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We take care to consider data collection and analysis methods that reduce and mitigate threats to validity and possible

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We take care to consider data collection and analysis methods that reduce and mitigate threats to validity and possible biases to increase reliability for the impact estimates. We have used engineering analysis and M&V based methods extensively on similar past projects and have developed and refined techniques to address potential sources of uncertainty in various aspects of the effort. Similarly, we have well-developed and tested procedures for collecting data with which to verify measure installations.

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