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Data-Driven Decision Making Gone Wild: How Do We Know What Data to Trust to Inform Decision-Making? - 0 views

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    It's not as easy as it looks to determine which schools are doing better than others. Two different criteria are relevant: is the difference in performance between two schools large enough to matter, which is sometimes termed educational significance or practical significance; and is the difference in performance between two schools real, or could it just be due to chance, which is typically described as statistical significance. Ideally, we are interested in differences that are both practically and statistically significant. But a difference could be large, but not statistically significant (which is often the case when we have a small sample of information about performance), or statistically significant, but very small (in which we are pretty sure that the difference is real, but it's just not very important). (Yes, statistical significance does matter!)
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Integrating Data Into the Decision-Making Equation. - 1 views

  • As school districts embark on the change process, they face many barriers to the adoption of data-driven decision making. School district leaders have not embraced continuous improvement. Priorities are not clear and goals are not tied to measurable objectives. Data is not collected uniformly between organizations and over time. Outdated technology cannot be used effectively. Educators lack training to define data requirements and apply data. Stakeholders do not trust the data collected or how it will be used.
  • Reports need to be timely, tied to objectives, and available to people with the responsibility and ability to act on them. Data reports that show data in different ways such as tables, charts, graphs, and trends enable more people to access and understand the information. Some of the decisions that might be made with data reports include: Tracking student achievement for diagnosis and placement Changing beliefs and attitudes that all students can learn Guiding teacher professional development Linking interventions to results Using data to create school improvement plans and assess progress Allocating district resources
  • The IT infrastructure underpinning most data-driven decision making systems requires a significant investment in hardware, software, implementation, and maintenance.
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    The successful integration of data into a district's decision-making process requires both a culture of change and a data management system to support change. Nice chart of progress quadrants included in the discussion.
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