Basic Symbolic Number Skills, but Not Formal Mathematics Performance, Longitudinally Predict Mathematics Anxiety in the First Years of Primary School
Abstract
:1. Introduction
1.1. The Emergence of MA
1.2. The Aims of the Current Study
2. Method
2.1. Participants
2.2. Materials
2.2.1. Measures of Socioeconomic Status and Cognitive Ability
Northern Ireland Multiple Deprivation Measure
Parental Education
Verbal and Non-Verbal Intelligence
Order Working Memory (WM) Task
Daily Event Task
2.2.2. Measures of Basic Numerical Skills at the Start of the First School Year
Number Ordering2
Counting
Non-Symbolic Addition
Number Comparison
Number Line Task
Mathematics Performance
Mathematical Anxiety
2.3. Procedure
2.4. Power Analysis
3. Results
3.1. Concurrent MA and Math Performance at T3
3.2. Longitudinal Relations between T1 and T2 Basic Skills and T3 Math Performance
3.3. Longitudinal Relations between T1 and T2 Basic Skills and MA at T3
3.4. Longitudinal Relations between Formal Mathematical Skills at Different Time Points and between Formal Mathematics Skills and MA
3.5. Indirect Effects of Early Formal Math Skills on T3 MA
4. Discussion
4.1. Limitations and Future Directions
4.2. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
1 | The original sample consisted of ninety children at T1. At T2, two of the children moved schools, and one further participant was withdrawn from the study. At T3, a further 27 children did not take part in the study. Three of these children moved to another school. The remaining 24 children did not take part because their parent(s) did not give consent for their child to take part. The children who did not take part at T3 were not all from the same class (children in the study came from eight different classes across four different schools); the number of children from each of the eight classes who did not take part in the study at T3 ranged from 1–5. Despite the high drop-out rate in the study, children who dropped out did not differ from the final sample in their basic characteristics (see Table S1 in Supplementary Materials). |
2 | Reaction time data was recorded for only three tasks (number comparison, daily events, and number ordering at T2). We did not analyse these results further, as reliability estimates for RT for young children tend to be lower than those for accuracy. |
3 | Due to high attrition rates at Time 3, our final sample size was slightly smaller than this. |
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Mean (SD) | Range | D | |
---|---|---|---|
Parental education (Median) | 5 | 0–6 | <0.001 |
Deprivation (Median) | 10.09 | 1.85–62.91 | <0.001 |
Vocabulary (T1) | 15.93 (7.03) | 7–32 | 0.030 |
Block design (T1) | 24.40 (3.37) | 16–30 | 0.011 |
OPQ (T1) | 44.12 (7.18) | 26–56 | 0.200 |
Order WM (T1) | 9.93 (4.36) | 1–16 | <0.001 |
Order WM (T2) | 11.23 (4.34) | 1–19 | <0.001 |
Daily events (T1) | 0.66 (.12) | 0.46–0.96 | <0.001 |
Daily events (T2) | 0.77 (.12) | 0.46–1 | 0.003 |
Number ordering (T1) | 0.85 (.28) | 0–1 | <0.001 |
Number ordering (T2) | 0.76 (.20) | 0.38–1 | <0.001 |
Counting (T1) | 0.20 (2.72) | −8.21–3 | <0.001 |
Counting (T2) | 0.32 (1.83) | −9.28–1 | <0.001 |
Non-symbolic addition (T1) | 0.56 (0.11) | 0.30–0.88 | 0.002 |
Non-symbolic addition (T2) | 0.66 (0.14) | 0.33–0.96 | 0.178 |
Number comparison (T1) | 0.71 (0.19) | 0.40–1 | 0.008 |
Number comparison (T2) | 0.97 (0.04) | 0.75–1 | <0.001 |
Number line estimation (T1) | 199.36 (78.52) | 64–453 | 0.023 |
Number line estimation (T2) | 120.24 (42.82) | 42.222 | 0.200 |
CMAQ-R | 34.30 (13.30) | 16–70 | 0.200 |
EES-AMAS | 19.53 (9.18) | 9–39 | <0.001 |
Math Performance at T1 | 23.24 (4.88) | 1–28 | <0.001 |
Math Performance at T2 (raw score) | 21.74 (4.71) | 7–29 | 0.001 |
Math Performance at T3 (raw score) | 27.43 (7.15) | 13–40 | 0.200 |
Math Performance at T3 (standardised score) | 106.10 (11.49) | 86–130 | 0.200 |
Math Anxiety | |||
---|---|---|---|
r | BF10 | BF01 | |
Formal math performance (Raw) | −0.31 * | 5.380 | 0.186 |
Counting and understanding number | −0.35 ** | 12.434 | 0.080 |
Knowing and using number facts | −0.30 * | 4.418 | 0.226 |
Calculating | −0.28 * | 3.210 | 0.312 |
Understanding shape | −0.07 | 0.263 | 3.807 |
Measuring | −0.07 | 0.267 | 3.748 |
Handling data | −0.08 | 0.289 | 3.464 |
Formal Math Performance (T3) | Math Anxiety (T3) | |||||
---|---|---|---|---|---|---|
r | BF10 | BF01 | r | BF10 | BF01 | |
OPQ (T1) | 0.21 | 1.03 | 0.97 | 0.01 | 0.15 | 6.55 |
Order WM (T1) | 0.28 * | 3.23 | 0.31 | 0.07 | 0.11 | 8.89 |
Order WM (T2) | 0.30 * | 4.62 | 0.22 | 0.08 | 0.11 | 9.41 |
Daily events (T1) | 0.41 ** | 62.23 | 0.02 | −0.12 | 0.40 | 2.47 |
Daily events (T2) | 0.39 ** | 30.95 | 0.03 | −0.01 | 0.17 | 6.01 |
Number ordering (T1) | 0.25 | 1.73 | 0.58 | 0.13 | 0.09 | 11.45 |
Number ordering (T2) | 0.49 *** | 663.18 | <0.01 | −0.35 ** | 13.56 | 0.07 |
Counting (T1) | 0.44 *** | 143.21 | <0.01 | −0.24 | 1.67 | 0.60 |
Counting (T2) | 0.20 | 0.95 | 1.05 | −0.17 | 0.63 | 1.60 |
Non-symbolic addition (T1) | 0.23 | 1.39 | 0.72 | −0.22 | 1.26 | 0.79 |
Non-symbolic addition (T2) | 0.45 *** | 197.52 | <0.01 | −0.22 | 1.15 | 0.87 |
Number comparison (T1) | 0.14 | 0.49 | 2.05 | −0.37 ** | 20.90 | 0.05 |
Number comparison (T2) | 0.32 * | 6.25 | 0.16 | −0.04 | 0.21 | 4.87 |
Number line estimation (T1) | 0.35 ** | 12.60 | 0.08 | 0.12 | 0.38 | 2.61 |
Number line estimation (T2) | 0.16 | 0.60 | 1.67 | 0.07 | 0.26 | 3.83 |
Formal math performance (T1) | 0.47 ** | 340.31 | <0.001 | 0.02 | 0.15 | 6.79 |
Formal math performance (T2) | 0.58 ** | 28,939.12 | <0.001 | −0.19 | 0.82 | 1.22 |
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O’Connor, P.A.; Morsanyi, K.; McCormack, T. Basic Symbolic Number Skills, but Not Formal Mathematics Performance, Longitudinally Predict Mathematics Anxiety in the First Years of Primary School. J. Intell. 2023, 11, 211. https://doi.org/10.3390/jintelligence11110211
O’Connor PA, Morsanyi K, McCormack T. Basic Symbolic Number Skills, but Not Formal Mathematics Performance, Longitudinally Predict Mathematics Anxiety in the First Years of Primary School. Journal of Intelligence. 2023; 11(11):211. https://doi.org/10.3390/jintelligence11110211
Chicago/Turabian StyleO’Connor, Patrick A., Kinga Morsanyi, and Teresa McCormack. 2023. "Basic Symbolic Number Skills, but Not Formal Mathematics Performance, Longitudinally Predict Mathematics Anxiety in the First Years of Primary School" Journal of Intelligence 11, no. 11: 211. https://doi.org/10.3390/jintelligence11110211
APA StyleO’Connor, P. A., Morsanyi, K., & McCormack, T. (2023). Basic Symbolic Number Skills, but Not Formal Mathematics Performance, Longitudinally Predict Mathematics Anxiety in the First Years of Primary School. Journal of Intelligence, 11(11), 211. https://doi.org/10.3390/jintelligence11110211