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IV. Limitations<br />

A few limitations of this research warrant mentioning. While the school type comparisons we have<br />

made in this analysis are statistically valid, we cannot claim to have proven a causal relationship<br />

between school funding and school type. A strong correlation can imply causation, but cannot prove<br />

it. That said, short of an unlikely experiment where school funding is randomly assigned, we make<br />

the case that this research utilizes the best possible approach by accounting for socioeconomic and<br />

demographic factors that could also impact school efficiency.<br />

A second limitation is that we have not utilized multiple years of data in this study in overtime, longitudinal<br />

data. This one year “snapshot” may not capture trends in testing that occur over multiple years.<br />

As existing research shows that charter schools are <strong>better</strong> at closing achievement gaps, this suggests<br />

our study provides a conservative estimate of the efficiency gains of charter schools.<br />

Finally, we could not examine private schools in the Milwaukee Parental Choice Program for this<br />

study, a large and important component in the education landscape of Milwaukee. Currently, the<br />

limited availability of demographic information regarding choice schools makes this far more difficult<br />

than comparisons among MPS public and charter schools. As more data becomes of available in the<br />

future, we may replicate this analysis for the choice programs in Wisconsin.<br />

Bang for the Buck<br />

15

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