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Table 2 Effect sizes of using ECEs in grades 1 to 8 mathematics

From: The effects of using exploratory computerized environments in grades 1 to 8 mathematics: a meta-analysis of research

Study (first author)

ES

SE

95% CI

Reliability of measure

Program used, research findings, research specifications

Lower

Upper

Pilli (2013)

0.76

0.24

0.05

1.09

Researcher developed, Cronbach’s α = 0.9

Used Frizbi Mathematics 4. Explored arithmetic operations

Kong (2007)

−0.33

0.27

0.12

1.15

Teacher developed

Used Graphical Partitioning Model (GPM). Fraction operations were explored. GPM has a potential for promoting collaborative learning

Hwang (2013)

0.72

0.59

0.07

1.93

Researcher developed

Used virtual manipulative and 3D objects. Investigated the effect of peer learning

Lai (2012)

0.51

0.18

0.71

0.97

California Mathematics Standard Test

Used NeoGeo. Interactive environment helped make the applications meaningful. Investigated a peer effect

Chang (2006)

0.77

0.18

0.26

0.96

Researcher developed

Used schemata-developed problem solving. Provided teacher guidance to support phases of problem solving

Erbas (2011)

2.36

0.05

0.26

0.71

Researcher developed

Used DGE. Dynamic environment contextualized scenarios well

Roschelle (2010)

0.63

0.07

0.51

0.75

Researcher developed

Used SimCalcMathWorlds. Explored the concepts of change

Kapa (2007)

0.68

0.20

0.20

1.00

Ministry of Education guided

Used three-step problem-solving and open-ended scenarios

Papadopoulos (2008)

0.34

0.21

0.22

1.02

Researcher developed

Used computers to help explore hypotheses and verify the solutions

Eid (2005)

0.20

0.16

0.19

0.92

Standardized

Contrasted students’ performance using computerized scenarios and traditional representations

Huang (2012)

3.27

0.26

0.29

1.13

Researcher designed

Used onscreen presented solutions to walk students through the course of thinking

Lan (2010)

0.18

0.40

0.09

0.42

CEA assessment

Used Group Scribbles (GS) platform that enhances collaboration. Developed stages of problem solving

Van Loon-Hillen (2012)

−0.01

0.39

0.20

1.40

Researcher developed

Worked examples to help with following procedures

Guven (2012)

0.61

0.32

0.19

1.22

Researcher developed

Used dynamic geometry software (DGS). Developed four stages of difficulty: recognition, analysis, deductive, and rigorous

Chen (2010)

0.71

0.34

0.01

1.30

Teacher developed

Incorporated personal contexts that helped students relate mathematics concepts with their experience

Ku (2002)

0.23

0.18

0.26

0.96

Teacher developed

Used personalized context to help students with mathematics concept understanding

Suh (2007)

0.14

0.34

0.09

1.30

Researcher developed

Incorporated principle of balance scale to model linear equations

Panaoura (2012)

0.37

0.13

0.34

0.85

Researcher developed

Developed program that divided problem into stages that focused the students’ attention of cognitive processes

Kanive (2013)

0.36

0.27

0.05

1.14

Researcher developed

Computer program provides intermediate feedback

Shin (2013)

0.39

0.31

−0.04

1.23

Researcher developed

Computer program provided a game-like environment

Hwang (2010)

0.57

0.27

0.03

1.14

Teacher developed

Used computer programs to provide students with tasks descriptions

Kesan (2013)

0.71

0.32

−0.04

1.25

Researcher developed

Used Sketchpad geometry software

Cakir (2010)

0.69

0.22

0.17

1.03

Used PISA test bank

Used computer program to personalized and scaffold tasks

  1. ES, effect size; SE, standard error; PISA, Program for International Student Assessment; DGE, Dynamic Geometry Environment.