Chapter 8. Experiments An Example An example, Summaries of Experimental Design

What if one cannot use classical experimental design due to circumstance? - Three pre- experimental designs. ▫ One-shot case study. ▫ One-group pre-test and ...

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Chapter 8. Experiments
Chapter 8. Experiments
Experiments usually involve two stages
Experiments usually involve two stages
Taking action
Taking action
Observing the consequences of that action.
Observing the consequences of that action.
Topics covered in this chapter
Topics covered in this chapter
Topics appropriate for experimental research
Topics appropriate for experimental research
The classical experimental design
The classical experimental design
Variation of experimental design: Pre
Variation of experimental design: Pre-
-experimental designs
experimental designs
Internal and external validity issues
Internal and external validity issues
Strengths and weaknesses
Strengths and weaknesses
Topics Appropriate for
Topics Appropriate for
Experimental Research
Experimental Research
Hypothesis testing involving limited and well
Hypothesis testing involving limited and well-
-
defined concepts and propositions.
defined concepts and propositions.
Explanatory purposes rather than descriptive
Explanatory purposes rather than descriptive
purposes
purposes
Laboratory or natural experiments
Laboratory or natural experiments
The Classical Experimental Design
The Classical Experimental Design
Purpose
Purpose
Examine the effect of an experiment stimulus (the
Examine the effect of an experiment stimulus (the
independent variable) on a dependent variable.
independent variable) on a dependent variable.
Procedure
Procedure
Step 1. Randomly assign subjects in your sample to an
Step 1. Randomly assign subjects in your sample to an
experimental group and a control group.
experimental group and a control group.
Step 2. Pretest two groups to make sure they are similar in
Step 2. Pretest two groups to make sure they are similar in
ways related to your experiment.
ways related to your experiment.
Step 3. The experimental group is exposed to the
Step 3. The experimental group is exposed to the
experimental stimulus, but not the control group.
experimental stimulus, but not the control group.
Step 4. Compare whether the experiment group behave
Step 4. Compare whether the experiment group behave
differently from the control group after the experiment.
differently from the control group after the experiment.
An Example
An Example
Harvard Test of Inflected Acquisition (HTIA)
Harvard Test of Inflected Acquisition (HTIA)
(Rosenthal & Jacobson, 1968)
(Rosenthal & Jacobson, 1968)
To test the theory that the way others perceive us is largely
To test the theory that the way others perceive us is largely
conditioned by expectations they may have in advance.
conditioned by expectations they may have in advance.
Process
Process
The HTIA test was administered to a group of students
The HTIA test was administered to a group of students
Half of the subjects were randomly selected to be in the
Half of the subjects were randomly selected to be in the
experimental group, the other half in the control group
experimental group, the other half in the control group
The teachers were told that those students in the experimental
The teachers were told that those students in the experimental
group are very likely to exhibit a sudden spurt in academic abil
group are very likely to exhibit a sudden spurt in academic abilities
ities
during the coming year based on their score on the test.
during the coming year based on their score on the test.
Dependent variable
Dependent variable
Academic performance in the coming year (another real test)
Academic performance in the coming year (another real test)
Independent variable
Independent variable
Other’s expectation (whether a student was described to the teac
Other’s expectation (whether a student was described to the teachers
hers
as being likely to exhibit a sudden spurt soon)
as being likely to exhibit a sudden spurt soon)
An example
An example -
-continued
continued
Result:
Result:
In the following year, when the researchers went back to look at
In the following year, when the researchers went back to look at
academic performance of the students, they found that the studen
academic performance of the students, they found that the students
ts
in the experimental group far exceeded those in the control grou
in the experimental group far exceeded those in the control group
p
Because teachers gave students the grades, it stands to reason t
Because teachers gave students the grades, it stands to reason that
hat
teachers gave higher grades to those students in the experimenta
teachers gave higher grades to those students in the experimental
l
groups because researchers told them those students were likely
groups because researchers told them those students were likely to
to
exhibit a sudden spurt in academic abilities.
exhibit a sudden spurt in academic abilities.
Note that the HTIA test is a fake. It was used only to build
Note that the HTIA test is a fake. It was used only to build
up teachers’ expectations. Whether somebody is in the
up teachers’ expectations. Whether somebody is in the
experimental group or not is totally random and has
experimental group or not is totally random and has
nothing to be with the HTIA test scores.
nothing to be with the HTIA test scores.
What if one cannot use classical
What if one cannot use classical
experimental design due to
experimental design due to
circumstance?
circumstance? -
-Three pre
Three pre-
-
experimental designs.
experimental designs.
One
One-
-shot case study
shot case study
One
One-
-group pre
group pre-
-test and post
test and post-
-test design
test design
Static
Static-
-group comparison
group comparison
pf3
pf4

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Chapter 8. ExperimentsChapter 8. Experiments

„„ Experiments usually involve two stagesExperiments usually involve two stages

„„ Taking actionTaking action

„„ Observing the consequences of that action.Observing the consequences of that action.

„„^ Topics covered in this chapterTopics covered in this chapter

„„^ Topics appropriate for experimental researchTopics appropriate for experimental research

„„ The classical experimental designThe classical experimental design

„„ Variation of experimental design: PreVariation of experimental design: Pre--experimental designsexperimental designs

„„ Internal and external validity issuesInternal and external validity issues

„„ Strengths and weaknessesStrengths and weaknesses

Topics Appropriate for Topics Appropriate for

Experimental ResearchExperimental Research

„„ Hypothesis testing involving limited and well-Hypothesis testing involving limited and well-

defined concepts and propositions.defined concepts and propositions.

„„ Explanatory purposes rather than descriptiveExplanatory purposes rather than descriptive

purposespurposes

„„ Laboratory or natural experimentsLaboratory or natural experiments

The Classical Experimental Design The Classical Experimental Design

„„^ PurposePurpose

„„^ Examine the effect of an experiment stimulus (theExamine the effect of an experiment stimulus (the

independent variable) on a dependent variable.independent variable) on a dependent variable.

„„ ProcedureProcedure

„„ Step 1. Randomly assign subjects in your sample to anStep 1. Randomly assign subjects in your sample to an

experimental group and a control group.experimental group and a control group.

„„ Step 2. Pretest two groups to make sure they are similar inStep 2. Pretest two groups to make sure they are similar in

ways related to your experiment.ways related to your experiment.

„„ Step 3. The experimental group is exposed to theStep 3. The experimental group is exposed to the

experimental stimulus, but not the control group.experimental stimulus, but not the control group.

„„ Step 4. Compare whether the experiment group behaveStep 4. Compare whether the experiment group behave

differently from the control group after the experiment.differently from the control group after the experiment.

An ExampleAn Example

„„^ Harvard Test of Inflected Acquisition (HTIA)Harvard Test of Inflected Acquisition (HTIA)

(Rosenthal & Jacobson, 1968)(Rosenthal & Jacobson, 1968)

„„ To test the theory that the way others perceive us is largelyTo test the theory that the way others perceive us is largely

conditioned by expectations they may have in advance.conditioned by expectations they may have in advance.

„„^ ProcessProcess

„„ The HTIA test was administered to a group of studentsThe HTIA test was administered to a group of students „„ Half of the subjects were randomly selected to be in theHalf of the subjects were randomly selected to be in the experimental group, the other half in the control groupexperimental group, the other half in the control group „„ The teachers were told that those students in the experimentalThe teachers were told that those students in the experimental group are very likely to exhibit a sudden spurt in academic abilgroup are very likely to exhibit a sudden spurt in academic abilitiesities during the coming year based on their score on the test.during the coming year based on their score on the test. „„ Dependent variableDependent variable „„ Academic performance in the coming year (another real test)Academic performance in the coming year (another real test) „„ Independent variableIndependent variable „„ Other’s expectation (whether a student was described to the teacOther’s expectation (whether a student was described to the teachershers as being likely to exhibit a sudden spurt soon)as being likely to exhibit a sudden spurt soon)

An exampleAn example -- continuedcontinued

„„ Result:Result:

„„ In the following year, when the researchers went back to look atIn the following year, when the researchers went back to look at academic performance of the students, they found that the studenacademic performance of the students, they found that the studentsts in the experimental group far exceeded those in the control grouin the experimental group far exceeded those in the control groupp „„ Because teachers gave students the grades, it stands to reason tBecause teachers gave students the grades, it stands to reason thathat teachers gave higher grades to those students in the experimentateachers gave higher grades to those students in the experimentall groups because researchers told them those students were likelygroups because researchers told them those students were likely toto exhibit a sudden spurt in academic abilities.exhibit a sudden spurt in academic abilities.

„„^ Note that the HTIA test is a fake. It was used only to buildNote that the HTIA test is a fake. It was used only to build

up teachers’ expectations. Whether somebody is in theup teachers’ expectations. Whether somebody is in the

experimental group or not is totally random and hasexperimental group or not is totally random and has

nothing to be with the HTIA test scores.nothing to be with the HTIA test scores.

What if one cannot use classical What if one cannot use classical

experimental design due toexperimental design due to

circumstance?circumstance? -- Three preThree pre--

experimental designs.experimental designs.

„„ One-One-shot case studyshot case study

„„ One-One-group pregroup pre--test and posttest and post--test designtest design

„„^ Static-Static-group comparisongroup comparison

What is “OneWhat is “One--shot case study?”shot case study?”

„„ Characteristics of oneCharacteristics of one--shot case studyshot case study

„„ No control group, only experimental groupNo control group, only experimental group „„ No preNo pre--testtest „„^ Compare the result with some intuitive standardCompare the result with some intuitive standard

„„ An example:An example:

„„ One wants to determine whether reading to children an extra ½ hoOne wants to determine whether reading to children an extra ½ hour aur a day would increase their reading skill.day would increase their reading skill. „„ A group of children are chosen. The teacher will read an extra ½A group of children are chosen. The teacher will read an extra ½ a daya day to these children.to these children. „„^ It was found, at the end of the semester, these children’s readiIt was found, at the end of the semester, these children’s reading skillsng skills are pretty good.are pretty good. „„ The problem is that one does not know whether without this extraThe problem is that one does not know whether without this extra ½½ hour of reading, these students can do just as well. One does nohour of reading, these students can do just as well. One does not event even know whether their reading skills have even improved given thereknow whether their reading skills have even improved given there is nois no prepre--test. Thus it cannot be said that this ½ hour extra reading leadtest. Thus it cannot be said that this ½ hour extra reading lead toto increased reading skills for these children.increased reading skills for these children.

What is “One- What is “One-group pregroup pre--test andtest and

postpost--test design?”test design?”

„„ CharacteristicsCharacteristics

„„ (^) No control group, only experimental groupNo control group, only experimental group „„ There is a preThere is a pre--testtest „„ Compare the result with pretestCompare the result with pretest

„„ An example:An example:

„„ (^) One wants to determine whether reading to children an extra ½ hoOne wants to determine whether reading to children an extra ½ hour aur a day would increase their reading skill.day would increase their reading skill. „„ A group of children are chosen. A test is performed to evaluateA group of children are chosen. A test is performed to evaluate theirtheir current reading skill (precurrent reading skill (pre--test).test). „„ The teacher will read an extra ½ a day to these children (theThe teacher will read an extra ½ a day to these children (the experimental stimulus).experimental stimulus). „„ (^) It was found, at the end of the semester, these children’s readiIt was found, at the end of the semester, these children’s reading skillsng skills are better compared to before.are better compared to before. „„ The problem is that one does not know whether without this extraThe problem is that one does not know whether without this extra ½½ hour of reading, these students can do just as well. Maybe theirhour of reading, these students can do just as well. Maybe their regularregular reading assignments are good enough for this improvement. Thus ireading assignments are good enough for this improvement. Thus itt cannot be said that this ½ hour extra reading has caused this incannot be said that this ½ hour extra reading has caused this increase increase in reading skills for these children.reading skills for these children.

What is “StaticWhat is “Static--group comparison?”group comparison?”

„„ Characteristics of StaticCharacteristics of Static--group comparisongroup comparison „„ Has two groups, but no experiment is administered.Has two groups, but no experiment is administered. „„^ One group participated in some activities, the other group did nOne group participated in some activities, the other group did not.ot. „„ Compare the results of these two groupsCompare the results of these two groups „„ An example:An example: „„ One wants to determine whether reading to children an extra ½ hoOne wants to determine whether reading to children an extra ½ hour a dayur a day would increase their reading skill.would increase their reading skill. „„ A teacher offers an extra ½ reading session everyday. Those studA teacher offers an extra ½ reading session everyday. Those students who wantents who want to participate can participate.to participate can participate. „„ It was found, at the end of the semester, these children who parIt was found, at the end of the semester, these children who participated thisticipated this extra ½ hour reading session had better reading skills than thosextra ½ hour reading session had better reading skills than those who did note who did not participate.participate. „„ (^) The problem is that one does not know whether without this extraThe problem is that one does not know whether without this extra ½ hour of½ hour of reading, these students who participated can do just as well. Itreading, these students who participated can do just as well. It is possibly thoseis possibly those with better reading skills to begin with are more likely to partwith better reading skills to begin with are more likely to participate in thisicipate in this extra reading session. Thus it cannot be said that this ½ hour eextra reading session. Thus it cannot be said that this ½ hour extra reading hasxtra reading has caused this increase in reading skills for these children.caused this increase in reading skills for these children.

What is internal invalidity inWhat is internal invalidity in

experiments?experiments?

„„^ Internal invalidity is the possibility that theInternal invalidity is the possibility that the

conclusions drawn from the experimentalconclusions drawn from the experimental

results may not accurately reflect what wasresults may not accurately reflect what was

going on in the experiment itself.going on in the experiment itself.

What are some sources of internal What are some sources of internal

invalidity?invalidity?

„„ History:History:

„„ Historical events may occur during the course of theHistorical events may occur during the course of the

experiment. Such events will complicate the experimentalexperiment. Such events will complicate the experimental

results. For example, A race riot during the course of anresults. For example, A race riot during the course of an

experiment on reducing antiexperiment on reducing anti--AfricanAfrican--American prejudice isAmerican prejudice is

likely to affect the internal validity of the experiment.likely to affect the internal validity of the experiment.

„„ (^) Maturation:Maturation:

„„ Subjects grow older and wiser during the course of theSubjects grow older and wiser during the course of the

experiment, especially if the experiment lasts a long time.experiment, especially if the experiment lasts a long time.

„„ Instrumentation:Instrumentation:

„„ Use of different measurements for the same concept inUse of different measurements for the same concept in

pretest and posttest will cause problems. The intensity ofpretest and posttest will cause problems. The intensity of

the measurements maybe different and may cause subjectsthe measurements maybe different and may cause subjects

to answer differently.to answer differently.

What are some sources of internalWhat are some sources of internal

invalidity?invalidity? -- ContinuedContinued

„„ Statistical regressionStatistical regression

„„ It becomes a problem when subjects are selected for their extremIt becomes a problem when subjects are selected for their extremee scores on the dependent variable. For example, a help session isscores on the dependent variable. For example, a help session is designed to help kids who were ranked at the bottom 10% on midtedesigned to help kids who were ranked at the bottom 10% on midterm.rm. Chances are, even without any help, it’s not likely all of themChances are, even without any help, it’s not likely all of them are goingare going to stay at the exact bottom 10% for the final. Thus even if theito stay at the exact bottom 10% for the final. Thus even if their ranksr ranks increase on the final, it does not necessarily mean the helpingincrease on the final, it does not necessarily mean the helping sessionsession worked.worked.

„„ Selection biasSelection bias

„„ The research selects certain people to the experimental group anThe research selects certain people to the experimental group andd certain other people to the control group. Comparison do not havcertain other people to the control group. Comparison do not have anye any meaning unless the groups are comparable.meaning unless the groups are comparable.

„„ Experimental mortalityExperimental mortality

„„ Subjects drop out of the experiment. Those who stay in the experSubjects drop out of the experiment. Those who stay in the experimentiment may be systematically different from those who left.may be systematically different from those who left.

„„ Measurements:Measurements:

„„ Dep. Variables:Dep. Variables:

„„ Total trial to criterionTotal trial to criterion

„„ Total short-Total short-term retention score (24 hours): isolationterm retention score (24 hours): isolation

test, sentence test, new context test, word designationtest, sentence test, new context test, word designation

testtest

„„ Total long-Total long-term retention score (3 weeks): isolation test,term retention score (3 weeks): isolation test,

sentence test, new context test, word designation testsentence test, new context test, word designation test

„„ Major independent variable:Major independent variable:

„„ Word-Word-alone vs. wordalone vs. word--sentencesentence

„„^ Sample:Sample:

„„ 115 kindergarten children in six kindergarten115 kindergarten children in six kindergarten

classrooms selected from schools in middle classclassrooms selected from schools in middle class

areas of a Greater Vancouver school district,areas of a Greater Vancouver school district,

British Columbia, CanadaBritish Columbia, Canada

„„ 43 eliminated due to illness, transfer, non43 eliminated due to illness, transfer, non--EnglishEnglish

speaker, or recognition of one or more targetspeaker, or recognition of one or more target

wordswords

„„ 72 left, randomly put into three groups: word72 left, randomly put into three groups: word--

alone, wordalone, word--sentence, control, with 24 in eachsentence, control, with 24 in each

„„^ Material:Material:

„„ Eight target words: television, our, fixing, tooth,Eight target words: television, our, fixing, tooth,

fell, out, Nicki’s, needs.fell, out, Nicki’s, needs.

„„ Forms two sentences:Forms two sentences:

„„ Nicki’s tooth fell out.Nicki’s tooth fell out.

„„^ Our television needs fixing.Our television needs fixing.

„„ Procedure:Procedure:

„„ Occasion 1: trial to criterionOccasion 1: trial to criterion

„„ Occasion 2: shortOccasion 2: short--term retentionterm retention

„„ Occasion 3: longOccasion 3: long--term retentionterm retention

„„ Results:Results:

„„ Total trials to criterion: 56.5 (WA), 26.4(WS)Total trials to criterion: 56.5 (WA), 26.4(WS)

„„ Total short term retention: 11.3(WA), 15.33 (WS)Total short term retention: 11.3(WA), 15.33 (WS)

„„ Total long term retention: 10.3(WA), 15.9(WS)Total long term retention: 10.3(WA), 15.9(WS)

„„ Statistical tests of significanceStatistical tests of significance

„„ Support H2.Support H2.

Additional things to do … Additional things to do …

ReadRead Rash, Judy, Terry D. Johnson & NormanRash, Judy, Terry D. Johnson & Norman

Gleadow (1984)Gleadow (1984) very carefully. At this point, youvery carefully. At this point, you

should be able to understand most of the issues inshould be able to understand most of the issues in

this research article. Try to think about theories,this research article. Try to think about theories,

unit of analysis, time dimension, major variables,unit of analysis, time dimension, major variables,

sampling, and mode of observation used in thissampling, and mode of observation used in this

study. Are there things that can be improved instudy. Are there things that can be improved in

ideal situations? What are the limitations of thisideal situations? What are the limitations of this

study caused by its research design?study caused by its research design?