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Version 1.1 – Updated August 2021

Student control over learning

Overview

  • Influence: Student control over learning
  • Domain: Student Learning Strategies
  • Sub-Domain: Student-focused interventions
  • Potential to Accelerate Student Achievement: Likely to have a small positive impact
  • Influence Definition: Involves students taking responsibility for their own instruction (often via computer-based learning), their pace of learning, how much time they spend on learning each step, and control over where to go next in their learning.

Evidence

  • Number of meta-analyses: 6
  • Number of studies: 226
  • Number of students: 10,007
  • Number of effects: 383
  • Effect size: 0.02

Meta-Analyses

Meta-Analyses
Journal Title Author First Author's Country Article Name Year Published Variable Number of Studies Number of Students Number of Effects Effect Size
Journal of Educational Computing Research Niemiec, Sikorski, & Walberg USA Learner-control effects: a review of reviews and a meta-analysis 1996 Student control over learning in ICT 24 0 24 -0.03
Psychological Bulletin Patall, Cooper, & Robinson USA The effects of choice on intrinsic motivation and related outcomes: a meta-analysis of research findings 2008 Control over learning on subsequent control 41 0 14 0.10
Review of Educational Research Karich, Burns, & Maki USA Updated meta-analysis of learner control within educational technology 2014 Control over learning in ICT 18 3,618 29 0.05
Human factors Carolan, Hutchins, & Wickens Costs and benefits of more learner freedom: Meta-analyses of exploratory and learner control training methods. 2014 Control over learning 40 0 144 0.02
Unpublished Thesis Parsons USA A meta-analysis of learner control in computer-based learning environments. 1992 Control over learning in ICT 41 4,375 94 -0.04
Journal of Business & Psychology Landers & Reddock USA A meta-analytic investigation of objective learner control in web-based instruction. 2017 Control over learning in ICT 62 2,014 78 0.02
TOTAL/AVERAGE 226 10,007 383 0.02

Confidence

The Confidence is the average of these four measures, each divided into five approximately equal groups and assigned a value from 1 to 5 based on the following criteria:

  • Number of Meta-analyses
    • 1 = 1
    • 2 = 2–3
    • 3 = 4–6
    • 4 = 7–9
    • 5 = 10+
  • Number of Studies
    • 1 = 1–10
    • 2 = 11–50
    • 3 = 51–200
    • 4 = 201–400
    • 5 = 400+
  • Number of Students
    • 1 = 1–2,500
    • 2 = 2,501–10,000
    • 3 = 10,000–20,000
    • 4 = 20,000–100,000
    • 5 = 100,001+
  • Number of Effects
    • 1 = 1–100
    • 2 = 101–300
    • 3 = 301–600
    • 4 = 601–1,200
    • 5 = 1,200+
Confidences
Number of Meta-Analyses Number of Studies Number of Students Number of Effects Overall Confidence
Confidence Factor 3 4 3 3 3
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