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Full Report - Center for Collaborative Education

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5. Limitations of the Data<br />

While the analysis conducted <strong>for</strong> this project offers<br />

a review of a unique combination of data and variables,<br />

we were constrained by a number of limitations<br />

and clerical errors present in our SIMS, MCAS,<br />

MEPA, OELL program data, BPS student data, and<br />

MDESE school data sources. The study relies on<br />

administrative data that the researchers themselves<br />

did not collect. The use of administrative data of<br />

any type poses challenges to researchers, since one<br />

is not able to control its collection and completeness.<br />

Variables with limitations to note include:<br />

• ELL Program Variable <strong>for</strong> SY2009. At the time<br />

of our initial data request, the research team<br />

was unaware that OELL maintained records on<br />

the specific ELL program placement of individual<br />

students, in greater detail than is collected via<br />

SIMS. While access to this data was obtained,<br />

we were not able to import the data on a match<br />

with the randomly generated student ID number<br />

and there<strong>for</strong>e these data were entered by hand.<br />

Being able to link these two datasets by the ID<br />

number would have ensured greater accuracy <strong>for</strong><br />

this ELL program variable. The team attempted<br />

to mitigate errors by working with OELL to enter<br />

students’ program placement. In addition, it is<br />

important to note that conversations with OELL<br />

staff revealed that there was a lack of program<br />

fidelity during the study period. For instance,<br />

an SEI Spanish program in one school may be<br />

implemented very differently from an SEI Span-<br />

Table 4: Annual High School Dropout Rates. BPS, SY2009<br />

ish program in another school; a school that<br />

does not offer any ELL programs could be using<br />

SEI instructional strategies consistently in its<br />

classrooms. The lack of adherence to systematic<br />

program definitions means that analysis of differences<br />

in outcomes by program may be explained<br />

by differences in practice within (and between)<br />

program types.<br />

• Dropout Variable. Dropout data may be most<br />

subject to clerical errors or subjectivity on the<br />

part of the staff person entering the data (particularly,<br />

<strong>for</strong> instance, when a student is coded<br />

as a dropout whose status/location is unknown).<br />

After these data are submitted by districts,<br />

MDESE checks to ensure that students coded<br />

as dropouts have not re-enrolled in another<br />

district within the state. Dropout rates reported<br />

by MDESE reflect this adjustment. Our dataset<br />

does not contain this check, and there<strong>for</strong>e our<br />

dropout rates may be overstated. However, the<br />

research team compared our dropout rate findings<br />

with the dropout rates reported by MDESE.<br />

For SY2009, our data show a lower high school<br />

dropout rate than MDESE data. We are only able to<br />

compare BPS and MDESE data <strong>for</strong> high school dropouts,<br />

as MDESE does not publicly release middle<br />

school dropout data.<br />

Our data show higher dropout rates <strong>for</strong> Grades 9<br />

and 11 than MDESE data, but our data show lower<br />

dropout rates <strong>for</strong> Grades 10 and 12.<br />

Total HS N HS Dropout N HS Dropout Rate<br />

Total BPS (Source: MDESE) 18,037 1,308 7.3%<br />

Total BPS (Source: data received <strong>for</strong> this study) 20,781 1,426 6.9%<br />

Source <strong>for</strong> MDESE data: MDESE (2009c)<br />

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Table 5: Annual High School Dropout Rate by Grade. BPS, SY2009<br />

9th grade 10th grade 11th grade 12th grade<br />

Total BPS (Source: MDESE) 6.1% 7.5% 7.2% 8.5%<br />

Total BPS (Source: data received <strong>for</strong> this study)<br />

Source <strong>for</strong> MDESE data: MDESE (2009c)<br />

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7.0% 6.5% 7.8% 6.5%<br />

Table 6: Annual High School Dropout Rate <strong>for</strong> LEP and EP Students. BPS, SY2008<br />

MDESE Data <strong>for</strong> BPS, SY2008 BPS data received <strong>for</strong> this study, SY2008<br />

Total HS EP HS LEP HS Total HS EP HS LEP HS<br />

Dropout Rate Dropout Rate Dropout Rate Dropout Rate Dropout Rate Dropout Rate<br />

7.6% 7.5% 8.3% 8.3% 8.3% 8.6%<br />

Source <strong>for</strong> MDESE data is English Language Learners Subcommittee (2009).<br />

Improving <strong>Education</strong>al Outcomes of English Language Learners in Schools and Programs in Boston Public Schools 115

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