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Single-Case Research Designs: Training Protocols in Visual Analysis Wendy Machalicek University of Oregon www.uoecs.org Acknowledgement : Rob Horner Tom Kratochwill Joel Levin Chris Swoboda George Sugai Hariharan Swaminathan Dan Maggin

Single-Case Research Designs: Training Protocols in Visual Analysis Wendy Machalicek University of Oregon Acknowledgement: Rob Horner Tom

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Page 1: Single-Case Research Designs: Training Protocols in Visual Analysis Wendy Machalicek University of Oregon  Acknowledgement: Rob Horner Tom

Single-Case Research Designs:Training Protocols in Visual Analysis

Wendy MachalicekUniversity of Oregon

www.uoecs.org

Acknowledgement:

Rob HornerTom Kratochwill

Joel LevinChris SwobodaGeorge Sugai

Hariharan SwaminathanDan Maggin

Page 2: Single-Case Research Designs: Training Protocols in Visual Analysis Wendy Machalicek University of Oregon  Acknowledgement: Rob Horner Tom

Specific Goals

Review training protocols for competency and fluency in visual analysis

www.singlecase.org

Page 3: Single-Case Research Designs: Training Protocols in Visual Analysis Wendy Machalicek University of Oregon  Acknowledgement: Rob Horner Tom

Single-Case Research Designs:Training Protocols in Visual Analysis

Wendy MachalicekUniversity of Oregon

www.uoecs.org

Acknowledgement:

Rob HornerTom Kratochwill

Joel LevinChris SwobodaGeorge Sugai

Hariharan SwaminathanDan Maggin

Page 4: Single-Case Research Designs: Training Protocols in Visual Analysis Wendy Machalicek University of Oregon  Acknowledgement: Rob Horner Tom

Specific Goals

Review training protocols for competency and fluency in visual analysis

www.singlecase.org

Page 5: Single-Case Research Designs: Training Protocols in Visual Analysis Wendy Machalicek University of Oregon  Acknowledgement: Rob Horner Tom

Context: Is visual analysis reliable across analysts?• Some have found visual analysis to be unreliable, but these studies

have been conducted with novice analysts• e.g. Liberman, Yoder, Reichow, & Wolery (2010); Ottenbacher (1993)

• When analysts are trained and experienced, we see high agreement • Kahng et al. (2010)

Page 6: Single-Case Research Designs: Training Protocols in Visual Analysis Wendy Machalicek University of Oregon  Acknowledgement: Rob Horner Tom

WWC White Paper

• Single-Case Intervention Research Design Standards• • Thomas R. Kratochwill

• University of Wisconsin-Madison

• • John H. Hitchcock

• Ohio University

• • Robert H. Horner

• University of Oregon

• • Joel R. Levin

• University of Arizona

• • Samuel M. Odom

• University of North Carolina at Chapel Hill

• • David M. Rindskopf

• City University of New York

• • William R. Shadish

• University of California Merced

Available atwww.uoecs.org“Materials”

Page 7: Single-Case Research Designs: Training Protocols in Visual Analysis Wendy Machalicek University of Oregon  Acknowledgement: Rob Horner Tom

What is needed

• Better standards for training in single-case methods

• More precision in RFA stipulations• Establishes expectations for reviewers

• Better standards for reviewing single-case• Journal editors• Grant reviewers

• Development of meta-analysis technology

Page 8: Single-Case Research Designs: Training Protocols in Visual Analysis Wendy Machalicek University of Oregon  Acknowledgement: Rob Horner Tom

Evaluate the Design

Meets Design Standards Meets with Reservations Does Not Meet Design Standards

Evaluate the Evidence

Strong Evidence Moderate Evidence No Evidence

Effect-Size Estimation

Social Validity Assessment

Does the Design allow

Documentation of Experimental

Control ?

Do the data document

Experimental Control ?

Is the effect something we should care

about?

Stop

Stop

Page 9: Single-Case Research Designs: Training Protocols in Visual Analysis Wendy Machalicek University of Oregon  Acknowledgement: Rob Horner Tom

Visual analysis of single case designs• Determine viability of design first① Assess Baseline② Assess the within phase pattern of each phase③ Assess the basic effects with each phase comparison④ Assess the extent to which the overall design documents experimental

control• E.g. Three demonstrations of basic effect, each at a different point in time

• Assess effect size• Assess social validity

Page 10: Single-Case Research Designs: Training Protocols in Visual Analysis Wendy Machalicek University of Oregon  Acknowledgement: Rob Horner Tom

Assessing within phase “pattern” and Between phase “basic effect”• Level• Trend• Variability +• Overlap• Immediacy of Effect• Consistency across similar phases_________________________________________• Other: vertical analysis; intercept gap

Within Phase

Between

Phases

Page 11: Single-Case Research Designs: Training Protocols in Visual Analysis Wendy Machalicek University of Oregon  Acknowledgement: Rob Horner Tom

Effective training protocols

Fisher, Kelley, & Lomas (2003) • Train practitioners to use dual-criterion method with AB graphs• Baseline split-middle and mean level lines projected onto treatment

phase• Specified proportion of data must fall above/below both lines

• Visual analysis improved when graphs included criterion lines, have written rules, and brief verbal instruction/modeling training provided

Page 12: Single-Case Research Designs: Training Protocols in Visual Analysis Wendy Machalicek University of Oregon  Acknowledgement: Rob Horner Tom

Effective training protocols

Stewart, Carr, Brandt, & McHenry (2007)• Train practitioners to use (1) 8-min recorded lecture, demos,

conservative dual-criterion method with AB graphs & (2) 12-min recorded lecture• Lecture alone didn’t improve accuracy

• Visual analysis improved to 80% accuracy when graphs included criterion lines, have written rules, and brief verbal instruction/modeling training provided

Page 13: Single-Case Research Designs: Training Protocols in Visual Analysis Wendy Machalicek University of Oregon  Acknowledgement: Rob Horner Tom

Effective training protocolsWolfe & Slocum (2015)• Random assignment of

participants to (a) computer-based instruction, (b) 36 min recorded lecture or (c) control condition• AB graphs varied on trend

and level

Page 14: Single-Case Research Designs: Training Protocols in Visual Analysis Wendy Machalicek University of Oregon  Acknowledgement: Rob Horner Tom

Training Protocol for Visual Analysis of Single-case data • Development of visual analysis graphs

• Rob Horner, Bruce Wampold, Richard Freund, Rick Albin, Tom Kratochwill, Chris Swoboda• Level, trend, variability, overlap• Purpose is to emphasize interaction

• Examine and score each graph (ABAB, MBD, ATD graph sets)• Use ALL data in the graph• Combine assessment of:

• Level, trend, variability, overlap, immediacy of effect, consistency of data patterns in similar phases.• Use scoring metric:

• 1 = no functional relation• 2,3,4 = considerable weaknesses • 5 = moderate functional relation (publishable)• 7 = strong functional relation

• Compare scores with Excel file• Median scores from five “expert” Single-case Researchers

http://www.singlecase.org

Page 15: Single-Case Research Designs: Training Protocols in Visual Analysis Wendy Machalicek University of Oregon  Acknowledgement: Rob Horner Tom

Using www.singlecase.org• Anyone, any time may use the website to assess visual analysis

competency• For Instructors• Contact Rob with course code, and dates needed

• Set up “coordinator”• Students enter code and name• You can download their scores, number of sessions, time

• For Research• Inter-rater agreement with visual analysis• Training protocols for teaching visual analysis.

Page 16: Single-Case Research Designs: Training Protocols in Visual Analysis Wendy Machalicek University of Oregon  Acknowledgement: Rob Horner Tom

Visual analysis of single case designs

• Determine viability of design first• Assess Baseline• Assess the within phase pattern of each phase• Assess the basic effects with each phase comparison• Assess the extent to which the overall design documents experimental

control• E.g. Three demonstrations of basic effect, each at a different point in time

• Assess effect size• Assess social validity

Page 17: Single-Case Research Designs: Training Protocols in Visual Analysis Wendy Machalicek University of Oregon  Acknowledgement: Rob Horner Tom

Screen shot of results

Page 18: Single-Case Research Designs: Training Protocols in Visual Analysis Wendy Machalicek University of Oregon  Acknowledgement: Rob Horner Tom

Screen shot of results

Page 19: Single-Case Research Designs: Training Protocols in Visual Analysis Wendy Machalicek University of Oregon  Acknowledgement: Rob Horner Tom

Summary• Visual Analysis of Single Case Designs• Determine viability of design first• Assess Baseline• Assess the within phase pattern of each phase• Assess the basic effects with each phase comparison• Assess the extent to which the overall design documents experimental

control• E.g. Three demonstrations of basic effect, each at a different point in time

• Assess effect size• Assess social validity

YOUR TURN: The full set of

140 graphs

Page 20: Single-Case Research Designs: Training Protocols in Visual Analysis Wendy Machalicek University of Oregon  Acknowledgement: Rob Horner Tom

WWW.SINGLECASE.ORG ACTIVITY

Page 21: Single-Case Research Designs: Training Protocols in Visual Analysis Wendy Machalicek University of Oregon  Acknowledgement: Rob Horner Tom

Design activity

• Design a single-case research or Group experimental design evaluating use of www.singlecase.org or another training protocol to improve participant acquisition, fluency of visual analysis in single-case research