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Table 1 Coding framework for strategy use during construction of data visualizations (adapted from Chang, 2022)

From: Strategies and difficulties during students’ construction of data visualizations

Strategy

Definition

Metavisual strategy

Systematic series of planned or monitored actions for achieving a particular goal of visualization

Focusing strategy

Performance indicated that the participant monitored progress by continuously matching among her/his current ideas, the expressed data visualization, and the goal of the task

Inducting strategy

Performance indicated that the participant used reflection and self-questioning to generate criteria that guided identification of important variable(s) needed in the data visualization task

Perfecting strategy

Performance indicated that the participant identified flaws or limitations in the initial data visualization and continuously thought about how to improve the quality of the data visualization to fulfill the task request and achieve the task goal

Resourcing strategy

Performance indicated that the participant retrieved existing conceptions or searched for online information to identify and obtain resources needed based on the purpose of the task

Deducing strategy

Performance indicated that the participant applied her/his own ideas or knowledge to guide the action for the data visualization task

Non-metavisual strategy

Series of actions with little or no evidence of metacognition

Personal preference

Performance indicated that the participant constructed a certain data visualization because she/he was familiar with that type of data visualization

Trial and error

Performance indicated that the participant tried several types of data visualizations and decided on a data visualization without being able to give a reason or consider the purpose