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ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement & Statistics University of Maryland with John T. Behrens & Dennis Frezzo Cisco Systems, Inc. December 15, 2009 ADL, Alexandria, VA

ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

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Page 1: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

ADL Slide 1December 15, 2009

Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment

Robert J. MislevyProfessor, Measurement & Statistics

University of Maryland

with

John T. Behrens & Dennis FrezzoCisco Systems, Inc.

December 15, 2009

ADL, Alexandria, VA

Page 2: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

ADL Slide 2December 15, 2009

Simulation-based & Game-based Assessment

Motivation: Cog psych & technology» Complex combinations of knowledge &

skills» Complex situations» Interactive, evolving in time, constructive» Challenge of technology-based

environments

Page 3: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

ADL Slide 3December 15, 2009

Outline

ECD Packet Tracer Packet Tracer & ECD

Page 4: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

ADL Slide 4December 15, 2009

ECD

Page 5: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

ADL Slide 5December 15, 2009

Messick’s (1994) guiding questions: What complex of knowledge, skills, or other

attributes should be assessed? What behaviors or performances should

reveal those constructs? What tasks or situations should elicit those

behaviors?

Evidence-Centered Assessment Design

Page 6: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

ADL Slide 6December 15, 2009

Evidence-Centered Assessment Design

Principled framework for designing, producing, and delivering assessments

Process model, object model, design tools Explicates the connections among

assessment designs, inferences regarding students, and the processes needed to create and deliver these assessments.

Particularly useful for new / complex assessments.

Page 7: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

From Mislevy & Riconscente, in press

Assessment DeliveryAssessment DeliveryStudents interact with tasks, performances evaluated, feedback created. Four-process delivery architecture.

Students interact with tasks, performances evaluated, feedback created. Four-process delivery architecture.

Assessment Implementation

Assessment Implementation

Conceptual Assessment Framework

Conceptual Assessment Framework

Domain ModelingDomain Modeling

Domain AnalysisDomain Analysis What is important about this domain?What work and situations are central in this domain?What KRs are central to this domain?

What is important about this domain?What work and situations are central in this domain?What KRs are central to this domain?

How do we represent key aspects of the domain in terms of assessment argument. Conceptualization.

How do we represent key aspects of the domain in terms of assessment argument. Conceptualization.

Design structures: Student, evidence, and task models. Generativity.

Design structures: Student, evidence, and task models. Generativity.

Manufacturing “nuts & bolts”: authoring tasks, automated scoring details, statistical models. Reusability.

Manufacturing “nuts & bolts”: authoring tasks, automated scoring details, statistical models. Reusability.

Layers in the assessment enterpriseLayers in the assessment enterprise

Page 8: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

ADL Slide 8December 15, 2009

Packet Tracer

Page 9: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

ADL Slide 9December 15, 2009

Cisco’s Packet Tracer

Online tool used in Cisco Networking Academies Create, edit, configure, run, troubleshoot networks Multiple representations in the logical layer Inspection tool links to a deeper physical world Simulation mode

» Detailed visualization and data presentation Standard support for world authoring

» Library of elements» Simulation of relevant deep structure» Copy, paste, save, edit, annotate, lock

Page 10: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

ADL Slide 10December 15, 2009

Instructors and students can author their own activities

Page 11: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

ADL Slide 11December 15, 2009

Instructors and students can author their own activities

Page 12: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

Instructors and students can author their own activities

Page 13: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

Explanation

Page 14: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

Experimentation

Page 15: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

ADL Slide 15December 15, 2009

Packet Tracer & ECD

Page 16: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

From Mislevy & Riconscente, in press

Assessment DeliveryAssessment DeliveryStudents interact with tasks, performances evaluated, feedback created. Four-process delivery architecture.

Students interact with tasks, performances evaluated, feedback created. Four-process delivery architecture.

Assessment Implementation

Assessment Implementation

Conceptual Assessment Framework

Conceptual Assessment Framework

Domain ModelingDomain Modeling

Domain AnalysisDomain Analysis What is important about this domain?What work and situations are central in this domain?What KRs are central to this domain?

What is important about this domain?What work and situations are central in this domain?What KRs are central to this domain?

How do we represent key aspects of the domain in terms of assessment argument. Conceptualization.

How do we represent key aspects of the domain in terms of assessment argument. Conceptualization.

Design structures: Student, evidence, and task models. Generativity.

Design structures: Student, evidence, and task models. Generativity.

Manufacturing “nuts & bolts”: authoring tasks, automated scoring details, statistical models. Reusability.

Manufacturing “nuts & bolts”: authoring tasks, automated scoring details, statistical models. Reusability.

Layers in the assessment enterpriseLayers in the assessment enterprise

Page 17: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

From Mislevy & Riconscente, in press

Assessment DeliveryAssessment DeliveryStudents interact with tasks, performances evaluated, feedback created. Four-process delivery architecture.

Students interact with tasks, performances evaluated, feedback created. Four-process delivery architecture.

Assessment Implementation

Assessment Implementation

Conceptual Assessment Framework

Conceptual Assessment Framework

Domain ModelingDomain Modeling

Domain AnalysisDomain Analysis What is important about this domain?What work and situations are central in this domain?What KRs are central to this domain?

What is important about this domain?What work and situations are central in this domain?What KRs are central to this domain?

How do we represent key aspects of the domain in terms of assessment argument. Conceptualization.

How do we represent key aspects of the domain in terms of assessment argument. Conceptualization.

Design structures: Student, evidence, and task models. Generativity.

Design structures: Student, evidence, and task models. Generativity.

Manufacturing “nuts & bolts”: authoring tasks, automated scoring details, statistical models. Reusability.

Manufacturing “nuts & bolts”: authoring tasks, automated scoring details, statistical models. Reusability.

Page 18: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

From Mislevy & Riconscente, in press

Assessment DeliveryAssessment DeliveryStudents interact with tasks, performances evaluated, feedback created. Four-process delivery architecture.

Students interact with tasks, performances evaluated, feedback created. Four-process delivery architecture.

Assessment Implementation

Assessment Implementation

Conceptual Assessment Framework

Conceptual Assessment Framework

Domain ModelingDomain Modeling

Domain AnalysisDomain Analysis What is important about this domain?What work and situations are central in this domain?What KRs are central to this domain?

What is important about this domain?What work and situations are central in this domain?What KRs are central to this domain?

How do we represent key aspects of the domain in terms of assessment argument. Conceptualization.

How do we represent key aspects of the domain in terms of assessment argument. Conceptualization.

Design structures: Student, evidence, and task models. Generativity.

Design structures: Student, evidence, and task models. Generativity.

Manufacturing “nuts & bolts”: authoring tasks, automated scoring details, statistical models. Reusability.

Manufacturing “nuts & bolts”: authoring tasks, automated scoring details, statistical models. Reusability.

• Assessment argument structures• Design Patterns

Page 19: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

From Mislevy & Riconscente, in press

Assessment DeliveryAssessment DeliveryStudents interact with tasks, performances evaluated, feedback created. Four-process delivery architecture.

Students interact with tasks, performances evaluated, feedback created. Four-process delivery architecture.

Assessment Implementation

Assessment Implementation

Conceptual Assessment Framework

Conceptual Assessment Framework

Domain ModelingDomain Modeling

Domain AnalysisDomain Analysis What is important about this domain?What work and situations are central in this domain?What KRs are central to this domain?

What is important about this domain?What work and situations are central in this domain?What KRs are central to this domain?

How do we represent key aspects of the domain in terms of assessment argument. Conceptualization.

How do we represent key aspects of the domain in terms of assessment argument. Conceptualization.

Design structures: Student, evidence, and task models. Generativity.

Design structures: Student, evidence, and task models. Generativity.

Manufacturing “nuts & bolts”: authoring tasks, automated scoring details, statistical models. Reusability.

Manufacturing “nuts & bolts”: authoring tasks, automated scoring details, statistical models. Reusability.

Application to familiar assessments

Upfront design of features of task

situation – static, implicit in task, not

usually tagged

Upfront design of

features of response classes

Fixed competency variables

Page 20: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

From Mislevy & Riconscente, in press

Assessment DeliveryAssessment DeliveryStudents interact with tasks, performances evaluated, feedback created. Four-process delivery architecture.

Students interact with tasks, performances evaluated, feedback created. Four-process delivery architecture.

Assessment Implementation

Assessment Implementation

Conceptual Assessment Framework

Conceptual Assessment Framework

Domain ModelingDomain Modeling

Domain AnalysisDomain Analysis What is important about this domain?What work and situations are central in this domain?What KRs are central to this domain?

What is important about this domain?What work and situations are central in this domain?What KRs are central to this domain?

How do we represent key aspects of the domain in terms of assessment argument. Conceptualization.

How do we represent key aspects of the domain in terms of assessment argument. Conceptualization.

Design structures: Student, evidence, and task models. Generativity.

Design structures: Student, evidence, and task models. Generativity.

Manufacturing “nuts & bolts”: authoring tasks, automated scoring details, statistical models. Reusability.

Manufacturing “nuts & bolts”: authoring tasks, automated scoring details, statistical models. Reusability.

Application to complex assessments

More complex

evaluations of

features of task

situation

Multiple, perhaps

configured-on-the-fly

competency variables

Page 21: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

From Mislevy & Riconscente, in press

Assessment DeliveryAssessment DeliveryStudents interact with tasks, performances evaluated, feedback created. Four-process delivery architecture.

Students interact with tasks, performances evaluated, feedback created. Four-process delivery architecture.

Assessment Implementation

Assessment Implementation

Conceptual Assessment Framework

Conceptual Assessment Framework

Domain ModelingDomain Modeling

Domain AnalysisDomain Analysis What is important about this domain?What work and situations are central in this domain?What KRs are central to this domain?

What is important about this domain?What work and situations are central in this domain?What KRs are central to this domain?

How do we represent key aspects of the domain in terms of assessment argument. Conceptualization.

How do we represent key aspects of the domain in terms of assessment argument. Conceptualization.

Design structures: Student, evidence, and task models. Generativity.

Design structures: Student, evidence, and task models. Generativity.

Manufacturing “nuts & bolts”: authoring tasks, automated scoring details, statistical models. Reusability.

Manufacturing “nuts & bolts”: authoring tasks, automated scoring details, statistical models. Reusability.

Application to familiar assessmentsApplication to complex assessments

Macro features of performance

Micro features of performance

Unfolding situated

performance

Micro features of situation

Macro features of situation

TimeSome up front

design of features of

task situation; others

recognized (e.g., agents)

Some up front design of

features of performance

or effects; others

recognized (e.g., agents)

Evolving, interactive, situation

Page 22: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

From Mislevy & Riconscente, in press

Assessment DeliveryAssessment DeliveryStudents interact with tasks, performances evaluated, feedback created. Four-process delivery architecture.

Students interact with tasks, performances evaluated, feedback created. Four-process delivery architecture.

Assessment Implementation

Assessment Implementation

Conceptual Assessment Framework

Conceptual Assessment Framework

Domain ModelingDomain Modeling

Domain AnalysisDomain Analysis What is important about this domain?What work and situations are central in this domain?What KRs are central to this domain?

What is important about this domain?What work and situations are central in this domain?What KRs are central to this domain?

How do we represent key aspects of the domain in terms of assessment argument. Conceptualization.

How do we represent key aspects of the domain in terms of assessment argument. Conceptualization.

Design structures: Student, evidence, and task models. Generativity.

Design structures: Student, evidence, and task models. Generativity.

Manufacturing “nuts & bolts”: authoring tasks, automated scoring details, statistical models. Reusability.

Manufacturing “nuts & bolts”: authoring tasks, automated scoring details, statistical models. Reusability. Object models for representing …

• Psychometric modelsIncludes “competences/proficiencies

•Simulation environments• Task templates• Automated scoring

Student Model

Evidence Model(s)

Measurement Model

Scoring Model

X1

Task Model(s)

1 . x x x x x x x x 2 . x x x x x x x x

3 . x x x x x x x x 4 . x x x x x x x x 5 . x x x x x x x x 6 . x x x x x x x x 7 . x x x x x x x x 8 . x x x x x x x x

X2

X1

X2

Page 23: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

From Mislevy & Riconscente, in press

Assessment DeliveryAssessment DeliveryStudents interact with tasks, performances evaluated, feedback created. Four-process delivery architecture.

Students interact with tasks, performances evaluated, feedback created. Four-process delivery architecture.

Assessment Implementation

Assessment Implementation

Conceptual Assessment Framework

Conceptual Assessment Framework

Domain ModelingDomain Modeling

Domain AnalysisDomain Analysis What is important about this domain?What work and situations are central in this domain?What KRs are central to this domain?

What is important about this domain?What work and situations are central in this domain?What KRs are central to this domain?

How do we represent key aspects of the domain in terms of assessment argument. Conceptualization.

How do we represent key aspects of the domain in terms of assessment argument. Conceptualization.

Design structures: Student, evidence, and task models. Generativity.

Design structures: Student, evidence, and task models. Generativity.

Manufacturing “nuts & bolts”: authoring tasks, automated scoring details, statistical models. Reusability.

Manufacturing “nuts & bolts”: authoring tasks, automated scoring details, statistical models. Reusability.

PADI object model for task/evidence models

Page 24: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

From Mislevy & Riconscente, in press

Assessment DeliveryAssessment DeliveryStudents interact with tasks, performances evaluated, feedback created. Four-process delivery architecture.

Students interact with tasks, performances evaluated, feedback created. Four-process delivery architecture.

Assessment Implementation

Assessment Implementation

Conceptual Assessment Framework

Conceptual Assessment Framework

Domain ModelingDomain Modeling

Domain AnalysisDomain Analysis What is important about this domain?What work and situations are central in this domain?What KRs are central to this domain?

What is important about this domain?What work and situations are central in this domain?What KRs are central to this domain?

How do we represent key aspects of the domain in terms of assessment argument. Conceptualization.

How do we represent key aspects of the domain in terms of assessment argument. Conceptualization.

Design structures: Student, evidence, and task models. Generativity.

Design structures: Student, evidence, and task models. Generativity.

Manufacturing “nuts & bolts”: authoring tasks, automated scoring details, statistical models. Reusability.

Manufacturing “nuts & bolts”: authoring tasks, automated scoring details, statistical models. Reusability.

Graphical representation of network & configuration is expressable as a text representation in XML format, for presentation & work product, to support automated scoring.

Page 25: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

From Mislevy & Riconscente, in press

Assessment DeliveryAssessment DeliveryStudents interact with tasks, performances evaluated, feedback created. Four-process delivery architecture.

Students interact with tasks, performances evaluated, feedback created. Four-process delivery architecture.

Assessment Implementation

Assessment Implementation

Conceptual Assessment Framework

Conceptual Assessment Framework

Domain ModelingDomain Modeling

Domain AnalysisDomain Analysis What is important about this domain?What work and situations are central in this domain?What KRs are central to this domain?

What is important about this domain?What work and situations are central in this domain?What KRs are central to this domain?

How do we represent key aspects of the domain in terms of assessment argument. Conceptualization.

How do we represent key aspects of the domain in terms of assessment argument. Conceptualization.

Design structures: Student, evidence, and task models. Generativity.

Design structures: Student, evidence, and task models. Generativity.

Manufacturing “nuts & bolts”: authoring tasks, automated scoring details, statistical models. Reusability.

Manufacturing “nuts & bolts”: authoring tasks, automated scoring details, statistical models. Reusability.

• Authoring interfaces• Simulation environments• Re-usable platforms & elements• Standard data structures• IMS/QTI, SCORM

Page 26: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

In Packet Tracer, Answer Network Serves as base pattern for work product evaluation

Page 27: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

Dynamic task models - Variable Assignment: Initial Network

Similar to the Answer Network Tree.When the activity starts, instead of using the initial network as the starting values, the activity will configure the network with the contents of the variables.

Page 28: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

From Mislevy & Riconscente, in press

Assessment DeliveryAssessment DeliveryStudents interact with tasks, performances evaluated, feedback created. Four-process delivery architecture.

Students interact with tasks, performances evaluated, feedback created. Four-process delivery architecture.

Assessment Implementation

Assessment Implementation

Conceptual Assessment Framework

Conceptual Assessment Framework

Domain ModelingDomain Modeling

Domain AnalysisDomain Analysis What is important about this domain?What work and situations are central in this domain?What KRs are central to this domain?

What is important about this domain?What work and situations are central in this domain?What KRs are central to this domain?

How do we represent key aspects of the domain in terms of assessment argument. Conceptualization.

How do we represent key aspects of the domain in terms of assessment argument. Conceptualization.

Design structures: Student, evidence, and task models. Generativity.

Design structures: Student, evidence, and task models. Generativity.

Manufacturing “nuts & bolts”: authoring tasks, automated scoring details, statistical models. Reusability.

Manufacturing “nuts & bolts”: authoring tasks, automated scoring details, statistical models. Reusability.

Page 29: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

From Mislevy & Riconscente, in press

Assessment DeliveryAssessment DeliveryStudents interact with tasks, performances evaluated, feedback created. Four-process delivery architecture.

Students interact with tasks, performances evaluated, feedback created. Four-process delivery architecture.

Assessment Implementation

Assessment Implementation

Conceptual Assessment Framework

Conceptual Assessment Framework

Domain ModelingDomain Modeling

Domain AnalysisDomain Analysis What is important about this domain?What work and situations are central in this domain?What KRs are central to this domain?

What is important about this domain?What work and situations are central in this domain?What KRs are central to this domain?

How do we represent key aspects of the domain in terms of assessment argument. Conceptualization.

How do we represent key aspects of the domain in terms of assessment argument. Conceptualization.

Design structures: Student, evidence, and task models. Generativity.

Design structures: Student, evidence, and task models. Generativity.

Manufacturing “nuts & bolts”: authoring tasks, automated scoring details, statistical models. Reusability.

Manufacturing “nuts & bolts”: authoring tasks, automated scoring details, statistical models. Reusability.

• Interoperable elements• IMS/QTI, SCORM• Feedback / instruction / reporting

Page 30: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

ADL Slide 30December 15, 2009

Conclusion

Behavior in learning environments builds connections for performance environments.

Assessment tasks & features strongly related to instruction/learning objects & features.

Re-use concepts and code in assessment,» via arguments, schemas, data structures that are

consonant with instructional objects.

Use data structures that are » share-able, extensible,

» consistent with delivery processes and design models.

Page 31: ADL Slide 1 December 15, 2009 Evidence-Centered Design and Cisco’s Packet Tracer Simulation-Based Assessment Robert J. Mislevy Professor, Measurement &

ADL Slide 31December 15, 2009

Further information

Bob Mislevy home page» http://www.education.umd.edu/EDMS/mislevy/» Links to papers on ECD» Cisco NetPASS» Cisco Packet Tracer

PADI: Principled Assessment Design for Inquiry » NSF project, collaboration with SRI et al. » http://padi.sri.com