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Estimating ordinal reliability for Likert-type and ordinal item response data: A conceptual, empirical, and practical guide

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Maximum Likelihood Estimation of the Polychoric Correlation Coefficient
inferredcites →https://doi.org/10.1007/bf02310555openalex-snapshot
Coefficient Alpha and the Internal Structure of Tests
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Commentary on Coefficient Alpha: A Cautionary Tale
inferredcites →https://doi.org/10.1007/s11336-008-9099-3openalex-snapshot
Reliability of Summed Item Scores Using Structural Equation Modeling: An Alternative to Coefficient Alpha
inferredcites →https://doi.org/10.1007/s11336-008-9100-1openalex-snapshot
Alpha, Dimension-Free, and Model-Based Internal Consistency Reliability
inferredcites →https://doi.org/10.1007/s11336-008-9101-0openalex-snapshot
On the Use, the Misuse, and the Very Limited Usefulness of Cronbach’s Alpha
inferredcites →https://doi.org/10.1007/s11336-008-9102-zopenalex-snapshot
Coefficients Alpha, Beta, Omega, and the glb: Comments on Sijtsma
inferredcites →https://doi.org/10.1016/s0169-7161(06)26003-6openalex-snapshot
3 Validity: Foundational Issues and Statistical Methodology
inferredcites →https://doi.org/10.1037//1082-989x.5.3.343openalex-snapshot
Coefficient alpha and related internal consistency reliability coefficients.
inferredcites →https://doi.org/10.1037/0021-9010.78.1.98openalex-snapshot
What is coefficient alpha? An examination of theory and applications.
inferredcites →https://doi.org/10.1037/018882openalex-snapshot
Review of Psychometric theory (2nd ed.).
inferredcites →https://doi.org/10.1037/1040-3590.8.4.350openalex-snapshot
Uses and abuses of coefficient alpha.
inferredcites →https://doi.org/10.1037/1082-989x.12.2.157openalex-snapshot
Asymptotically distribution-free (ADF) interval estimation of coefficient alpha.
inferredcites →https://doi.org/10.1037/1082-989x.9.4.466openalex-snapshot
An Empirical Evaluation of Alternative Methods of Estimation for Confirmatory Factor Analysis With Ordinal Data.
inferredcites →https://doi.org/10.1037/cjbs2007001openalex-snapshot
Development and psychometric properties of the Early Development Instrument (EDI): A measure of children's school readiness.
inferredcites →https://doi.org/10.1037/h0078865openalex-snapshot
Is the selection of statistical methods governed by level of measurement?
inferredcites →https://doi.org/10.1080/10705510903206097openalex-snapshot
Educational Measurement (4th ed.)
inferredcites →https://doi.org/10.1097/01.mlr.0000245426.10853.30openalex-snapshot
Classical Test Theory
inferredcites →https://doi.org/10.1111/j.1744-6570.1986.tb00583.xopenalex-snapshot
THE APPLICATION OF EXPLORATORY FACTOR ANALYSIS IN APPLIED PSYCHOLOGY: A CRITICAL REVIEW AND ANALYSIS
inferredcites →https://doi.org/10.1177/0013164404266386openalex-snapshot
My Current Thoughts on Coefficient Alpha and Successor Procedures
inferredcites →https://doi.org/10.1177/0013164404272507openalex-snapshot
Gradient Projection Algorithms and Software for Arbitrary Rotation Criteria in Factor Analysis
inferredcites →https://doi.org/10.1177/0013164407310130openalex-snapshot
Sources of Validity Evidence for Educational and Psychological Tests
inferredcites →https://doi.org/10.1177/0013164409344548openalex-snapshot
The Impact of Outliers on Cronbach’s Coefficient Alpha Estimate of Reliability: Ordinal/Rating Scale Item Responses
inferredcites →https://doi.org/10.18637/jss.v014.i09openalex-snapshot
The R Commander: A Basic-Statistics Graphical User Interface to R
inferredcites →https://doi.org/10.22237/jmasm/1177992180openalex-snapshot
Ordinal Versions of Coefficients Alpha and Theta for Likert Rating Scales
inferredcites →https://doi.org/10.2307/1162101openalex-snapshot
Statistical Theories of Mental Test Scores
inferredcites →https://doi.org/10.2307/1164692openalex-snapshot
Factor Analysis and Related Methods
inferredcites →https://doi.org/10.2307/2290095openalex-snapshot
Statistical Power Analysis for the Behavioral Sciences (2nd ed.).
inferredcites →https://doi.org/10.4135/9781412952644.n432openalex-snapshot
Standards for Educational and Psychological Testing
inferredcites →https://doi.org/10.4324/9781410606266openalex-snapshot
Applied Multiple Regression/Correlation Analysis for the Behavioral Sciences
inferredcites →https://doi.org/10.5860/choice.29-4192openalex-snapshot
Generalizability theory: a primer

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The Effects of Continuities in Parent and Peer Aggression on Relational Intimate Partner Violence in the Transition to Young Adulthood
inferred← citeshttps://doi.org/10.1007/s11121-018-0904-7openalex-snapshot
Associations Between Marijuana Use Trajectories and Educational and Occupational Success in Young Adulthood
inferred← citeshttps://doi.org/10.1007/s11121-018-0948-8openalex-snapshot
How Program Users Enhance Fidelity: Implementing the WITS Programs in Rural Canadian Elementary Schools
inferred← citeshttps://doi.org/10.1007/s11121-023-01580-8openalex-snapshot
Examining the Link Between Implementation Fidelity, Quality, and Effectiveness of Teacher-Delivered Anti-Bullying Interventions in a Randomized Controlled Trial
inferred← citeshttps://doi.org/10.1007/s11135-014-0114-8openalex-snapshot
A new estimator of Zumbo’s Ordinal Alpha: a copula approach
inferred← citeshttps://doi.org/10.1007/s11135-015-0186-0openalex-snapshot
Dynamic scale validation reloaded
inferred← citeshttps://doi.org/10.1007/s11135-017-0483-xopenalex-snapshot
Walkability and the built environment: validation of the Neighborhood Environment Walkability Scale (NEWS) for urban areas in Mexico
inferred← citeshttps://doi.org/10.1007/s11136-013-0490-xopenalex-snapshot
Comparative validation of the WOMAC osteoarthritis and Lequesne algofunctional indices in Greek patients with hip or knee osteoarthritis
inferred← citeshttps://doi.org/10.1007/s11136-015-1072-xopenalex-snapshot
Normative data and psychometric properties of the Connor–Davidson Resilience Scale (CD-RISC) and the abbreviated version (CD-RISC2) among the general population in Hong Kong
inferred← citeshttps://doi.org/10.1007/s11136-018-1922-4openalex-snapshot
A population-based analysis of life satisfaction and social support among children of diverse backgrounds in British Columbia, Canada
inferred← citeshttps://doi.org/10.1007/s11136-020-02446-0openalex-snapshot
Psychometric characteristics of the WHOQOL-SRPB Scale in a population of stroke survivors and caregivers
inferred← citeshttps://doi.org/10.1007/s11136-020-02719-8openalex-snapshot
Cross-cultural adaptation into French and validation of the SCAR-Q questionnaire
inferred← citeshttps://doi.org/10.1007/s11136-022-03125-yopenalex-snapshot
Psychometric validity and reliability of the 10- and 2-item Connor–Davidson resilience scales among a national sample of Americans responding to the Covid-19 pandemic: an item response theory analysis
inferred← citeshttps://doi.org/10.1007/s11162-021-09623-1openalex-snapshot
Examining the Psychometric Properties of a New Integrative Learning Scale
inferred← citeshttps://doi.org/10.1007/s11165-020-09933-xopenalex-snapshot
Design and Validation of an Instrument to Measure Students’ Interactions and Satisfaction in Undergraduate Chemistry Laboratory Classes
inferred← citeshttps://doi.org/10.1007/s11191-017-9899-xopenalex-snapshot
The Impact of Explicit Teaching of Methodological Aspects of Physics on Scientistic Beliefs and Interest
inferred← citeshttps://doi.org/10.1007/s11199-016-0579-0openalex-snapshot
Gender Differences in Work-Family Guilt in Parents of Young Children
inferred← citeshttps://doi.org/10.1007/s11199-019-01114-zopenalex-snapshot
Public Attitudes about Transgender Participation in Sports: The Roles of Gender, Gender Identity Conformity, and Sports Fandom
inferred← citeshttps://doi.org/10.1007/s11205-012-0149-yopenalex-snapshot
Development and Validation of the Middle Years Development Instrument (MDI): Assessing Children’s Well-Being and Assets across Multiple Contexts
inferred← citeshttps://doi.org/10.1007/s11205-014-0685-8openalex-snapshot
Dimensionality, Reliability and Validity of the InterRAI Depression Rating Scale in a Canadian Palliative Care Population
inferred← citeshttps://doi.org/10.1007/s11218-025-10040-wopenalex-snapshot
Coping with diversity in classrooms: predicting Intercultural Self-Efficacy in mandatory education teachers
inferred← citeshttps://doi.org/10.1007/s11218-025-10101-0openalex-snapshot
The roles of moral disengagement and basic moral sensitivity in university students’ antisocial bystander intentions towards relational bullying
inferred← citeshttps://doi.org/10.1007/s11409-026-09489-7openalex-snapshot
Assessing knowledge, use, quality, and effectiveness of self-regulated learning strategies – introducing the KUQE-SRL
inferred← citeshttps://doi.org/10.1007/s11469-022-00960-5openalex-snapshot
Development of an Instrument to Assess Expectations for the Use of Online Gaming, Social Networking Sites, and Online Pornography: the Marburg Internet Use Expectations (MINUS-X) Questionnaire
inferred← citeshttps://doi.org/10.1007/s11469-024-01268-2openalex-snapshot
Validation of Alcohol Use Disorders Identification Test (AUDIT) in Brazilian Colleges: Network Analysis, Measurement Invariance and Screening Efficiency
inferred← citeshttps://doi.org/10.1007/s11606-014-2912-zopenalex-snapshot
Resident Duty Hours: A Survey of Internal Medicine Program Directors
inferred← citeshttps://doi.org/10.1007/s12119-015-9331-0openalex-snapshot
A Different Approach in Developing a Sexual Self-Concept Scale for Adolescents in Accra, Ghana
inferred← citeshttps://doi.org/10.1007/s12119-024-10272-6openalex-snapshot
Psychometric Properties of the Modern Homonegativity Scale among a Sample of Asian Americans
inferred← citeshttps://doi.org/10.1007/s12144-018-9999-zopenalex-snapshot
Psychometric qualities of the Argentine version of the Dutch work addiction scale (DUWAS)
inferred← citeshttps://doi.org/10.1007/s12144-020-00778-1openalex-snapshot
Psychometric properties of the Portuguese version of the cognitive emotion regulation questionnaire - kids version (CERQ-kids) among a sample of children and adolescents exposed to wildfires
inferred← citeshttps://doi.org/10.1007/s12144-020-01310-1openalex-snapshot
Reactance and personality: assessing psychological reactance using a biopsychosocial and person-centered approach
inferred← citeshttps://doi.org/10.1007/s12144-021-02143-2openalex-snapshot
Adaptation and validation of the gratitude questionnaire (GQ-6) for the Indian context
inferred← citeshttps://doi.org/10.1007/s12144-022-02957-8openalex-snapshot
The Self-perception of Text message Dependence Scale (STDS): A Brazilian-Portuguese validation and expansion of its psychometric properties
inferred← citeshttps://doi.org/10.1007/s12144-022-03550-9openalex-snapshot
Autonomy-supportive agents: whose support matters most, and how does it unfold in the workplace?
inferred← citeshttps://doi.org/10.1007/s12144-023-05550-9openalex-snapshot
Moderating effect of socioeconomic status on nonlinear relationship between job quality and quality of life
inferred← citeshttps://doi.org/10.1007/s12144-024-05705-2openalex-snapshot
Meta-emotion philosophy in teachers from kindergarten to middle school
inferred← citeshttps://doi.org/10.1007/s12144-024-06430-6openalex-snapshot
The prosocial behaviors toward different targets scale – brief version: validation in a sample of Italian emerging adults
inferred← citeshttps://doi.org/10.1007/s12144-024-06962-xopenalex-snapshot
Adaptation of the conflict tactics scales (CTS-2), in a Peruvian male sample
inferred← citeshttps://doi.org/10.1007/s12144-025-07305-0openalex-snapshot
Psychometric properties of the Spanish version of the Mental Health Literacy questionnaire (MHLq-E)
inferred← citeshttps://doi.org/10.1007/s12187-018-9562-3openalex-snapshot
Validity of the Middle Years Development Instrument for Population Monitoring of Student Wellbeing in Australian School Children
inferred← citeshttps://doi.org/10.1007/s12187-023-10082-6openalex-snapshot
The Implications of the COVID-19 Pandemic for the Construction of the Family Affluence Scale: Findings from 16 Countries
inferred← citeshttps://doi.org/10.1007/s12310-015-9154-zopenalex-snapshot
Parent, Child, and Teacher Reports of School Climate as Predictors of Peer Victimization, Internalizing and Externalizing in Elementary School
inferred← citeshttps://doi.org/10.1007/s12310-015-9171-yopenalex-snapshot
The Functionality of Four Bullying Involvement Classification Schemas: Prevalence Rates and Associations with Mental Health and School Outcomes
inferred← citeshttps://doi.org/10.1007/s12310-026-09892-0openalex-snapshot
School Bullying Measurement: Convergence Between Self-Reported Behavior-Based, Definition-Based, and Peer-Reported Measures and Their Unique Associations with Students’ Psychosocial Adjustment
inferred← citeshttps://doi.org/10.1007/s12369-026-01435-6openalex-snapshot
A Multi-Construct Protocol for Assessing Child–Robot Interaction in Primary School Settings
inferred← citeshttps://doi.org/10.1007/s12529-016-9590-7openalex-snapshot
Analyzing Change Processes Resulting from a Smartphone Maintenance Intervention Based on Acceptance and Commitment Therapy for Women with Chronic Widespread Pain
inferred← citeshttps://doi.org/10.1007/s12671-019-01108-8openalex-snapshot
Validation of the Spanish Version of the Child and Adolescent Mindfulness Measure (CAMM) with Samples of Spanish and Chilean Children and Adolescents
inferred← citeshttps://doi.org/10.1007/s12671-019-01241-4openalex-snapshot
The Psychometric Properties of the Portuguese Version of the State Mindfulness Scale
inferred← citeshttps://doi.org/10.1007/s12671-023-02170-zopenalex-snapshot
A Multiple Indicator Multiple Cause (MIMIC) model of the Self-Compassion Scale Youth (SCS-Y) and investigation of differential item functioning in China, Hong Kong and UK adolescents
inferred← citeshttps://doi.org/10.1007/s40299-013-0075-zopenalex-snapshot
Coefficient Alpha and Beyond: Issues and Alternatives for Educational Research
inferred← citeshttps://doi.org/10.1007/s40368-016-0256-6openalex-snapshot
Behavioural characteristics in externalising children with low and elevated risk for dental caries
inferred← citeshttps://doi.org/10.1007/s40519-017-0420-yopenalex-snapshot
Male body dissatisfaction scale (MBDS): proposal for a reduced model
inferred← citeshttps://doi.org/10.1007/s40519-021-01158-9openalex-snapshot
The children’s eating attitudes test: French validation of a short version
inferred← citeshttps://doi.org/10.1007/s40519-021-01239-9openalex-snapshot
Validation of the inflexible eating questionnaire in a large sample of Chinese adolescents: psychometric properties and gender-related differential item functioning
inferred← citeshttps://doi.org/10.1007/s40519-022-01448-wopenalex-snapshot
Psychometric properties of the Chinese version of the Female Muscularity Scale among Chinese young women
inferred← citeshttps://doi.org/10.1007/s40573-019-00099-2openalex-snapshot
Ein Multiple-Choice-Test zum konzeptuellen Verständnis der Kraftwirkung auf Ladungsträger in statischen elektrischen und magnetischen Feldern
inferred← citeshttps://doi.org/10.1007/s40653-021-00341-5openalex-snapshot
Psychometric Properties of the Dominic Interactive in a Sample of French Canadian Sexually Abused Children
inferred← citeshttps://doi.org/10.1007/s40865-024-00259-0openalex-snapshot
Psychopathic Traits in Childhood and Depression Symptoms in Adolescence: the Mediating Role of Peer Victimization
inferred← citeshttps://doi.org/10.1007/s40979-022-00113-0openalex-snapshot
Lack of ethics or lack of knowledge? European upper secondary students’ doubts and misconceptions about integrity issues
inferred← citeshttps://doi.org/10.1007/s41237-022-00158-yopenalex-snapshot
The effect of various simultaneous sources of mechanical error in the estimators of correlation causing deflation in reliability: seeking the best options of correlation for deflation-corrected reliability
inferred← citeshttps://doi.org/10.1007/s41237-022-00162-2openalex-snapshot
Artificial systematic attenuation in eta squared and some related consequences: attenuation-corrected eta and eta squared, negative values of eta, and their relation to Pearson correlation
inferred← citeshttps://doi.org/10.1007/s41237-025-00279-0openalex-snapshot
Dimension-corrected discrimination index
inferred← citeshttps://doi.org/10.1007/s41543-018-0005-1openalex-snapshot
General, Health-Specific, and Housing-Specific Self-Efficacy Scales: Preliminary Reliability and Validity Evidence with Homeless or Vulnerably Housed Adults
inferred← citeshttps://doi.org/10.1007/s41543-021-00046-4openalex-snapshot
How distinct are eudaimonia and hedonia? It depends on how they are measured
inferred← citeshttps://doi.org/10.1007/s41811-020-00067-6openalex-snapshot
Cross-cultural Validation of the Young Schema Questionnaire for Adolescents in Portuguese and Brazilian Samples
inferred← citeshttps://doi.org/10.1007/s42087-022-00277-8openalex-snapshot
Human, Animal and Automata Attributions: an Investigation of the Multidimensionality of the Ontologization Process
inferred← citeshttps://doi.org/10.1007/s42330-022-00196-4openalex-snapshot
The Development and Application of a Public Energy Literacy Instrument
inferred← citeshttps://doi.org/10.1007/s42844-024-00134-3openalex-snapshot
Validation of the Greek Warwick-Edinburgh Mental Well-Being Scale (WEMWBS) in a Mature Student Community-Based Sample
inferred← citeshttps://doi.org/10.1007/s43076-021-00104-zopenalex-snapshot
Evidence of Validity for the Brazilian Version of the Young Schema Questionnaire—Short Form (YSQ-S3)
inferred← citeshttps://doi.org/10.1007/s44192-024-00083-4openalex-snapshot
Coercion in psychiatry: psychometric validation of the Portuguese Staff Attitudes to Coercion Scale (SACS)
inferred← citeshttps://doi.org/10.1016/b978-0-12-802219-1.00002-xopenalex-snapshot
Classical Test Theory, Generalizability Theory, and Item Response Perspectives on Reliability
inferred← citeshttps://doi.org/10.1016/j.aap.2022.106832openalex-snapshot
Why are newly qualified motorists at high crash risk? Modelling driving behaviours across the first six months of driving
inferred← citeshttps://doi.org/10.1016/j.abrep.2019.100172openalex-snapshot
Validation of a substance craving questionnaire (SCQ) in Italian population
inferred← citeshttps://doi.org/10.1016/j.abrep.2023.100499openalex-snapshot
Validation of the 7-Item Domain-General Gambling Harm Scale (DGHS-7)
inferred← citeshttps://doi.org/10.1016/j.addbeh.2017.05.021openalex-snapshot
Impulsivity and history of behavioral addictions are associated with drug use in adolescents
inferred← citeshttps://doi.org/10.1016/j.addbeh.2018.03.016openalex-snapshot
The psychometric properties of the Persian version of the metacognitions about Smoking Questionnaire among smokers
inferred← citeshttps://doi.org/10.1016/j.adolescence.2020.08.009openalex-snapshot
Changes in positive and negative peer influences and depressive symptoms from adolescence to young adulthood
inferred← citeshttps://doi.org/10.1016/j.agsy.2022.103487openalex-snapshot
Analysis of perceived robustness, adaptability and transformability of Spanish extensive livestock farms under alternative challenging scenarios
inferred← citeshttps://doi.org/10.1016/j.anpede.2018.04.005openalex-snapshot
Parent-reported health-related quality of life in Spanish pre-schoolers: Psychometric properties of the Kiddy-KINDL-R
inferred← citeshttps://doi.org/10.1016/j.anpede.2024.03.042openalex-snapshot
Psychometric properties of the Eating Attitudes Test-26 in Spanish schoolchildren
inferred← citeshttps://doi.org/10.1016/j.anpedi.2018.04.019openalex-snapshot
Calidad de vida relacionada con la salud informada por los padres en preescolares españoles: propiedades psicométricas del Kiddy-KINDL-R
inferred← citeshttps://doi.org/10.1016/j.anpedi.2024.01.006openalex-snapshot
Propiedades psicométricas del Eating Attitudes Test-26 en escolares españoles
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