Bayesian Analysis of Longitudinal Multitrait: Multimethod Data with Ordinal Response Variables

Publikation: Beiträge in ZeitschriftenZeitschriftenaufsätzeForschungbegutachtet

Authors

A new multilevel latent state graded response model for longitudinal multitrait–multimethod (MTMM) measurement designs combining structurally different and interchangeable methods is proposed. The model allows researchers to examine construct validity over time and to study the change and stability of constructs and method effects based on ordinal response variables. We show how Bayesian estimation techniques can address a number of important issues that typically arise in longitudinal multilevel MTMM studies and facilitates the estimation of the model presented. Estimation accuracy and the impact of between- and within-level sample sizes as well as different prior specifications on parameter recovery were investigated in a Monte Carlo simulation study. Findings indicate that the parameters of the model presented can be accurately estimated with Bayesian estimation methods in the case of low convergent validity with as few as 250 clusters and more than two observations within each cluster. The model was applied to well-being data from a longitudinal MTMM study, assessing the change and stability of life satisfaction and subjective happiness in young adults after high-school graduation. Guidelines for empirical applications are provided and advantages and limitations of a Bayesian approach to estimating longitudinal multilevel MTMM models are discussed.
OriginalspracheEnglisch
ZeitschriftBritish Journal of Mathematical and Statistical Psychology
Jahrgang70
Ausgabenummer1
Seiten (von - bis)42-80
Anzahl der Seiten39
ISSN0007-1102
DOIs
PublikationsstatusErschienen - 01.02.2017

Bibliographische Notiz

Publisher Copyright:
© 2017 The British Psychological Society

DOI

Zuletzt angesehen

Aktivitäten

  1. kultur.informatik
  2. Unendlich
  3. Contingencies of Art Policy: Comparing Probabilistic and Deterministic Cultural Planning Modes in Baltimore and Hamburg
  4. Information, not Representation: Crowdworker Participation on Digital Work Platforms
  5. Meta analysis as a strategy of evidence-based participation research: The example of the project ‘EDGE’
  6. Observing Videos of Teachers’ Own or Others’ Classrooms. What Do Teachers Learn When They Analyze Two Different Video Types?
  7. Rechtskonformität in der Polizei
  8. A Tool for Applications: Wavelet Packets
  9. 19th Annual SemFest
  10. Exploring crowdworker participation on digital work platforms
  11. Common Ground #3. Where the Circles Intersect
  12. The Use of Media in Intercultural Dialogue "dialogo_dialog"!: Investigation of a Research Event in Terms of Communication without Language
  13. ISKO Lectures Summer Semester 2016
  14. Workshop "External Actors’ Responses to the Arab Spring The EU in Comparative Perspective" - 2013
  15. Info-Seminar - Programmieren mit MATLAB - 2015
  16. MDPI (Verlag)
  17. Crumpled Times. Temporal and Epistemological Depths of Agent-Based Traffic Simulations
  18. 1st ECPR Winter School in Methods and Techniques 2012
  19. Simulation
  20. Analyzing Digital Markets as Fields
  21. Rethinking Otherness: Cosmopolitanism and new platforms
  22. Is Transaction Cost Theory a useful Perspective for Make-and-Buy?
  23. Computersimulation als Erkenntnismethode
  24. An Optimal Polynomial Trajectory for Electromagnetic Actuators
  25. CeBIT 2014
  26. The impact of information on diabetes patients' acceptance of internet-based depression interventions: a randomized controlled trial.
  27. Multi-level Governance, Policy Implementation & Participation: The Mandated Participatory Planning Approach to Implementing Environmental Policy

Publikationen

  1. Optimal trajectory generation for camless internal combustion engine valve control
  2. Effect of silicon content on hot working, processing maps, and microstructural evolution of cast TX32-0.4Al magnesium alloy
  3. Multifractality Versus (Mono-) Fractality as Evidence of Nonlinear Interactions Across Timescales
  4. Development of high performance single-phase solid solution magnesium alloy at low temperature
  5. Informatik
  6. Spatial Tests, Familiarity with the Surroundings, and Spatial Activity Experience
  7. The Role of Output Vocabulary in T2T LMs for SPARQL Semantic Parsing
  8. Errors in Working with Office Computers
  9. Applied Conversation Analysis in Foreign Language Didactics
  10. Comparing marginal effects between different models and/or samples
  11. On the Direct Kinematics Problem of Parallel Mechanisms
  12. Using (Quantitative) Structure-Activity Relationships in Pharmaceutical Risk Assessment
  13. Challenges for postdocs in Germany and beyond:
  14. Metamodelizing the Territory
  15. An EKF-based observer for sensorless valve control in camless internal combustion engine
  16. Hot forging of cast magnesium alloy TX31 using semi-closed die and its finite element simulation
  17. Bird's Response to Revegetation of Different Structure and Floristics-Are "Restoration Plantings" Restoring Bird Communities?
  18. Effect of internal defects on tensile properties of A356 casting alloys
  19. Forging of Mg–3Sn–2Ca–0.4Al Alloy Assisted by Its Processing Map and Validation Through Analytical Modeling
  20. Estimation of minimal data sets sizes for machine learning predictions in digital mental health interventions
  21. CHANGING RECREATIONAL ACTIVITIES FOR REDUCING INSOMNIA SEVERITY? RESULTS FROM A SERIAL MEDIATION ANALYSIS ON THE IMPACT OF RECREATIONAL BEHAVIOR AS A MECHANISM OF CHANGE IN DIGITAL INTERVENTIONS FOR INSOMNIA
  22. (De)Composing Public Value
  23. The Network Dynamics of Movements