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Human-Computer Interaction in the New Millennium This page intentionally left blank Human-Computer Interaction in the New Millennium John M. Carroll, Editor ACM Press New York,New York ▲ ▼▼ ADDISON–WESLEY Boston • San Francisco • New York • Toronto • Montreal London • Munich • Paris • Madrid Capetown • Sydney • Tokyo • Singapore • Mexico City Many of the designations used by manufacturers and sellers to distinguish their products are claimed as trademarks. Where those designations appear in this book,and we were aware of a trademark claim,the designations have been printed in initial capital letters or in all capitals. The authors and publisher have taken care in the preparation of this book, but make no expressed or implied warranty of any kind and assume no responsibility for errors or omissions. No liability is assumed for incidental or consequential damages in connection with or arising out of the use of the information or programs contained herein. This book is published as part of ACM Press Books—a collaboration between the Association for Com- puting Machinery (ACM) and Addison-Wesley. ACM is the oldest and largest educational and scientific society in the information technology field. Through its high-quality publications and services,ACM is a major force in advancing the skills and knowledge of IT professionals throughout the world. For further information about ACM,contact: ACM Member Services ACM European Service Center 1515Broadway,17th Floor 108 Cowley Road New York,NY 10036-5701 Oxford OX4IJF Phone:(212) 626-0500 United Kingdom Fax:(212) 944-1318 Phone:+44-1865-382338 E-mail:[email protected] Fax:+44-1865-381338 E-mail:[email protected] URL:http://www.acm.org The publisher offers discounts on this book when ordered in quantity for special sales. For more information,please contact: Pearson Education Corporate Sales Division One Lake Street Upper Saddle River,NJ 07458 (800) 382-3419 [email protected] Visit AW on the Web:www.awl.com/cseng/ Library of Congress Cataloging-in-Publication Data Human-computer interaction in the new millennium / John M. Carroll,editor. p. cm. Includes bibliographical references and index. ISBN 0-201-70447-1 1. Human-computer interaction. I. Carroll,John M. (John Millar),1950– QA76.9.H85 H857 2001 004'.01'9—dc21 2001035288 Copyright ©2002 by ACM Press,A Division of the Association for Computing Machinery,Inc. (ACM). All rights reserved. No part of this publication may be reproduced,stored in a retrieval system,or transmitted, in any form,or by any means,electronic,mechanical,photocopying,recording,or otherwise,without the prior consent of the publisher. Printed in the United States of America. Published simultaneously in Canada. ISBN 0-201-70447-1 Text printed on recycled paper 1 2 3 4 5 6 7 8 9 10—CRW—0504030201 First printing,July 2001 Contents Preface xxv Introduction: Human-Computer Interaction, the Past and the Present xxvii John M. Carroll PART I MODELS, THEORIES, AND FRAMEWORKS 1 CHAPTER 1 On the Effective Use and Reuse of HCI Knowledge 3 Alistair Sutcliffe 1.1 Introduction 3 1.2 Theories and Cognitive Models 4 1.3 Claims, Products, and Artifacts 9 1.4 Generalizing Claims and Reusing HCI Knowledge 13 1.5 Conclusions 24 CHAPTER2 Macrotheory for Systems of Interactors 31 Philip Barnard, Jon May, David Duke, and David Duce 2.1 Theory Development in a Boundless Domain 31 2.2 Systems of Interactors, Macrotheory, Microtheory, and Layered Explanation 32 2.3 Macrotheory and Interaction 36 2.4 Capturing Significant Variation in Interaction Trajectories 39 2.5 Realizing Coherent Type 1 Theories of Interaction 43 v vi Contents 2.6 Extension to Higher Order Systems of Interaction 46 2.7 Conclusion 49 CHAPTER 3 Design in the MoRAS 53 George W. Furnas 3.1 Introduction: ++HCI and the MoRAS 53 3.2 The MoRAS 54 3.3 Illustrating the Consequences 59 3.3.1 Blindness from Ignoring the MoRAS 59 3.3.2 Design Opportunities from Considering theMoRAS 61 3.3.3 New Problems Addressed—Needs and Wants 66 3.4 The MoRAS and ++HCI Design 68 3.5 Future Directions 69 CHAPTER 4 Distributed Cognition: Toward a New Foundation forHuman-Computer Interaction Research 75 James Hollan, Edwin Hutchins, and David Kirsh 4.1 Introduction 75 4.2 A Distributed Cognition Approach 77 4.2.1 Socially Distributed Cognition 77 4.2.2 Embodied Cognition 77 4.2.3 Culture and Cognition 78 4.2.4 Ethnography of Distributed Cognitive Systems 79 4.3 An Integrated Framework for Research 80 4.3.1 Ship Navigation 82 4.3.2 Airline Cockpit Automation 83 4.3.3 Beyond Direct Manipulation 83 4.3.4 History-Enriched Digital Objects 85 4.3.5 PAD++: Zoomable Multiscale Interfaces 87 4.3.6 Intelligent Use of Space 88 S 4.4 Conclusions and Future Directions 90 N Contents vii PART II USABILITY ENGINEERING METHODS AND CONCEPTS 95 CHAPTER 5 The Strategic Use of Complex Computer Systems 97 Suresh K. Bhavnani and Bonnie E. John 5.1 Introduction 97 5.2 Strategies in the Intermediate Layers of Knowledge 98 5.2.1 Strategies That Exploit the Iterative Power ofComputers 99 5.2.2 Acquiring Strategies in the Intermediate Layers of Knowledge 100 5.2.3 Generality of Strategies in the Intermediate Layers of Knowledge 101 5.3 Evidence for the Effects of Aggregation Strategies on Performance 103 5.3.1 The Panel Clean-up Task 103 5.3.2 How L1 Performed the Panel Clean-up Task 104 5.3.3 Cognitive Analysis of the Panel Clean-up Task 107 5.3.4 Inefficient Use Reported in Other Studies 109 5.4 Possible Explanations for Inefficient ComputerUsage 110 5.4.1 Efficient Strategies Not Known 111 5.4.2 Efficient Strategies Known But Not Used 113 5.4.3 Discussion of Possible Explanations of Inefficient Computer Usage 116 5.5 General Computer Strategies beyond Aggregation 117 5.5.1 Propagation Strategies 117 5.5.2 Organization Strategies 119 5.5.3 Visualization Strategies 119 5.6 Summary and Future Research 120 viii Contents CHAPTER 6 User Interface Evaluation: How Cognitive Models Can Help 125 Frank E. Ritter, Gordon D.Baxter, Gary Jones, andRichardM. Young 6.1 The Synergy between Cognitive Modeling and HCI 125 6.1.1 The Advantages for HCI 125 6.1.2 The Advantages for Models 126 6.2 A Route to Supporting Models as Users 127 6.2.1 The Artifacts of the Cognitive Modeling Process 128 6.2.2 The Role of User Interface Management Systems 128 6.2.3 Cognitive Model Interface Management Systems 129 6.2.4 A Functional Model Eye and Hand 131 6.3 Example Cognitive Models That Perform Interactive Tasks 132 6.3.1 A Simplified Air Traffic Control Model 132 6.3.2 Tower of Nottingham Model 135 6.3.3 Electronic Warfare Task Model 137 6.3.4 Related Systems 139 6.3.5 Limitations of This Approach 141 6.4 Cognitive Models as Users in the New Millennium 141 6.4.1 Implications for Models 142 6.4.2 Implications for Interfaces 143 CHAPTER 7 HCI in the Global Knowledge-Based Economy: Designingto Support Worker Adaptation 149 Kim J. Vicente 7.1 Introduction 149 7.2 Case Study: Hedge Funds in August 1998 150 7.2.1 What Are Hedge Funds? 150 7.2.2 What Happened? 151 7.2.3 Why Did It Happen? 151 7.2.4 Generalizing the Lessons Learned 151 S N Contents ix 7.3 The Global Knowledge-Based Economy and the Demand for Adaptation 152 7.3.1 The Global Knowledge-Based Economy 153 7.3.2 The Future Demand for Adaptation 153 7.3.3 The Relationship between AdaptationandLearning 155 7.3.4 How Much Have Things Changed? 157 7.4 Cognitive Work Analysis: A Potential ProgrammaticApproach 158 7.4.1 A Constraint-Based Approach 158 7.4.2 Five Layers of Constraint 159 7.4.3 Modeling Tools and Design Implications 162 7.5 The Future: What Can We Be Sure Of? 164 CHAPTER 8 A Reference Task Agenda for HCI 167 Steve Whittaker, Loren Terveen, and Bonnie A. Nardi 8.1 The Problems with HCI as Radical Invention 167 8.1.1 Radical Invention Is Not Always Effective 167 8.1.2 What We Don’t Know: Requirements, Metrics, and Uses of Everyday Technologies 168 8.1.3 How We Don’t Know It: The Dissemination Problem 170 8.2 The Reference Task Solution 170 8.2.1 Reference Tasks in Other Disciplines 171 8.3 Reference Tasks in HCI 172 8.3.1 Lessons from DARPA and TREC 172 8.4 How to Define a Reference Task 176 8.5 An Example Reference Task: Browsing andRetrievalin Speech Archives 177 8.5.1 Selecting and Specifying Reference Tasks inthe Domain of Speech Archives 178 8.5.2 Defining Metrics 179

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