Szczygieł, Thomas E Hunt et al.•European Journal of Educational…•2025

  • Detecting and Establishing Measurement Invariance In Hospitality Research

    Open Access•Cheri A Young, David L Corsun•Journal of Hospitality & Tourism…•2026

  • Investigating Latent Interaction Effects in Multiple-Group Analysis in the Structural Equation Modeling Framework

    Suyoung Kim, Soo‐yong Lee et al.•Structural Equation Modeling: A…•2024

  • Using Mixture Multigroup Structural Equation Modeling to Compare Structural Relations Across Many Groups

    Open Access•Andres Felipe Perez Alonso, Jeroen K Vermunt et al.•Structural Equation Modeling: A…•2026

  • A Causal Framework for the Comparability of Latent Variables

    Open Access•Philipp Sterner, Florian Pargent et al.•Structural Equation Modeling: A…•2024

  • Why Full, Partial, or Approximate Measurement Invariance Are Not a Prerequisite for Meaningful and Valid Group Comparisons

    Open Access•Alexander Robitzsch, Oliver Lüdtke•Structural Equation Modeling: A…•2023

  • Mental health of prison inmates

    Open Access•Syed Messum Ali Kazmi, Mobeen Ismail•Current Psychology•2024

  • Gender and activity status invariance of the Spanish version of the EntreComp questionnaire

    Open Access•María Inmaculada López-Núñez, Susana Rubio-Valdehita et al.•Current Psychology•2026

  • Can We Compare Attitudes Towards Crime Around the World? Assessing Measurement Invariance of the Morally Debatable Behavior Scale Across 44 Countries

    Open Access•Sandy Schumann, Michael Wolfowicz•Journal of Quantitative Criminology•2024

  • Assessment of the Dimensionality and Comparability in Legal Cynicism Measurement

    Daniel Seddig•Justice Quarterly•2024

  • The Self-Control Ability Scale

    Open Access•Fabian Hasselhorn, Simone Sattler et al.•Justice Quarterly•2025

  • Validating a collaborative problem-solving assessment tool across educational stages

    Open Access•Matias Rojas, Miguel Nussbaum et al.•Computers & Education•2025

  • Should I stay or should I go? A pre-registered test of the bright and dark sides of calling across Italy and Japan

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    Open Access•Patrick Racine, Samuel Vachon Laflamme et al.•Psychology of Music•2026

  • Measurement and structural invariance testing in L2 research

    Open Access•Ekaterina Sudina, Yazhuo Quan et al.•Studies in Second Language…•2026

  • Cultivating child prosocial behavior in dynamic family systems

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  • Growth Mindsets and Achievement

    Open Access•Seong Won Han, F Borgonovi•Journal of Adolescence•2026

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    Open Access•Helmi Issa, Jad Jaber et al.•Technological Forecasting and…•2024

  • Comparing psychopathological symptoms, life satisfaction, and personality traits between the WHO and APA frameworks of gaming disorder symptoms

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  • The Dispositional Insight Test

    Open Access•F Köck, Velichko H Fetvadjiev et al.•Journal of Personality Assessment•2026

  • Construct Validity and Measurement Invariance of the Difficulties in Emotion Regulation Scale - Short Form (Ders-SF)

    Ahmad Asgarizadeh, Mahdi Mazidi et al.•Journal of Personality Assessment•2024

  • Wellbeing Dynamics Across Cultures During the Pandemic

    Open Access•Larissa Hartle, Tiago Bortolini et al.•International Journal of Psychology•2025

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  • Generation Z and Millennials’ food-sharing behaviour

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  • Psychometric evaluation of the Short Warwick-Edinburgh Mental Well-Being Scale (SWEMWBS) in Singapore

    Jin Yao Kwan, Oh Hui Xian et al.•Asia Pacific Journal of Social…•2025

  • Measurement of democratic values

    Open Access•Pascal Kolkwitz-Anstötz, Oliver Platt et al.•Frontiers in Political Science•2025

  • Neutralization strategies account for the concern-behavior gap in renewable energy usage – Evidence from panel data from Germany

    Open Access•Robert Neumann, Guido Mehlkop•Energy Research & Social Science•2023

  • Family, School Support, Life Satisfaction, and Negative Emotions for Rural Peruvian Adolescents

    Open Access•Jorge J Varela, Rafael Miranda et al.•Child Indicators Research•2025

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    Open Access•Bo Shen, Yishun Wang et al.•European Physical Education Review•2026

  • Measurement invariance of the action competence in sustainable development questionnaire

    Michiel van Harskamp, Sven De Maeyer et al.•Environmental Education Research•2024

  • Adolescent self‐construal across cultures

    Open Access•Veljko Jovanović, Sabirah Adam et al.•Journal of Research on Adolescence•2025

  • The Inventario de Perdón y Reconciliación

    Mario D Sobrino, Richard S Balkin•Measurement and Evaluation in…•2025

  • Measurement invariance of the Death Literacy Index across Flemish Belgium, The Netherlands, and Sweden

    Open Access•Therese Johansson, Aleksandra Bujacz et al.•Death Studies•2025

  • A 30-nation investigation of lay heritability beliefs

    Open Access•Laura J Ferris, Matthew J Hornsey et al.•Public Understanding of Science•2024

  • Linking the first, second and third IEA science studies

    Open Access•Yuriko K Sosa Paredes, Björn Andersson•Studies In Educational Evaluation•2025

  • F Macs

    Open Access•Mark H C Lai, Yichi Zhang et al.•Structural Equation Modeling: A…•2025

  • New Developments in Measurement Invariance Testing

    Open Access•Philipp Sterner, Kim De Roover et al.•Structural Equation Modeling: A…•2024

  • The Impact of “Negligible” Cross-Loadings in Investigations of Measurement Invariance with MGCFA and MGESEM

    Timothy R Konold, Elizabeth A Sanders et al.•Structural Equation Modeling: A…•2024

  • The causal relation between career calling and task performance

    Open Access•Sophie Gerdel, Alberto Dalla Rosa et al.•Applied Psychology•2024

  • Development and validation of the Career Inaction Scale

    Open Access•Paulien D''Huyvetter, Marijke Verbruggen et al.•Applied Psychology•2024

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    Open Access•Anmol Basant, Christo Sagaya Milton et al.•Acta Psychologica•2025

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  • Gaussian distributional structural equation models

    Open Access•Luna Fazio, Paul-Christian Bürkner•Multivariate Behavioral Research•2025

  • Improving Cross-Cultural Comparability of Measures on Gender and Age Stereotypes by Means of Piloting Methods

    Open Access•Natalja Menold, Patricia Hadler et al.•Sociological Methods & Research•2025

  • The psychometric properties of the lifelong learning measurement scale (LLMS)

    Yalalem Assefa, Bekalu Tadesse Moges et al.•Studies in the Education of Adults•2024

  • Measurement invariance of the anxious protection subscale the short version of the multidimensional overprotective parenting scale (AP-s-Mops) in Chinese and Belgian adolescents

    Open Access•Long Wang, Martijn Van Heel et al.•Children and Youth Services Review•2026

  • Development and validation of a comprehensive tool for measuring multidimensional peritraumatic experience

    Open Access•Evandro Silva Freire Coutinho, Michael Reichenheim et al.•Cadernos de Saude Publica•2025

  • Between Liberal and Illiberal Visions of Society

    Open Access•Thomas Karv, Kim Backström•Scandinavian Political Studies•2026

  • Challenges in Multilevel Modelling

    Open Access•Artur Pokropek, Tomasz Żółtak et al.•Sociological Methods & Research•2025

  • Benefits of a Pragmatic Approach

    Open Access•Christopher Bratt•Sociological Methods & Research•2025

  • Post‐pandemic public personnel retention

    Open Access•Andrée‐anne Deschênes•Canadian Public Administration•2024

  • On nation, homeland, and democracy

    Open Access•Marlene Mußotter•Political Psychology•2024

  • Basic Human Values and Preferences for an EU‐Wide Social Benefit Scheme

    Open Access•Ann-Kathrin Reinl, Daniel Seddig et al.•JCMS Journal of Common Market…•2024

  • Experiences of Discrimination and Alcohol Involvement Among Young Adults at the Intersection of Race/Ethnicity and Gender

    Open Access•Hector Ismael Lopez-Vergara, William Rozum et al.•Journal of Racial and Ethnic…•2024

  • Cross-Cultural Validity of the Grief Impairment Scale (GIS)

    Open Access•Tomás Caycho-Rodríguez, Sherman A Lee et al.•Illness Crisis & Loss•2025

  • Translation when There Is No Direct Equivalent-An Experimental Comparison of Different Translations of the Subjunctive Mood in the Rosenberg Self-esteem Scale

    Open Access•Minglei Wang, Shuaiying Cao et al.•CAM•2025

  • Measurement Invariance of Human Values Across Time and Countries—An Analysis Using 11 Rounds of the European Social Survey

    Open Access•Ronald Fischer, Johannes A Karl•European Journal of Social…•2025

  • Why We Need to Rethink Measurement Invariance

    Open Access•Ronald Fischer, Johannes A Karl et al.•Cross-Cultural Research•2025

  • Making Multimethod Latent State–Trait Models for Random and Fixed Situations Accessible

    Open Access•Dora L Tinhof, A Mayer•Journal of Personality•2025

  • What matters most to the perception of community resilience in Romania

    Open Access•Elena Druică, Călin Vâlsan et al.•Journal of Community Psychology•2025

  • Statistical Theories of Mental Test Scores

    Frederic M Lord, Melvin R Novick•Statistical Theories of Mental…•2008

  • “I Can’t Answer What You’re Asking Me. Let Me Go, Please.”

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    Open Access•Stephen L Morgan, C Winship•Counterfactuals and Causal…•2014

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    Roger E Millsap•Statistical Approaches to…•2012

  • Survey Methods in Multinational, Multiregional, and Multicultural Contexts

    Open Access•Beth-Ellen Pennell, Lars E Lyberg et al.•Survey Methods in Multinational,…•2010

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    Open Access•Fons J R Van De Vijver, Kwok Leung et al.•Methods and Data Analysis for…•2021

  • Uncertain Judgements

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  • Item bias and item response theory

    Open Access•Gideon J Mellenbergh•International Journal of…•1989

  • What to do when scalar invariance fails

    Herbert W Marsh, Jiesi Guo et al.•Psychological Methods•2018

  • Estimation of a Model with Multiple Indicators and Multiple Causes of a Single Latent Variable

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  • Teacher's Corner

    Fangfang Chen, Fang Fang Chen et al.•Structural Equation Modeling: A…•2005

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  • Detecting differential item functioning with confirmatory factor analysis and item response theory

    Stephen Stark, Oleksandr S Chernyshenko et al.•Journal of Applied Psychology•2006

  • Facing off with Scylla and Charybdis

    Open Access•Rens Van De Schoot, Anouck Kluytmans et al.•Frontiers in Psychology•2013

  • Teacher's Corner

    Barbara M Byrne, Sunita Mahtani Stewart•Structural Equation Modeling: A…•2006

  • A Non-arbitrary Method of Identifying and Scaling Latent Variables in SEM and Macs Models

    Todd D Little, David W Slegers et al.•Structural Equation Modeling: A…•2006

  • A practical and theoretical guide to measurement invariance in aging research

    John L Horn, John J Mcardle•Experimental Aging Research•1992

  • Simultaneous Factor Analysis in Several Populations

    Open Access•Karl G Jöreskog•Psychometrika•1971

  • Testing Measurement Invariance

    Eunsook Kim, Eun Sook Kim et al.•Structural Equation Modeling: A…•2011

  • Toward a new approach to the study of personality in culture.

    Fanny M Cheung, Fons J R Van De Vijver et al.•American Psychologist•2011

  • Improving transparency and replication in Bayesian statistics

    Sarah Depaoli, Rens Van De Schoot•Psychological Methods•2017

  • Bayesian structural equation modeling

    Bengt Muthén, Tihomir Asparouhov•Psychological Methods•2012

  • Toward a Further Understanding of and Improvement in Measurement Invariance Methods and Procedures

    Open Access•Robert J Vandenberg•Organizational Research Methods•2002

  • Generalized Multilevel Structural Equation Modeling

    Open Access•Sophia Rabe-Hesketh, Anders Skrondal et al.•Psychometrika•2004

  • Exploratory Structural Equation Modeling

    Herbert W Marsh, Alexandre J S Morin et al.•Annual Review of Clinical…•2014

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  • Sensitivity of Goodness of Fit Indexes to Lack of Measurement Invariance

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  • Exploratory Structural Equation Modeling

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  • Multiple Group Alignment for Exploratory and Structural Equation Models

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  • Finding Clusters of Groups with Measurement Invariance

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  • Testing Measurement Invariance Using MIMIC

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  • Accounting for Differential Item Functioning Using Bayesian Approximate Measurement Invariance

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  • Assessing the Hypothesis of Measurement Invariance in the Context of Large-Scale International Surveys

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  • Multiple Group Analysis in Multilevel Data Across Within-Level Groups

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  • It Matters

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  • Factorial Invariance in Multiple Populations

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  • The Essential Role of Language in Survey Research

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  • The Psychology of Survey Response

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  • Bias and Equivalence in Cross-Cultural Research

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  • The Analysis of Multivariate Longitudinal Data

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  • Bayesian SEM for Specification Search Problems in Testing Factorial Invariance

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  • Mean and Covariance Structures (Macs) Analyses of Cross-Cultural Data

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  • Testing Group Mean Differences of Latent Variables in Multilevel Data Using Multiple-Group Multilevel CFA and Multilevel MIMIC Modeling

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  • The Rules of Sociological Method

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  • Multiple factor analysis

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  • Adaptation of Assessment Scales in Cross-National Research

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  • Using structural equation modeling to detect response shifts and true change

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  • Scoping review of response shift methods

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  • Critical examination of current response shift methods and proposal for advancing new methods

    Open Access•Véronique Sébille, Lisa M Lix et al.•Quality of Life Research•2021

  • On Detecting Systematic Measurement Error in Cross-Cultural Research

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  • The Euro-D Measure of Depressive Symptoms in the Aging Population

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  • Mismatching middle options

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  • Scale direction effects in agree/disagree and item-specific questions

    Jan Karem Höhne, Dagmar Krebs•International Journal of Social…•2017

  • Measurement Equivalence Across Subnational Groups

    Oriane Sarrasin, E G T Green et al.•International Journal of Public…•2012

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    Galit Gordoni, Peter Schmidt et al.•International Journal of Public…•2011

  • How Harmful are Survey Translations? A Test with Schwartz's Human Values Instrument

    Eldad Davidov, Alain De Beuckelaer•International Journal of Public…•2010

  • Measurement invariance conventions and reporting

    Open Access•Diane L Putnick, Marc H Bornstein•Developmental Review•2016

  • Evidence of Validity Does not Rule out Systematic Bias

    Open Access•Ronald Fischer, Johannes A Karl et al.•Sociological Methods & Research•2022

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    Open Access•Dina Maskileyson, Daniel Seddig et al.•Demography•2021

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    Open Access•Natalja Menold, Anja Tausch•Sociological Methods & Research•2016

  • Recent Methods for the Study of Measurement Invariance With Many Groups

    Open Access•Bengt Muthén, Tihomir Asparouhov•Sociological Methods & Research•2018

  • Testing for Approximate Measurement Invariance of Human Values in the European Social Survey

    Open Access•Jan Cieciuch, Eldad Davidov et al.•Sociological Methods & Research•2018

  • Measurement Invariance in Comparing Attitudes Toward Immigrants Among Youth Across Europe in 1999 and 2009

    Open Access•Ingrid Munck, Carolyn Barber et al.•Sociological Methods & Research•2018

  • Non-invariance? An Overstated Problem With Misconceived Causes

    Open Access•Christian Welzel, Lennart Brunkert et al.•Sociological Methods & Research•2023

  • Against the Mainstream

    Open Access•Christian Welzel, Stefan Kruse et al.•Sociological Methods & Research•2023

  • Do Different Devices Perform Equally Well with Different Numbers of Scale Points and Response Formats? A test of measurement invariance and reliability

    Open Access•Natalja Menold, Vera Toepoel•Sociological Methods & Research•2024

Unique citing works90
Citations per year30
Citation span2023 - 2026 (4)
Citation velocitycurrent
Highly citedNo
Citation typesNeutral: 82

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