Validation of the Academic Self-Efficacy Scale in a Latvian Adolescent Sample: A Cross-Sectional Study
Abstract
1. Introduction
2. Materials and Methods
- “If I encounter a problem I’ve never seen before, I can think of at least a few ways to start solving it.” Derived from item “If I am in trouble, I can usually think of a solution.” (Schwarzer & Jerusalem, 1995)
- “I am confident that I can do most school tasks well.” Derived from item “I am confident that I could deal efficiently with unexpected events.” (Schwarzer & Jerusalem, 1995)
- “If I encounter difficulties in my learning tasks, I can usually solve them.” Derived from item “When I am confronted with a problem, I can usually find several solutions.” (Schwarzer & Jerusalem, 1995)
- Confirmatory factor analysis (CFA) was used in accordance with previous studies (Nielsen et al., 2018; van Zyl et al., 2022) to confirm the construct’s validity (the content and structure of the instrument). If CFA confirms previously developed factor structure with loadings above 0.4, the instrument is valid (Aithal & Aithal, 2020).
- The average variance extracted (AVE) index was used to confirm convergent validity (Fornell & Larcker, 1981).
- Correlation analysis and linear regression models were used to confirm concurrent and incremental validity (Hughes, 2018) as well as to explain the distribution.
- Root Mean Square Error of Approximation (RMSEA): ≤0.08;
- Standardized Root Mean Square Residual (SRMR): ≤0.10;
- Comparative Fit Index (CFI): ≥0.90;
- Tucker–Lewis Index (TLI): ≥0.95.
3. Results
4. Discussion and Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
ASE | Geneal academic self-efficacy |
GASE | Short General Academic Self-Efficacy Scale |
GSE | General Self-Efficacy Scale |
AMT | Academic achievement in mathematics |
ALA | Academic achievement in language |
ALI | Academic achievement in literature |
AQ1 | Additional question “How would you evaluate your overall diligence in study work this year?” |
SE1 | GASE original item: “I generally manage to solve difficult academic problems if I try hard enough.” |
SE2 | GASE original item: “I will remain calm in my exam because I know I will have the knowledge to solve the problems.” |
SE3 | GASE original item: “The motto ‘If other people can, I can too’ applies to me when it comes to my field of study.” |
SE4 | Newly added item: “If I encounter a problem I’ve never seen before, I can think of at least a few ways to start solving it.” |
SE5 | Newly added item: “I am confident that I can do most school tasks well.” |
SE6 | Newly added item: “If I encounter difficulties in my learning tasks, I can usually solve them.” |
AVE | Average variance extracted |
CA | Cronbach’s Alfa |
RMSEA | Root Mean Square Error of Approximation |
SRMR | Standardized root mean square residual |
CFI | Comparative fit index |
TLI | Tucker–Lewis’s index |
KMO | Kaiser–Meyer–Olkin test |
ω | McDonald’s Omega |
CI | Confidence interval |
CFA | Confirmatory Factor Analysis |
DWLS | Diagonally Weighted Least Squares |
Appendix A
Variable | SE1 | SE2 | SE3 | SE4 | SE5 | SE6 |
---|---|---|---|---|---|---|
SE2 | 0.65 ** | |||||
SE3 | 0.72 ** | 0.71 ** | ||||
SE4 | 0.58 ** | 0.54 ** | 0.57 ** | |||
SE5 | 0.49 ** | 0.49 ** | 0.47 ** | 0.47 ** | ||
SE6 | 0.53 ** | 0.55 ** | 0.56 ** | 0.43 ** | 0.43 ** | |
SUM | 0.83 ** | 0.83 ** | 0.85 ** | 0.76 ** | 0.70 ** | 0.75 ** |
Factor | Factor Item | Loading Estimate | 95% Confidence Interval [Lower, Upper] |
---|---|---|---|
PS pupils | SE1 | 0.82 * | [0.76, 0.88] |
SE2 | 0.85 * | [0.78, 0.92] | |
SE3 | 0.85 * | [0.79, 0.91] | |
SE4 | 0.70 * | [0.64, 0.77] | |
SE5 | 0.73 * | [0.66, 0.80] | |
SE6 | 0.70 * | [0.63, 0.77] | |
SS pupils | SE1 | 0.88 * | [0.81, 0.94] |
SE2 | 0.85 * | [0.78, 0.92] | |
SE3 | 0.91 * | [0.84, 0.98] | |
SE4 | 0.70 * | [0.63, 0.78] | |
SE5 | 0.56 * | [0.48, 0.64] | |
SE6 | 0.74 * | [0.67, 0.82] | |
Students | SE1 | 0.90 * | [0.84, 0.96] |
SE2 | 0.94 * | [0.88, 0.99] | |
SE3 | 0.97 * | [0.92, 1.03] | |
SE4 | 0.84 * | [0.77, 0.91] | |
SE5 | 0.88 * | [0.81, 0.95] | |
SE6 | 0.70 * | [0.62, 0.78] | |
Entire sample | SE1 | 0.87 * | [0.83, 0.91] |
SE2 | 0.87 * | [0.83, 0.90] | |
SE3 | 0.90 * | [0.87, 0.94] | |
SE4 | 0.74 * | [0.70, 0.78] | |
SE5 | 0.66 * | [0.62, 0.71] | |
SE6 | 0.72 * | [0.68, 0.76] |
Variable | Measure | Entire Sample | Students | SS Pupils | PS Pupils |
---|---|---|---|---|---|
AQ1 | Pearson’s r | 0.38 ** | 0.32 * | 0.52 ** | 0.34 ** |
Achievement in language | Pearson’s r | 0.29 ** | 0.19 | 0.25 * | 0.40 ** |
Achievement in literature | Pearson’s r | 0.24 ** | −0.08 | 0.26 * | 0.42 ** |
Achievement in mathematics | Pearson’s r | 0.42 ** | 0.24 | 0.32 ** | 0.68 ** |
Age | Pearson’s r | 0.11 * | 0.33 * | 0.19 * | −0.33 ** |
Gender | Point-Biserial r | 0.11 | 0.13 | 0.19 | 0.17 |
Variable | ASE | AQ1 | ALA | ALI | AMT | |
---|---|---|---|---|---|---|
AQ1 | Pearson’s r | 0.38 ** | — | |||
ALA | Pearson’s r | 0.29 ** | 0.31 ** | — | ||
ALI | Pearson’s r | 0.24 ** | 0.27 ** | 0.48 ** | — | |
AMT | Pearson’s r | 0.42 ** | 0.23 ** | 0.43 ** | 0.36 ** | — |
Age | Pearson’s r | 0.11 * | −0.10 | 0.10 | −0.09 | −0.11 * |
Grade | Pearson’s r | 0.15 | −0.14 * | 0.12 * | 0.02 | −0.02 |
Gender | Point-Biserial r | 0.11 | −0.10 | −0.22 * | −0.30 ** | 0.11 |
SE1 | SE2 | SE3 | SE4 | SE5 | SE6 | |
---|---|---|---|---|---|---|
Valid | 360 | 360 | 360 | 358 | 359 | 355 |
Missing | 0 | 0 | 0 | 2 | 1 | 5 |
Mean | 2.825 | 3.017 | 2.878 | 2.511 | 2.468 | 2.789 |
Std. Deviation | 0.941 | 0.950 | 0.991 | 1.047 | 1.077 | 1.091 |
Skewness | −0.229 | −0.543 | −0.461 | −0.008 | 0.117 | −0.308 |
Std. Error of Skewness | 0.129 | 0.129 | 0.129 | 0.129 | 0.129 | 0.129 |
Kurtosis | −0.965 | −0.776 | −0.853 | −1.184 | −1.250 | −1.246 |
Std. Error of Kurtosis | 0.256 | 0.256 | 0.256 | 0.257 | 0.257 | 0.258 |
Appendix B
Item’s ID | Item in English | Item in Latvian |
---|---|---|
SE1 | I generally manage to solve difficult academic problems if I try hard enough. | Lielākoties spēju atrisināt visas problēmas, kas man rodas mācībās. |
SE2 | I will remain calm in my exam because I know I will have the knowledge to solve the problems. | Eksāmenos un pārbaudes darbos esmu mierīgs, jo zinu, ka man būs visas nepieciešāmās zināšanas, lai atrisinātu uzdevumus. |
SE3 | The motto ‘If other people can, I can too’ applies to me when it comes to my field of study. | Apgalvojums “ja citi to var, tad es arī varu” attiecas uz mani, ja runājam par mācībām. |
SE4 | If I encounter a problem I’ve never seen before, I can think of at least a few ways to start solving it. | Ja sastopos ar uzdevumu, kuru nekad agrāk neesmu redzējis, es varu izdomāt vismaz dažus veidus, kā sākt to risināt. |
SE5 | I am confident that I can do most school tasks well. | Esmu pārliecināts, ka varu labi izpildīt lielāko daļu skolas uzdevumu. |
SE6 | If I encounter difficulties in my learning tasks, I can usually solve them. | Ja mācību darbā saskaros ar grūtībām, es parasti varu tās atrisināt. |
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Main Focus | Nr. of Items | Sample | Language | Authors |
---|---|---|---|---|
University students | 24 items | 831 students from 24 Italian universities | English | (Greco et al., 2022) |
Undergraduate scientific students | 9 items | 170 students from Frech Universities | French | (Yakimova et al., 2023) |
University students | 30 items | 267 Italian university students | English | (Sagone & De Caroli, 2014) |
Primary and secondary school students | 18 items | 802 students in Chile | Spanish | (Galleguillos Herrera & Olmedo Moreno, 2017) |
Primary and secondary school students | 50 items with 4 subscales | 3909 students from Philippines | English | (Dullas, 2018) |
Sub-Sample | Number of Participants | Age | Gender |
---|---|---|---|
Primary School Pupils | N = 147 | M = 14.42, SD = 1.19 Age range: 13–16 | 40% male (14% did not indicate) |
Secondary School Pupils | N = 140 | M = 15.9, SD = 1.51 Age range: 15–19 | 35% male (14% did not indicate) |
First-Year University Students | N = 73 | M = 22.90, SD = 6.77 Age range: 18–20 (N = 42) 21–28 (N = 17) >29 (N = 8) Missing (N = 6) | 23% male (10% did not indicate) |
Sample | RMSEA | SRMR | CFI | TLI | AVE | ω | CA | KMO |
---|---|---|---|---|---|---|---|---|
PS pupils | 0.00–0.10 (0.03) | 0.04 | 1.00 | 1.00 | 0.61 | 0.87 | 0.83–0.90 (0.87) | 0.86 |
SS pupils | 0.00–0.03 (0.00) | 0.03 | 1.00 | 1.00 | 0.61 | 0.87 | 0.82–0.89 (0.86) | 0.88 |
Students | 0.00–0.00 (0.00) | 0.01 | 1.00 | 1.00 | 0.77 | 0.93 | 0.88–0.94 (0.92) | 0.91 |
Entire sample | 0.00–0.04 (0.00) | 0.02 | 1.00 | 1.00 | 0.64 | 0.88 | 0.86–0.90 (0.88) | 0.91 |
Dependent Variable | Model Number | R | R2 | Adjusted R2 | Standardized Beta |
---|---|---|---|---|---|
AMT | M0 | 0.32 | 0.10 | 0.09 | |
M1 | 0.48 | 0.23 | 0.22 | ASE = 0.36 * | |
ALA | M0 | 0.36 | 0.13 | 0.11 | |
M1 | 0.44 | 0.19 | 0.17 | ASE = 0.26 * | |
ALI | M0 | 0.35 | 0.12 | 0.11 | |
M1 | 0.42 | 0.18 | 0.16 | ASE = 0.24 * |
Dependent Variable | Model Number | R | R2 | Adjusted R2 | Standardized Beta |
---|---|---|---|---|---|
ASE | M0 | 0.24 | 0.07 | 0.06 | |
M1 | 0.47 | 0.22 | 0.20 | AMT = 0.31 * ALA = 0.10 ALI = 0.09 | |
M2 | 0.57 | 0.32 | 0.30 | AMT = 0.26 * AQ1 = 0.36 * ALA = 0.02 ALI = 0.06 |
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Kampmane, K.; Ozola, A. Validation of the Academic Self-Efficacy Scale in a Latvian Adolescent Sample: A Cross-Sectional Study. Educ. Sci. 2025, 15, 1082. https://doi.org/10.3390/educsci15081082
Kampmane K, Ozola A. Validation of the Academic Self-Efficacy Scale in a Latvian Adolescent Sample: A Cross-Sectional Study. Education Sciences. 2025; 15(8):1082. https://doi.org/10.3390/educsci15081082
Chicago/Turabian StyleKampmane, Kristine, and Antra Ozola. 2025. "Validation of the Academic Self-Efficacy Scale in a Latvian Adolescent Sample: A Cross-Sectional Study" Education Sciences 15, no. 8: 1082. https://doi.org/10.3390/educsci15081082
APA StyleKampmane, K., & Ozola, A. (2025). Validation of the Academic Self-Efficacy Scale in a Latvian Adolescent Sample: A Cross-Sectional Study. Education Sciences, 15(8), 1082. https://doi.org/10.3390/educsci15081082