Exploring the relationship between reading comprehension and math word problem test achievement
Bibliographic record
Abstract
This professional inquiry explores the relationships between students' reading comprehension and their performance on a grade six math word problem test, and it evaluates the readability of the wording for word problem test items. Students' results on the 2008 Alberta Provincial Achievement Test for Part B, Word Problems, were compared to their reading levels on the Canadian Achievement Test and the Gates MacGinitie Reading Tests, to evaluate the correlation between reading comprehension and word problem performance. The researcher calculated the readability of test questions and invited students to comment on the difficulty of the wording for each question. This investigation revealed a strong positive correlation between the students' levels of reading comprehension and their scores on the math Provincial Achievement Test Part B. Analysis of scores for individual questions on the math test revealed some surprising anomalies that deserve investigation in a later study. The author shares insights that she will apply to her own teaching to assist students to improve their reading comprehension abilities and their math word problem success. She also provides advice for test construction and recommends further investigation of this research question with a larger sample size. --P. ii.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".