Research Study
To test this possibility, we used a mediation model with scores from the 2019 State of Texas Assessments of Academic Readiness (STAAR™). Mediation models are models that include multiple simultaneous regressions and test a process regarding how an outcome (such reading and math proficiency) is associated with a predictor (use of STEMscopes by a district) through an additional variable such as science proficiency. Within a mediation model, we can also include other important predictors of science, reading and math proficiency to ensure that results of the model are not due to one of these other predictors instead of STEMscopes. Within this large mediation model, we evaluated whether the added "pathway" or process whereby STEMscopes affects reading and math proficiency through science proficiency is significant, and what potential effect it has on proficiency in reading and math. Districts were identified as STEMscopes districts if they had a subscription to STEMscopes for students in 5th grade and showed usage of STEMscopes based on the analytics data. The state of Texas creates proficiency benchmarks in science, reading, and math; identifying students as not proficient, approaching grade-level proficiency, meeting grade-level proficiency, and mastering grade-level proficiency. The percentage of students who approach gradelevel performance is used by the state as the district passing rate for science, reading and math and was used here. We also accounted for other important predictors of science, reading and math including 2017-2018 passing rates as well as district demographics, including the size of the district, whether the district was a charter school district, average teacher experience, district attendance rate, and student race/ethnicity, socioeconomic status, and LEP status.
As noted, in the previous Texas Proficiency Report, STEMscopes districts had significantly higher science proficiency rates compared to districts that did not use STEMscopes (even when controlling for other important variables that influence student proficiency). This is the first path (first step of the process) in the mediation model. The next part of the model tested was whether science proficiency predicted reading and math proficiency (tested separately) for the same year. Results indicated science proficiency rates predicted districts’ reading and math proficiency rates. As an overall test of the two step process (STEMscopes -> science -> reading or math), the final step of a mediation model is to consider both steps together. We can interpret the overall test of the process as “STEMscopes effect on reading and math proficiency through science proficiency.” For reading (controlling for previous year [4th grade] reading passing rates), districts that used STEMscopes had a 0.80 percent increase in reading proficiency (through STEMscopes effect on science) compared to non-STEMscopes districts. This change was significant and equates to approximately 2,800 more children meeting the reading benchmark within STEMscopes districts. For math (controlling for previous year math passing rates), districts that used STEMscopes had a 0.69 percent increase in math proficiency (through STEMscopes effect on science) compared to non-STEMscopes districts. This change was also significant and equates to approximately 2,417 more children meeting the math benchmark within STEMscopes districts.
Please note, when we include science as a mediator; that is, when we account for the expected process that STEMscopes increases reading and math learning through increasing science learning: this process explains the entire relationship between STEMscopes and reading or math. Put another way, we could say that STEMscopes effect on science fully mediates the relationship between STEMscopes and reading or math proficiency. There is not a relationship between STEMscopes and reading or math proficiency once the process through science is accounted for. This is to be expected because STEMscopes is not a direct instruction, comprehensive reading or math curriculum. Rather, it is a high-quality science curriculum that includes reading and math supports within the process of supporting science.
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