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Single-Subject/Small-n Research and Designs

Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

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Page 1: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

Single-Subject/Small-nResearch and Designs

Page 2: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

Definition

• the hallmark of this style of research is that the individual’s data are not averaged with those of other participants

• the intensive study of the individual

• “Idiographic” research

Page 3: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

Idiographic Research

• study of the individual to identify what is unique

• the unique individual can never be described by the “average” value

• non-statistical, no large sets of numbers

• look for consistency and reliability

• This is in contrast to “nomothetic” research

Page 4: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

Nomothetic Research

• study of groups to identify what is typical

• Establish broad generalizations and general laws that apply to a diverse population

Page 5: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

• The advent of nomothetic research was actually fairly recent

• Most early research in psychology was idiographic in nature

Page 6: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

“Brief” History of Psychology

• Wundt (1879) and the “introspectionists”: looked at the individual’s “mental experience”

• Ebbinghaus (1885): studied the way in which associations are formed in memory, used only 1 subject, himself

• Thorndike (1898): search for intelligence in animals

Page 7: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

• Fisher (1920)- work in agriculture led to the discovery of the field of statistics

• It became generally accepted that the nomothetic approach (statistics) was necessary to scientific research

• Problem: nomothetic method takes individual differences and defines them as error variance

Page 8: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

• Skinner(1930s)-experimental analysis of behavior-a swing back to the study of the individual

• Looked for consistency of behavior across individuals

• Allport (1961)- need both idiographic and nomothetic approach to truly understand behavior

Page 9: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

Two types of single-subject designs: Descriptive versus Experimental

Descriptive• describe the effect on an individual of a

specific treatment or simply describe a particular individual

• Can be a few pages or a book• May compare several case studies within one

piece of research• Can be from any area of psychology

Page 10: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

Experimental

Applied Behavior Analysis

• introduce a particular factor (treatment) and measure its effect on some aspect of the individual’s behavior

• systematic application of treatment

Page 11: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

Case Study Approach: a descriptive method

There are three methods of gathering data for a case study:

• Observation- direct observation of the subject• Interview- written or recorded responses to

questions from an interviewer• Archival records- stored documents such as

test scores, medical records, academic records

Page 12: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

Case Study ExampleUlric Neisser (1981) Cognition

• case study of John Dean’s memory for the events & conversations surrounding Watergate

• Dean gave testimony in court about events and meetings prior to Watergate

• Dean seemed to be possess an amazing memory of events during that time

Page 13: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

• As in all court proceedings, Dean’s testimony was recorded

• Later on, it was revealed that Nixon had secretly taped these meetings

• Dean did not know about these tapes

• Neisser took these tapes and compared them to the court documents of Dean’s testimony

Page 14: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

What method of data collection did Neisser use??

Page 15: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

Applied Behavior Analysis:Experimental single-subject design

• The application of principles of operant conditioning discovered in the lab to real life problems (B.F. Skinner)

• Each subject’s data is studied separately, not combined with any other subject’s data

• No means, variance, standard deviations, or NHST

Page 16: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

Steps in a simple AB Behavior Analysis

• Stage 1: Baseline (A)- observe (measure) how the behavior is occurring before intervention/treatment. Rate of behavior before treatment

 • Stage2: Treatment (B)- introduce

treatment/intervention and continue to monitor behavior, looking for change

Page 17: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

Example

• shy child in a preschool environment. Not interacting with peers or teachers, non-verbal

• want to encourage child to talk

• give this child a gold star to stick on a poster each time he speaks

Page 18: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

• First monitor speech without treatment: baseline before treatment (A)

• Then begin to give gold stars as treatment (B) and monitor speech, see if speech increases

Page 19: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

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Page 20: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

• Did treatment (gold stars) increase rate of vocalizations?

• Could there be other reasons for an increase in speech?

• Think about potential threats to internal validity.

• Other designs are attempts to rule out these threats

Page 21: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

ABAB Reversal Design• monitor baseline (A)

• apply treatment (B)

• withdraw treatment and return to baseline (A)

• reapply treatment (B)

• hence, “ABAB” design

Page 22: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

Gold Star Example (again)

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Page 23: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

Potential problems in an ABAB design

• ABAB rules out History and Maturation confounds

• But you have two potential issues surrounding the recovery of baseline during the second “A” phase

Page 24: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

1. Failure to recover baseline in second “A” period: The behavior may not revert to baseline. Other factors in the environment may support the behavior change

2. It may be unethical to recover baseline if the behavior is dangerous to either the subject or others (self-injury behavior for example)

Page 25: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

Multiple Baseline Designs• argue against History and Maturation threats• do not require recovery of baseline

Three Multiple baseline designs:

1. Multiple baseline across individuals (or “subjects”)

2. Multiple baseline across behaviors

3. Multiple baseline across situations

Page 26: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

Multiple baseline across individuals

• compare several people (subjects)

• get a baseline for each person (subject) independently

• introduce treatment at different points in time for each person (subject)

• This allows an argument against History and Maturation

Page 27: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

Example:Allison and Ayllon (1980)

• Traditional versus behavioral coaching• football skills• Traditional: verbal instructions, some

modeling, and if not correct then yelling, berating, punishment

• Behavioral: systematic verbal feedback, positive and negative reinforcement with verbal reinforcement

Page 28: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

   For all three multiple baseline designs:

• the change in behavior for each person/behavior/situation should occur at the point in time that treatment is introduced for that person/behavior/situation

• This allows an argument against history or maturation as a “plausible alternative explanation”

Page 29: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those
Page 30: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

Multiple baseline across behaviors

• use only one subject

• monitor several behaviors

• Switch from baseline to treatment at different points in time for each behavior

Page 31: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

Example: Social skills training

• Michel Hersen & Alan Bellack, 1976

• patient in a psychiatric hospital, chronic schizophrenic

• monitored several social behaviors/skills

• eye contact, speech duration, number of requests

• all different aspects of being socially appropriate

Page 32: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

Treatment• Four weeks of “social skills training” (treatment)

• Introduced training for each skill separately: first eye contact, then duration of speech, and then number of requests

• Showed video of social situation

• Subject responds to situation

• Researcher provides: Feedback on response and instructions on how to improve response (skills training) as “treatment”

Page 33: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

• Example:• Working on eye contact

• Subject makes response to video situation

• Researcher gives feedback

• “That was better, but you still looked away at the end”

Page 34: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

Data from one subject

Page 35: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

Multiple baseline across situations

• look at one subject

• monitor one behavior

• do so in a variety of settings

Page 36: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

Example:Kay, Harchik, and Luiselli (2006)

Problem

• George, a high school student

• autism with developmental delay

• drooling often/constantly, puddles on school work

• experiencing social rejection by other student

Page 37: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

Treatment

Monitored drooling in three situations:

1. classroom (3 h/day)

2. vocational setting (2 h/day)

3. cooking class (1 h/day)

Page 38: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

• Differential Reinforcement of Other Behavior (DRO)

• gave him small edible treat for each 5 min period with no drool

Page 39: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those
Page 40: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

Achieving a Stable Baseline

• Baseline issues- Applied Behavior Analysis bases the argument for an effective treatment by looking for a change in behavior from some baseline level

• what if you cannot establish a “stable” baseline?

Page 41: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

Problem Baselines

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Page 42: Single-Subject/Small-n Research and Designs. Definition the hallmark of this style of research is that the individual’s data are not averaged with those

• All of these are problematic. How can you achieve a stable baseline?

• Can look for the cause of the instability and control it.

• Can try to “wait it out” and it may become more stable over time

• Can average it out