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By
Bieger and Gerlach
(A RodSaz Report)
   The results of a research study are only useful
    to the extent that they can be accurately and
    confidently interpreted.
   The issue of accurate and confident
    interpretation of results is at the center of any
    discussion of validity.
   From validus, meaning “strong”
   Refers to the degree with which correct
    inferences can be made from the results of a
    research study.
•INTERNAL VALIDITY
•EXTERNAL VALIDITY
   Refers to the extent to which the results
    obtained in a research study are a function of
    the variables that were systematically
    manipulated, measured, and /or observed in
    the study.
   For example, a researcher in interested in
    determining which of two instructional
    methods is superior for teaching a history
    concept. Suppose further that the researcher
    asked two teachers to each use one of the
    methods of instruction and then compared the
    mean test scores of each class following the
    instructions.
   Teachers’ teaching effectiveness and
    enthusiasm
   Class interest or preparation
   One class may have interruptions (fire drills)
   Refers to the occurrence of events that could
    alter the outcome or the results of a study.
   Refers to the occurrence of events that could
    alter the outcome or the results of a study.
       Previous history – occurs before the study
         A study of the effectiveness of a new method for
         teaching a unit on the biology of a cell, many watched a
         television documentary about “The Cell”
   Refers to the occurrence of events that could
    alter the outcome or the results of a study.

       Concurrent history – occurs during the study
         Eg. Studying the effectiveness of using musical
         activities to teach mathematics concepts. While one
         teacher uses the standard curriculum, another teacher is
         using the musical activities curriculum
   Pertains to any changes that occur in the
    subjects during the course of the study that are
    not part of the study and that might affect the
    results of the study.
   Pertains to any changes that occur in the
    subjects during the course of the study that are
    not part of the study and that might affect the
    results of the study.
       Biological ( growth processes)
         Eg. Weight gain or increase in height due to breakfast
         or lunch program
   Pertains to any changes that occur in the
    subjects during the course of the study that are
    not part of the study and that might affect the
    results of the study.
       Psychological (learning or development)
         Eg. Effects of certain instructional techniques on
         concept learning of sixth graders, attainment of certain
         operational thought during that period has to be
         considered
   Relates to the possible effects of a pretest on the
    performance of participants in a study on the
    posttest.
     May alert subjects to the fact that they are being
      studied
     May affect performance on later administrations
   Is concerned with the effects on the outcome of
    a study of the inconsistent use of a
    measurement instrument (what the instrument
    is measuring changes during the duration of
    the study).
   Eg. The effects of fatigue on an achievement
    test
   Refers to the tendency of extreme scores to
    move (or regress) toward the mean score on
    subsequent retesting.
       Eg. Students scoring below 25% (lowest extreme) on
        an IQ test are given a posttest. A higher posttest
        score is expected.
   Refers to the loss of subjects from a study due
    to their initial nonavailability or subsequent
    withdrawal from the study.
       Eg. More high-scoring people drop out from the
        experimental group than from the control group
   Pertains to the possibility that groups in a
    study may possess different characteristics and
    that those differences may affect the results.
       Differences in age, ability, gender or racial/ethnic
        composition, or any of an almost unlimited number
        of ways.
1.   Standardization of the conditions under
     which the research study is carried out will
     help minimize threats to internal validity from
     history and instrumentation.
2. Obtaining as much information as possible
    about the participants in the research study
    aids in minimizing threats to internal validity
    from mortality and selection.
3. Obtaining as much information as possible
    about the procedural details of the research
    study, for example, where and when the
    study occurs, minimizes threats to internal
    validity from history and instrumentation.
4. Choosing an appropriate research design can
   help control most other threats to internal
   validity.
   The use of a control group, selected from the
    same population as the experimental group(s)
    and which experiences the same concurrent
    history as the experimental group(s), can help
    eliminate most of the effects of history. Also,
    the shorter the duration of an experiment, the
    less likely history will be a threat.
   The effects of maturation, like the effects of
    history, can be minimized by the use of a
    control group, selected from the same
    population as the experimental group(s). Also,
    like the effects of history, the effects of
    maturation tend to be minimized in studies of
    short duration.
   The use of a research design that does not
    include a pretest can eliminate testing as a
    potential threat to internal validity. If baseline
    or pretreatment or data are needed, the use of
    unobtrusive measures (data collection
    techniques about which the experimental
    participant is unaware) may minimize the
    effects of testing. It also may help for a
    researcher to use different equivalent forms of
    a test for pretesting and posttesting.
   Careful specification and control of the
    measurement procedures can eliminate most
    instrumentation threats. Standardized
    instruments, administration or data collection
    procedures, and the training or observers are
    among the procedures that help control the
    instrumentation threat.
   Avoiding the use of extreme scorers, when
    average scorers are excluded, will minimize the
    threat.
   Choosing large groups and ensuring that they
    are representative of the population from
    which they were selected can minimize
    mortality threats. The use of follow-up
    procedures with a portion of those who leave
    the study or who were initially unavailable can
    further minimize mortality as a threat
   Random selection and random assignment of
    subjects minimize selection as a threat to
    internal validity. If random selection and
    assignment are not possible, the use of certain
    statistical techniques, used as part of a careful
    quasi-experimental design, can adjust for
    group differences and thereby minimize
    selection as a threat.
   Refers to the extent to which the results of a
    research study are able to be generalized
    confidently to a group larger than the group
    that participated in the study. (Bracht & Glass)
   Refers to the extent to which the results of a
    research study are able to be generalized
    confidently to a group larger than the group
    that participated in the study. (Bracht & Glass)
   The researcher must have reason to believe that
    the variables used in the study are similar to
    those aspects as they exist in the larger
    population.
   The extent to which a sample is representative
    (or not representative) of the population from
    which it was selected.
   The extent to which characteristics of the
    setting or context of the research study are
    representative (or not representative ) of the
    setting and context to which the results are to
    be generalized.
   Refers to the fact that the administration of a
    test (for example, a pretest) may affect the
    responses or the performance of the
    participants in a research study.
   Its results may not be generalizable to
    situations where pretesting will not occur.
   It pertains to the situation in which participants
    in a study receive more than one treatment. In
    such a case, the effects of the multiple
    treatment may interact.
   It is concerned with the possibility that some
    characteristic of the participants selected for the
    study interacts with some aspect of the
    treatment.
       May include prior experiences, learning, personality
        factors, or any traits that might interact with the
        effect of the treatment
   It pertains to situations where participants
    become aware that they are involved in a
    study, and , as a result of that awareness, their
    response or performance is different from what
    it would have been otherwise.
   It pertains to situations where participants
    become aware that they are involved in a
    study, and , as a result of that awareness, their
    response or performance is different from what
    it would have been otherwise.
       “Novelty effect” (newness) or belief on the part of the
        participants that they are receiving some “special”
        treatment (sometimes known as Hawthorne Effect.)
       “Placebo effect” or to the participants’ belief in the
        effectivenesss of the treatment
   They refer to the possibility that an
    experimenter may sometimes unintentionally
    influence the performance of participants in a
    study.
   They refer to the possibility that an
    experimenter may sometimes unintentionally
    influence the performance of participants in a
    study.
   They refer to the possibility that an
    experimenter may sometimes unintentionally
    influence the performance of participants in a
    study.
       PASSIVE
         Gender, race, or personal attributes of the researcher
   They refer to the possibility that an
    experimenter may sometimes unintentionally
    influence the performance of participants in a
    study.
       PASSIVE
         Gender, race, or personal attributes of the researcher
       ACTIVE
         The expectations of the researcher or observer are
          communicated to the participant in a manner that affects
          performance
   It is concerned with the extent to which the
    variables in a study are adequately described
    and operationally defined. Variables can be
    defined too specifically.
   Use research designs that do not include
    pretests.
   Solomon four-group design is useful in
    determining the extent to which pretesting
    may have influenced the results of the study.
   The researcher should try to choose a design in
    which only one treatment is assigned to each
    subject. If such a design is practical, the
    researcher should try to control and/or
    measure the effects of all relevant treatments
    and incorporate them into a multiple-treatment
    design.
   Use random selection and assignment of
    participants.
   If the above is not practical, use statistical
    techniques such as analysis of covariance, used
    in conjunction with a quasi-experimental
    design, can take into account differences due to
    measurable attributes of the individual.
   Have a control group and a placebo group
   Both should be treated the same in all respects,
    except in regard to the treatment itself
   All of the participants should believe they are
    being treated comparably
   Use “blind” data collection procedures. This
    means that the researcher does not collect data
    or make observations but instead trains a
    “naïve” observer to do so.
   The person collecting the data or making the
    observations should be unaware of the purpose
    of the study and should be unaware of which
    participants are receiving the experimental
    treatment.
   Must operationally define variables carefully in
    a way that is meaningful in settings beyond
    that in which the study is being conducted.
   Use of widely agreed upon definitions or
    multiple competing definitions should be
    considered.

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Threats to internal and external validity

  • 1. By Bieger and Gerlach (A RodSaz Report)
  • 2. The results of a research study are only useful to the extent that they can be accurately and confidently interpreted.  The issue of accurate and confident interpretation of results is at the center of any discussion of validity.
  • 3. From validus, meaning “strong”  Refers to the degree with which correct inferences can be made from the results of a research study.
  • 5. Refers to the extent to which the results obtained in a research study are a function of the variables that were systematically manipulated, measured, and /or observed in the study.
  • 6. For example, a researcher in interested in determining which of two instructional methods is superior for teaching a history concept. Suppose further that the researcher asked two teachers to each use one of the methods of instruction and then compared the mean test scores of each class following the instructions.
  • 7. Teachers’ teaching effectiveness and enthusiasm  Class interest or preparation  One class may have interruptions (fire drills)
  • 8.
  • 9. Refers to the occurrence of events that could alter the outcome or the results of a study.
  • 10. Refers to the occurrence of events that could alter the outcome or the results of a study.  Previous history – occurs before the study  A study of the effectiveness of a new method for teaching a unit on the biology of a cell, many watched a television documentary about “The Cell”
  • 11. Refers to the occurrence of events that could alter the outcome or the results of a study.  Concurrent history – occurs during the study  Eg. Studying the effectiveness of using musical activities to teach mathematics concepts. While one teacher uses the standard curriculum, another teacher is using the musical activities curriculum
  • 12. Pertains to any changes that occur in the subjects during the course of the study that are not part of the study and that might affect the results of the study.
  • 13. Pertains to any changes that occur in the subjects during the course of the study that are not part of the study and that might affect the results of the study.  Biological ( growth processes)  Eg. Weight gain or increase in height due to breakfast or lunch program
  • 14. Pertains to any changes that occur in the subjects during the course of the study that are not part of the study and that might affect the results of the study.  Psychological (learning or development)  Eg. Effects of certain instructional techniques on concept learning of sixth graders, attainment of certain operational thought during that period has to be considered
  • 15. Relates to the possible effects of a pretest on the performance of participants in a study on the posttest.  May alert subjects to the fact that they are being studied  May affect performance on later administrations
  • 16. Is concerned with the effects on the outcome of a study of the inconsistent use of a measurement instrument (what the instrument is measuring changes during the duration of the study).  Eg. The effects of fatigue on an achievement test
  • 17. Refers to the tendency of extreme scores to move (or regress) toward the mean score on subsequent retesting.  Eg. Students scoring below 25% (lowest extreme) on an IQ test are given a posttest. A higher posttest score is expected.
  • 18. Refers to the loss of subjects from a study due to their initial nonavailability or subsequent withdrawal from the study.  Eg. More high-scoring people drop out from the experimental group than from the control group
  • 19. Pertains to the possibility that groups in a study may possess different characteristics and that those differences may affect the results.  Differences in age, ability, gender or racial/ethnic composition, or any of an almost unlimited number of ways.
  • 20.
  • 21. 1. Standardization of the conditions under which the research study is carried out will help minimize threats to internal validity from history and instrumentation.
  • 22. 2. Obtaining as much information as possible about the participants in the research study aids in minimizing threats to internal validity from mortality and selection.
  • 23. 3. Obtaining as much information as possible about the procedural details of the research study, for example, where and when the study occurs, minimizes threats to internal validity from history and instrumentation.
  • 24. 4. Choosing an appropriate research design can help control most other threats to internal validity.
  • 25.
  • 26. The use of a control group, selected from the same population as the experimental group(s) and which experiences the same concurrent history as the experimental group(s), can help eliminate most of the effects of history. Also, the shorter the duration of an experiment, the less likely history will be a threat.
  • 27. The effects of maturation, like the effects of history, can be minimized by the use of a control group, selected from the same population as the experimental group(s). Also, like the effects of history, the effects of maturation tend to be minimized in studies of short duration.
  • 28. The use of a research design that does not include a pretest can eliminate testing as a potential threat to internal validity. If baseline or pretreatment or data are needed, the use of unobtrusive measures (data collection techniques about which the experimental participant is unaware) may minimize the effects of testing. It also may help for a researcher to use different equivalent forms of a test for pretesting and posttesting.
  • 29. Careful specification and control of the measurement procedures can eliminate most instrumentation threats. Standardized instruments, administration or data collection procedures, and the training or observers are among the procedures that help control the instrumentation threat.
  • 30. Avoiding the use of extreme scorers, when average scorers are excluded, will minimize the threat.
  • 31. Choosing large groups and ensuring that they are representative of the population from which they were selected can minimize mortality threats. The use of follow-up procedures with a portion of those who leave the study or who were initially unavailable can further minimize mortality as a threat
  • 32. Random selection and random assignment of subjects minimize selection as a threat to internal validity. If random selection and assignment are not possible, the use of certain statistical techniques, used as part of a careful quasi-experimental design, can adjust for group differences and thereby minimize selection as a threat.
  • 33.
  • 34. Refers to the extent to which the results of a research study are able to be generalized confidently to a group larger than the group that participated in the study. (Bracht & Glass)
  • 35. Refers to the extent to which the results of a research study are able to be generalized confidently to a group larger than the group that participated in the study. (Bracht & Glass)  The researcher must have reason to believe that the variables used in the study are similar to those aspects as they exist in the larger population.
  • 36. The extent to which a sample is representative (or not representative) of the population from which it was selected.
  • 37. The extent to which characteristics of the setting or context of the research study are representative (or not representative ) of the setting and context to which the results are to be generalized.
  • 38.
  • 39. Refers to the fact that the administration of a test (for example, a pretest) may affect the responses or the performance of the participants in a research study.  Its results may not be generalizable to situations where pretesting will not occur.
  • 40. It pertains to the situation in which participants in a study receive more than one treatment. In such a case, the effects of the multiple treatment may interact.
  • 41. It is concerned with the possibility that some characteristic of the participants selected for the study interacts with some aspect of the treatment.  May include prior experiences, learning, personality factors, or any traits that might interact with the effect of the treatment
  • 42. It pertains to situations where participants become aware that they are involved in a study, and , as a result of that awareness, their response or performance is different from what it would have been otherwise.
  • 43. It pertains to situations where participants become aware that they are involved in a study, and , as a result of that awareness, their response or performance is different from what it would have been otherwise.  “Novelty effect” (newness) or belief on the part of the participants that they are receiving some “special” treatment (sometimes known as Hawthorne Effect.)  “Placebo effect” or to the participants’ belief in the effectivenesss of the treatment
  • 44. They refer to the possibility that an experimenter may sometimes unintentionally influence the performance of participants in a study.
  • 45. They refer to the possibility that an experimenter may sometimes unintentionally influence the performance of participants in a study.
  • 46. They refer to the possibility that an experimenter may sometimes unintentionally influence the performance of participants in a study.  PASSIVE  Gender, race, or personal attributes of the researcher
  • 47. They refer to the possibility that an experimenter may sometimes unintentionally influence the performance of participants in a study.  PASSIVE  Gender, race, or personal attributes of the researcher  ACTIVE  The expectations of the researcher or observer are communicated to the participant in a manner that affects performance
  • 48. It is concerned with the extent to which the variables in a study are adequately described and operationally defined. Variables can be defined too specifically.
  • 49.
  • 50. Use research designs that do not include pretests.  Solomon four-group design is useful in determining the extent to which pretesting may have influenced the results of the study.
  • 51. The researcher should try to choose a design in which only one treatment is assigned to each subject. If such a design is practical, the researcher should try to control and/or measure the effects of all relevant treatments and incorporate them into a multiple-treatment design.
  • 52. Use random selection and assignment of participants.  If the above is not practical, use statistical techniques such as analysis of covariance, used in conjunction with a quasi-experimental design, can take into account differences due to measurable attributes of the individual.
  • 53. Have a control group and a placebo group  Both should be treated the same in all respects, except in regard to the treatment itself  All of the participants should believe they are being treated comparably
  • 54. Use “blind” data collection procedures. This means that the researcher does not collect data or make observations but instead trains a “naïve” observer to do so.  The person collecting the data or making the observations should be unaware of the purpose of the study and should be unaware of which participants are receiving the experimental treatment.
  • 55. Must operationally define variables carefully in a way that is meaningful in settings beyond that in which the study is being conducted.  Use of widely agreed upon definitions or multiple competing definitions should be considered.