Introduction
Theoretical framework
Individual interest
Self-efficacy
Expectancy-value theory
(Vocational) interest and self-efficacy in the field of technology
Interest in technology
Vocational interest in technology
Technology-specific self-efficacy
Technology education in different subjects
Research questions
Materials and methods
Instruments and sample
General and specific interest in the context of school, leisure time, and future job
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“In my leisure time, I have often worked with technology in the last 6 months” (scale: “Interest in technology in leisure time”).
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“At school, I find it useful to learn about technology” (scale: “Interest in technology at school”).
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“I would be happy to have something to do with technology in my future job” (scale: “Interest in technology in the future job”).
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“In my future job, I would like to construct and produce technical devices myself” (scale: “Interest in technology with regard to specific activities in the future job”).
Specific interest in activities within the design process
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working/work with machines and other technical tools (scale: “Using and repairing”).
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making/make sketches of new products (scale: “Planning and designing”).
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reading/read newspaper articles covering technological issues (scale: “Understanding, explaining and evaluating”).
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developing/develop ideas for new (eco-friendly) products (in a team)” (scales: “Inventing, developing and building”; “Designing eco-friendly product”, “Team”).
Self-efficacy in solving technical tasks
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“I’m confident that I can fix a dripping tap myself” (scale: “Using and repairing”).
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“If I make an effort, I can explain technical issues without difficulty” (scale: “Understanding and explaining).
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“Even if I am under time pressure, I can draw very accurate sketches and plans” (scale: “Planning and designing).
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“If my handicraft teacher shows us how to do something, I’m convinced that I will succeed in doing the task myself” (scale: “Craft-related tasks”).
Data analysis
Significance tests and effect sizes
Principal component and reliability analysis
Structural equation modelling
Results
Research question 1: general and specific interest
General interest in the contexts of leisure time, school, and future job
Subscales “interest in technology in different contexts” | # Items | α | All M (SD) | Girls M (SD) | Boys M (SD) | t test (T value) | Effect size (d) |
---|---|---|---|---|---|---|---|
Interest in technology in leisure time | 4 | 0.78 | 2.88 (0.69) | 2.61 (0.68) | 3.13 (0.62) | 8.68* |
0.8
|
Interest in technology at school | 3 | 0.75 | 2.60 (0.73) | 2.41 (0.66) | 2.78 (0.75) | 5.70* | 0.5 |
Vocational interest in activities within a design process | 7 | 0.89 | 2.26 (0.74) | 1.87 (0.57) | 2.62 (0.69) | 13.07** |
1.2
|
Specific interest in activities within a design process
Subscales of specific interest in design-process activities | # Items | α | All M (SD) | Girls M (SD) | Boys M (SD) | t test (T value) | Effect size (d) |
---|---|---|---|---|---|---|---|
Using and repairing | 4 | 0.80 | 2.59 (0.78) | 2.18 (0.65) | 2.97 (0.69) | 12.93* |
1.2
|
Understanding, explaining and evaluating | 5 | 0.89 | 2.27 (0.66) | 2.04 (0.56) | 2.48 (0.66) | 7.79* | 0.7 |
Inventing, developing and building | 6 | 0.80 | 2.79 (0.78) | 2.51 (0.74) | 3.04 (0.73) | 7.87* | 0.7 |
Planning and designing | 4 | 0.75 | 2.57 (0.71) | 2.52 (0.66) | 2.62 (0.75) | 0.29 | n.s. |
Designing an eco-friendly product | 4 | 0.71 | 2.57 (0.72) | 2.56 (0.72) | 2.58 (0.73) | 0.29 | n.s. |
Vocational interest in activities within a design process
Single items concerning activities in future job: In my future job, I would like to … | All M (SD) | Girls M (SD) | Boys M (SD) | t test (T value) | Effect size (d) |
---|---|---|---|---|---|
Construct and build technical tools | 2.12 (0.98) | 1.66 (0.71) | 2.56 (0.98) | 11.59** |
1.1
|
Invent and develop new technical tools | 2.11 (0.94) | 1.67 (0.72) | 2.51 (0.95) | 10.98** |
1.0
|
Explain and sell technical tools | 2.18 (0.88) | 1.78 (0.69) | 2.56 (0.87) | 10.74** |
1.0
|
Know more about technical tools | 2.28 (0.93) | 1.87 (0.75) | 2.67 (0.91) | 10.47** |
1.0
|
Use technical tools | 2.58 (0.96) | 2.13 (0.88) | 2.95 (0.86) | 10.10** |
0.9
|
Develop new tools in a team | 2.23 (0.92) | 1.83 (0.72) | 2.59 (0.94) | 10.06** |
0.9
|
Deal with people | 3.13 (0.81) | 3.39 (0.70) | 2.89 (0.83) | 7.17** | 0.7 |
Design technical tools | 2.32 (0.98) | 2.14 (0.92) | 2.49 (0.99) | 4.02** | 0.4 |
Research question 2: self-efficacy
Subscales of perceived self-efficacy in technical tasks | # Items | α | All M (SD) | Girls M (SD) | Boys M (SD) | t test (T value) | Effect size (d) |
---|---|---|---|---|---|---|---|
Using and repairing | 6 | 0.88 | 2.57 (0.83) | 2.09 (0.66) | 3.01 (0.72) | 14.57** |
1.3
|
Understanding and explaining | 8 | 0.82 | 2.72 (0.57) | 2.49 (0.50) | 2.94 (0.55) | 9.17** |
0.8
|
Planning and designing | 3 | 0.80 | 2.52 (0.81) | 2.44 (0.82) | 2.60 (0.80) | 2.21 | n.s. |
Craft-related tasks | 2 | 0.78 | 2.73 (0.82) | 2.55 (0.82) | 2.89 (0.79) | 4.63** | 0.4 |
Research question 3: structural equation model
Fit-indices | Fit criteria | Fit values of model sample N = 483 | Fit values of model multigroup analysis girls N = 230/boys N = 253 | |
---|---|---|---|---|
Good | Unfit | |||
CMIN | – | – | 96 | 158 |
CMIN/DF | ~ 1 | > 5 | 1.66 | 1.38 |
CFI | > 0.95 | = 0 | 0.99 | 0.98 |
TLI | > 0.95 | = 0 | 0.98 | 0.98 |
SRMR | < 0.11 | 1 | 0.033 | 0.052 |
RMSEA | < 0.05 | > 0.1 | 0.037 | 0.028 |