Analyzing different types of moderated method effects in confirmatory factor models for structurally different methods

Research output: Journal contributionsJournal articlesTransfer

Authors

An extension of two confirmatory factor models for multitrait-multimethod measurement designs with structurally different methods to the analysis of latent interaction effects is presented: the nonlinear latent difference (NL-LD) model and the nonlinear correlated trait–correlated method-minus-one (NL-CTC[M – 1]) model. Both models are compared with regard to (a) the psychometric definition of the latent variables, (b) the capabilities of explaining latent method effects, and (c) the analysis of latent interaction effects. Using the latent moderated structural equation approach, we show how moderated method effects can be examined in the NL-CTC(M – 1) model. This fine-grained analysis of method effects is not feasible using the classical NL-LD model. We propose an extended version of the NL-LD model, which recovers the results of the NL-CTC(M – 1) model. The different versions of the nonlinear multimethod models are illustrated using real data from a multirater study. Finally, the advantages and challenges of incorporating latent interaction effects in complex CFA–MTMM models are discussed.
Original languageEnglish
JournalStructural Equation Modeling: A Multidisciplinary Journal
Volume25
Issue number2
Pages (from-to)179 - 200
Number of pages22
ISSN1070-5511
DOIs
Publication statusPublished - 04.03.2018

Recently viewed

Publications

  1. A coding scheme to analyse global text processing in computer supported collaborative learning: What eye movements can tell us
  2. Binary Random Nets I
  3. Using Natural Language Processing Techniques to Tackle the Construct Identity Problem in Information Systems Research
  4. Ant colony optimization algorithm and artificial immune system applied to a robot route
  5. Development of a Didactic Graphical Simulation Interface on MATLAB for Systems Control
  6. Graph Conditional Variational Models: Too Complex for Multiagent Trajectories?
  7. Analysis of Complexity Reduction in Kalman Filters Through Decoupling Control With Chattered Inputs in PMSM
  8. Towards a Dynamic Interpretation of Subjective and Objective Values
  9. Using protochirons for three-dimensional coding of certain chemical structures.
  10. Adaptive and Dynamic Feedback Loops between Production System and Production Network based on the Asset Administration Shell
  11. Predicting the Difficulty of Exercise Items for Dynamic Difficulty Adaptation in Adaptive Language Tutoring
  12. The Scalable Question Answering Over Linked Data (SQA) Challenge 2018
  13. A Lightweight Simulation Model for Soft Robot's Locomotion and its Application to Trajectory Optimization
  14. Application of non-convex rate dependent gradient plasticity to the modeling and simulation of inelastic microstructure development and inhomogeneous material behavior
  15. Isocodal and isospectral points, edges, and pairs in graphs and how to cope with them in computerized symmetry recognition
  16. On the Power and Performance of a Doubly Latent Residual Approach to Explain Latent Specific Factors in Multilevel-Bifactor-(S-1) Models
  17. Building a process layer for business applications using the blackboard pattern
  18. A discrete approximate solution for the asymptotic tracking problem in affine nonlinear systems
  19. Global text processing in CSCL with learning protocols
  20. Performance and Comfort when Using Motion-Controlled Tools in Complex Tasks
  21. Neural network-based adaptive fault-tolerant control for strict-feedback nonlinear systems with input dead zone and saturation
  22. N3 - A collection of datasets for named entity recognition and disambiguation in the NLP interchange format
  23. Comparing the Sensitivity of Social Networks, Web Graphs, and Random Graphs with Respect to Vertex Removal
  24. Optimal trajectory generation using MPC in robotino and its implementation with ROS system
  25. Multi-Parallel Sending Coils for Movable Receivers in Inductive Charging Systems
  26. On the Nonlinearity Compensation in Permanent Magnet Machine Using a Controller Based on a Controlled Invariant Subspace
  27. Paraphrasing Method for Controlling a Robotic Arm Using a Large Language Model
  28. Anomaly detection in formed sheet metals using convolutional autoencoders
  29. A Multilevel CFA-MTMM Model for Nested Structurally Different Methods
  30. Selection and Recognition of Statistically Defined Signals in Learning Systems
  31. Linux-based Embedded System for Wavelet Denoising and Monitoring of sEMG Signals using an Axiomatic Seminorm
  32. Neural Combinatorial Optimization on Heterogeneous Graphs
  33. Constructions and Reconstructions. The Architectural Image between Rendering and Photography