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What precursor understandings underlie the ability to make meaning from data?

Posted: Jun 6 2013 by Kim Kastens
Topics: Temporal Thinking, Research Idea, Metacognition, Interpretation/Inference

I've been thinking a lot recently about how scientists and students make meaning from data, spurred in part by the Earth Cube education end-users workshop. Among other things, I've been trying to understand what kinds of deeply foundational understandings might be constructed by young children through unstructured observation using the human senses, and then later re-purposed as they begin to work with data.

Here is one candidate: Future data users need to understand that:

  • events in the world leave traces, and
  • by looking the traces, we can make inferences about the events.
  • More

    Comments (1)

Visual Meme in Water Cycle Diagrams

Posted: Apr 28 2010 by Kim Kastens
Topics: Research Idea, Spatial Thinking

(This post is adapted from a talk I gave on "Teaching Complex Earth Systems Using Visualization" at the Cutting Edge workshop on "Developing Student Understanding of Complex Systems in the Geociences." My powerpoint and those of the other speakers can be downloaded from the online program.)

In a previous post, Universal versus Conditional Truths, I made the case that concept-driven visualizations in earth sciences can lead students and other viewers to underappreciate how much variation there is in the earth system. The scientists and illustrators who create such diagrams must make many decisions about what to include and how to depict those feature that they do include. Of necessity they typically leave out more options than they include.

Today I would like to explore the possibility that the entire community of people who create concept-driven visualizations are collectively under-representing the range of possibilities in the earth system. More

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Where do Data-Driven Visualizations Come From?

Posted: Dec 8 2009 by Kim Kastens
Topics: Research Idea, Spatial Thinking

Two posts back, I introduced the distinction between data-driven and concept-driven visualizations, and in the last post I explored some of the affordances and pitfalls of concept-driven visualizations. Today I'd like to dig into how data-driven visualizations get made in geosciences–and how much of that process students need to know about. Recall that "a data-driven visualization uses empirically or mathematically derived data values to formulate the visualization" (Clark & Wiebe, 2000, p. 28.)

With doctoral student Sandra Swenson, I have been researching how middle school and high school students understand one particular data-driven visualization: a global map of topography and bathymetry.

Global Bathy/Topo from GeoMapAppMap of global bathymetry and topography produced by GeoMapApp data visualization tool.


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"Hypothesis templates" for extracting meaning from spatial information

Posted: Aug 2 2009 by Kim Kastens
Topics: Interpretation/Inference, Spatial Thinking, Research Idea

(Adapted from reflective essay written for the DFG/NSF Spatial Cognition Workshop July 2009, New York)

Extracting meaning from spatial data does not come easily for many students. On its surface, a geospatial representation comprises dots, squiggles and blotches of color. The process of turning these dots, squiggles and blotches into a scientific explanation seems woefully underconstrained. Where is a student to start? How is it that skilled spatial thinkers can construct meaningful inferences about causal processes from observations of shape, size, position, orientation, configuration or trajectory of objects or phenomena? What scaffolding can an educator put in place to help a mystified student begin to think methodically and productively about spatial data, without simply telling them the answer?

I suggest that it may be possible and useful to equip such students with a suite of "hypothesis templates" that correspond with distinctive, frequently-observed spatial patterns. More

A Geoscience Example of Mental Rotation?

Posted: Jul 23 2009 by Kim Kastens
Topics: Research Idea, Spatial Thinking

In the previous post, I mentioned mental rotation, that test where you have to say if one shape is the same as another shape except for having been rotated. Mental rotation is one of the most widely used tests of spatial abilities, with a long history and extensive literature.

A geoscience task that seems to me somewhat like mental rotation is learning to identify microfossils in a microscope slide. The examples in the reference books are all lined up neatly, with individuals of closely related species all oriented the same way to make it easier to spot the definitive differences. The individuals on the microscope slide are turned every which way.

Do micropaleontologists use mental rotation? Do novices go through a phase where they use mental rotation to compare unknown individuals with illustrated type specimens? Do experts eventually develop perceptual short cuts that allow them to bypass the cognitively demanding mental rotation step? (I wouldn't know. I was always pathetic at fossil ID.) How could these questions be researched?