The stages of the cycle are shown in Figure 1 below. The first two stages involve you undertaking research to better understand the problem to be addressed, the middle two phases focus on building capacity and applying learning and the final stage is examining the impact of the changes made to your practice.
Figure 1: Stages of inquiry cycle[1]
![](data:image/png;base64,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)
The answer to this can be found through the interpretation of learner data. Dr Helen Timperley, Professor Emeritus of Education at The University of Auckland, states that it is important for teachers to view learner data as a way to identify areas for their own improvement, and not as an indicator of the capability of the learner[2]. For this reason, she advises that the data used to inform an inquiry cycle should be curriculum-related assessment information, as this is more useful in highlighting learning needs than data that reflects a learner’s usual achievement, but is not curriculum related.
You should work with education setting leaders, mentors, or other relevant experts to analyse the learner data and learn how your practice could be improved to address the gaps in learner outcomes. Timperley[3]advises asking the following questions:
- How have I contributed to existing learner outcomes?
- What do I already know that I can use to promote improved outcomes for learners?
- What do I need to learn to do to promote these outcomes?
- What sources of evidence or knowledge can I use?
By asking these questions, you are engaging in reflection around your current teaching practice and acknowledging the impact your practice has on the outcomes of the learners in your class. This is a difficult undertaking, but through unpacking learner data, you can get a more objective view of the strengths and areas for development in your practice.
An inquiry into the improvement of learner outcomes is more likely to succeed when aligned with a deepening of pedagogical content knowledge and an understanding of theories that underpin assessment information, curriculum, and quality teaching[4]. Focusing on skills alone will not provide you with the flexibility to meet the complex demands of each of your learners. It is important for you to be able to use your theoretical understanding to make links between the effects of different teaching activities on different groups of learners.
Once you have engaged in relevant professional learning, it must then be applied to the classroom. High quality professional learning should be delivered in a way that is implementable within a classroom setting. Through speaking with other teachers, mentors, or leaders who have experience in the relevant area, you can get tips on how they have successfully implemented similar adjustments within their classroom. While increased engagement or enthusiasm on the part of the learners may be seen relatively early into the implementation, it is important to note that some adjustments may take longer to have a visible impact on learner outcomes.
You should regularly measure the impact on learner outcomes. This can be through formal or informal methods and the frequency will be determined by the focus of your inquiry. Sometimes adjustments to practice may not have had the desired effect. In these instances, reflection on the data collected and the steps taken in the inquiry cycle may lead you to decide on a different adjustment. The professional learning undertaken can still be useful knowledge for the future, even if it may not have the desired effect in your current context.