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Thinking With Data [Kõva köide]

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The chapters in Thinking With Data are based on presentations given at the 33rd Carnegie Symposium on Cognition. The Symposium was motivated by the confluence of three emerging trends: (1) the increasing need for people to think effectively with data at work, at school, and in everyday life, (2) the expanding technologies available to support people as they think with data, and (3) the growing scientific interest in understanding how people think with data.

What is thinking with data? It is the set of cognitive processes used to identify, integrate, and communicate the information present in complex numerical, categorical, and graphical data. This book offers a multidisciplinary presentation of recent research on the topic. Contributors represent a variety of disciplines: cognitive and developmental psychology; math, science, and statistics education; and decision science. The methods applied in various chapters similarly reflect a scientific diversity, including qualitative and quantitative analysis, experimentation and classroom observation, computational modeling, and neuroimaging. Throughout the book, research results are presented in a way that connects with both learning theory and instructional application.

The book is organized in three sections:





Part I focuses on the concepts of uncertainty and variation and on how people understand these ideas in a variety of contexts. Part II focuses on how people work with data to understand its structure and draw conclusions from data either in terms of formal statistical analyses or informal assessments of evidence. Part III focuses on how people learn from data and how they use data to make decisions in daily and professional life.
List of Contributors
xi
Preface xv
Acknowledgments xxi
PART I: REASONING ABOUT UNCERTAINTY AND VARIATION
1(190)
Separating Signal From Noise: Children's Understanding of Error and Variability in Experimental Outcomes
3(24)
Amy M. Masnick
David Klahr
Bradley J. Morris
Complex Visual Data Analysis, Uncertainty, and Representation
27(38)
Christian D. Schunn
Lelyn D. Saner
Susan K. Kirschenbaum
J. Gregory Trafton
Eliza B. Littleton
``I Don't Know What's Going on There'': The Use of Spatial Transformations to Deal With and Resolve Uncertainty in Complex Visualizations
65(22)
Susan Bell Trickett
J. Gregory Trafton
Lelyn Saner
Christian D. Schunn
Students' Conceptual Understanding of the Standard Deviation
87(30)
Robert C. delMas
Yan Liu
Using Students' Informal Notions of Variability to Develop an Understanding of Formal Measures of Variability
117(32)
Joan Garfield
Robert C. delMas
Beth Chance
Contrasting Emerging Conceptions of Distribution in Contexts of Error and Natural Variation
149(28)
Richard Lehrer
Leona Schauble
Discussion of Part I: Variation in the Meaning and Learning of Variation
177(14)
Gaea Leinhardt
Jorge Larreamendy-Joerns
PART II: STATISTICAL REASONING AND DATA ANALYSIS
191(166)
Do Naive Theories Ever Go Away? Using Brain and Behavior to Understand Changes in Concepts
193(14)
Kevin N. Dunbar
Jonathan A. Fugelsang
Courtney Stein
Intricacies of Statistical Inference and Teachers' Understandings of Them
207(26)
Pat W. Thompson
Yan Liu
Luis A. Saldanha
Middle School Students' Use of Appropriate and Inappropriate Evidence in Writing Scientific Explanations
233(34)
Katherine L. McNeill
Joseph Krajcik
Designing a Data Analysis Tool for Learners
267(26)
Clifford Konold
Data-Analysis Skills: What and How Are Students Learning?
293(26)
Marsha C. Lovett
Norma M. Chang
Reconsidering Prior Knowledge
319(26)
Daniel L. Schwartz
David Sears
Jammie Chang
Discussion of Part II: Statistical Reasoning and Data Analysis
345(12)
Kenneth R. Koedinger
PART III: LEARNING FROM AND MAKING DECISIONS WITH DATA
357(96)
Causal Learning From Observations and Manipulations
359(30)
David Danks
Statistical Reasoning: Valid Intuitions Put To Use
389(32)
Peter Sedlmeier
Adolescents' Thinking About the Risks of Sexual Behaviors
421(20)
Wandi Bruine de Bruin
Julie S. Downs
Baruch Fischhoff
Discussion of Part III: Learning and Making Decisions With Data
441(12)
Marie Burrage
Marina Epstein
Priti Shah
Author Index 453(10)
Subject Index 463


Lovett, Marsha C. ; Shah, Priti