Complex problem solving and intelligence: A meta-analysis

Research output: Journal contributionsJournal articlesResearchpeer-review

Authors

  • Matthias Stadler
  • Nicolas Becker
  • Markus Gödker
  • Detlev Leutner
  • Samuel Greiff

The purpose of this meta-analysis is to examine the nature and magnitude of the relation between complex problem- solving skills (CPS) and intelligence, a topic that has been widely discussed and that has instigated a vast array of partially contradicting findings in the past. Theoretically, researchers have hypothesized the two constructs to be everything from completely separate to identical. Over the course of almost four decades, empirical studies yielded results in support of both arguments. Our meta-analysis of 47 studies containing 60 independent samples and a total sample size of 13,740 participants revealed a substantial correlation of CPS and intelligence with an average effect size of M(g) = .433. In addition, we investigated whether the operationalization of CPS and intelligence moderated this correlation. Whereas there were no significant correlation differences considering the operationalization of intelligence, the approach used to measure CPS moderated the correlation of CPS and intelligence. Especially the most recent approach towards the assessment of CPS yielded the strongest associations between the two constructs. Implications for existing theories and future research are discussed.

Original languageEnglish
JournalIntelligence
Volume53
Pages (from-to)92-101
Number of pages10
ISSN0160-2896
DOIs
Publication statusPublished - 01.12.2015
Externally publishedYes

    Research areas

  • Complex problem-solving, Dynamic decision making, Intelligence, Meta-analysis, Multiple complex systems
  • Psychology

Recently viewed

Activities

  1. Experiences with applying for and managing large DFG projects
  2. Networking for the environment: How does environmental orientation influence start-ups’ networking frequency and size?
  3. Plenary lecture entitled: Discrete Lyapunov Controllers for an Actuator in Camless Engines
  4. Applications of transfer operator methods in fluid dynamics
  5. Presentation of the paper entitled "Soft Optimal Computing to Identify Surface Roughness in Manufacturing using a Gaussian and a Trigonometric Regressor"
  6. A Garbage Can Model of Institutional Innovation: Field Transformation through Issue Framing Processes in the Interstitial Space, where Problems and Solutions Meet
  7. Towards a fully-automated adaptive e-learning environment: A predictive model for difficulty generating factors in gap-filling activities that target English tense-aspect-mood
  8. The effects of explicit instruction on directives and modifiers in written ELF peer feedback
  9. Architecture of Computing Systems - ARCS2008
  10. Organizing temporality: A practice perspective on the multilayered architecture of accelerators
  11. Presentation of the paper entitled "Soft Optimal Computing to Identify Surface Roughness in Manufacturing using a Monotonic Regressor"
  12. Revitalizing the Script as a Concept to Understand Structure and Agency in Institutional Theory
  13. PEER Workshop - 2013
  14. Mirrored piezo servo hydraulic actuators for use in camless combustion engines and its Control with mirrored inputs and MPC
  15. Memory Acts: Memory without Representation.: Theoretical and Methodological Suggestions
  16. Navigating between Predictability and Creativity in Complex Innovation Processes: The Role of Entrainment and Detrainment in Temporal Work
  17. The Domestication Approach Revisited in the Context of Digitization, Mobilization and Mediatization
  18. Trajectory-based Lagrangian approaches for the extraction and characterization of coherent structures in turbulent convection

Publications

  1. A decoupled MPC using a geometric approach and feedforward action for motion control in robotino
  2. Multi-view learning with dependent views
  3. Inversion of fuzzy neural networks for the reduction of noise in the control loop
  4. A Control Scheme for PMSMs using Model Predictive Control and a Feedforward Action in the Presence of Saturated Inputs
  5. Finding Creativity in Predictability: Seizing Kairos in Chronos Through Temporal Work in Complex Innovation Processes
  6. The role of reading time complexity and reading speed in text comprehension
  7. A general structural property in wavelet packets for detecting oscillation and noise components in signal analysis
  8. XOperator - An extensible semantic agent for instant messaging networks
  9. A denoising procedure using wavelet packets for instantaneous detection of pantograph oscillations
  10. An application of multiple behavior SIA for analyzing data from student exams
  11. Promising practices for dealing with complexity in research for development
  12. A comparison of ML, WLSMV and Bayesian methods for multilevel structural equation models in small samples: A simulation study
  13. Sliding-Mode-Based Input-Output Linearization of a Peltier Element for Ice Clamping Using a State and Disturbance Observer
  14. Using sequential injection analysis for fast determination of phosphate in coastal waters
  15. Proxies
  16. Using Wikipedia for Cross-Language Named Entity Recognition
  17. Proceedings of TextGraphs-17: Graph-based Methods for Natural Language Processing
  18. Conceptualizing Role Development in Agile Transformations
  19. Continuous and Discrete Concepts for Detecting Transport Barriers in the Planar Circular Restricted Three Body Problem
  20. Design and characterization of an EOG signal acquisition system based on the programming of saccadic movement routines
  21. Q-Adaptive Control of the nonlinear dynamics of the cantilever-sample system of an Atomic Force Microscope
  22. Tracking control of a piezo-hydraulic actuator using input-output linearization and a Cascaded Extended Kalman Filter structure
  23. Teachers’ use of data from digital learning platforms for instructional design