Is Reliability Validity

Embed Size (px)

Citation preview

  • 8/4/2019 Is Reliability Validity

    1/17

    1

    Reliability and Validity in

    ResearchBee Bornheimer, Robin Fitzpatrick,Sarah Lehmann, Matt Pierce, and

    Maureen WhalenApril 23, 2008

  • 8/4/2019 Is Reliability Validity

    2/17

    2

    Believing what you read?

    . . . there is a need for reliable and validdata on student learning outcomes.

    Validity concerns the degree to whichinferences about students based on their

    test scores are warranted.-Cameron, L, SL Wise, and SM Lottridge. 2007. The Development andValidation of the Information Literacy Test. College and research

    libraries68 (3):229.

  • 8/4/2019 Is Reliability Validity

    3/17

    3

    Reliable and Valid Data

    The teams combined goal was to produce a valid,reliable, authentic assessment of ICT literacy skills.

    The goal of the iSkills assessment is to measure theICT literacy skills of studentshigher scores on theassessment should reflect stronger skills.

    -Katz, IR. 2007. Testing Information Literacy in Digital Environments: ETS'siSkills Assessment. Information technology and libraries26 (3):3.

  • 8/4/2019 Is Reliability Validity

    4/17

    4

    Reliability

    In statistics or measurement theory, ameasurement or test is considered reliable if itproduces consistent results over repeatedtestings.

    Refers to how well we are measuring whateverit is that is being measured (regardless ofwhether or not it is the right quantity tomeasure).

    -D. Rindskopf, Reliability: Measurement. In: Neil J. Smelser and Paul B. Baltes,

    Editor(s)-in-Chief, International Encyclopedia of the Social & BehavioralSciences, Pergamon, Oxford, 2001, Pages 13023-13028.(http://www.sciencedirect.com/science/article/B7MRM-4MT09VJ2XN/1/083e3cc0b8b9d4e027b0ba214dcd9fa3 )

    http://www.sciencedirect.com/science/article/B7MRM-4MT09VJ2XN/1/083e3cc0b8b9d4e027b0ba214dcd9fa3http://www.sciencedirect.com/science/article/B7MRM-4MT09VJ2XN/1/083e3cc0b8b9d4e027b0ba214dcd9fa3http://www.sciencedirect.com/science/article/B7MRM-4MT09VJ2XN/1/083e3cc0b8b9d4e027b0ba214dcd9fa3http://www.sciencedirect.com/science/article/B7MRM-4MT09VJ2XN/1/083e3cc0b8b9d4e027b0ba214dcd9fa3
  • 8/4/2019 Is Reliability Validity

    5/17

    5

    Reliability

    Unlike the common understanding, inthese contexts reliability does not imply a

    value judgment

    Your car always starts/doesnt start

    Your friend is always/ never late

  • 8/4/2019 Is Reliability Validity

    6/17

    6

    Classical Test Theory (CTT)

    A single trait or skill is being measured

    The trait or skill can be defined

    All items on the test measure the same trait or

    skill

    Formula for determining reliability

    Test is made more reliable by making it longer

    Limitation: reliability depends upon the samplegroup and is not a characteristic of the test

    itself.

  • 8/4/2019 Is Reliability Validity

    7/17

    7

    Generalizability Theory (GT)

    Based on analysis of variance

    Unlike CTT, GT allows for multiple sourcesof error

    The test is designed to account for factorsthat researchers predict will influencescores

    Can compute multiple estimates ofreliability

  • 8/4/2019 Is Reliability Validity

    8/17

    8

    Item Response Theory (IRT)

    Like CCT, IRT measures a single trait orskill

    Relationship between the score on an

    individual test item and the skill/trait canbe measured

    Adaptive tests tests can be customized

    to the individual test-taker, e.g., the GRE Does not use the traditional concept of

    reliability

  • 8/4/2019 Is Reliability Validity

    9/17

    9

    Observational Studies

    Some characteristics cannot be measuredthrough a test

    Unobtrusiveness

    Multiple sources of error

    Reliability depends on the extent to which

    observers agree

  • 8/4/2019 Is Reliability Validity

    10/17

    10

    Validity Evidence

    Content Validity: that based on expert ratingsof the items in the test

    Construct Validity: that based on the degree towhich ILT scores statistically behave as we

    would expect a measure of information literacyto behave.

    - Cameron, L, SL Wise, and SM Lottridge. 2007. The Development andValidation of the Information Literacy Test. College and research

    libraries68 (3):229.

  • 8/4/2019 Is Reliability Validity

    11/17

    11

    How can validity be established?

    Quantitative studies: measurements, scores, instruments used, research

    design

    Qualitative studies: ways that researchers have devised to establish

    credibility: member checking, triangulation, thickdescription, peer reviews, external audits

  • 8/4/2019 Is Reliability Validity

    12/17

    12

    How can reliability beestablished?

    Quantitative studies?

    Assumption of repeatability

    Qualitative studies?

    Reframe as dependability and confirmability

  • 8/4/2019 Is Reliability Validity

    13/17

    13

    "Reliability and validity are tools of an essentiallypositivist epistemology. While they may haveundoubtedly proved useful in providing checks andbalances for quantitative methods, they sit uncomfortably

    in research of this kind, which is better concerned byquestions about power and influence, adequacy andefficiency, suitability and accountability. "

    Watling as cited in Simco & Warin, 1997, as cited in Winter, G. A

    comparative discussion of the notion of validity in qualitative andquantitative research. The Qualitative Report 4, nos. 3 and 4, (March2000.). http://www.nova.edu/ssss/QR/QR4-3/winter.html.

    http://www.nova.edu/ssss/QR/QR4-3/winter.htmlhttp://www.nova.edu/ssss/QR/QR4-3/winter.htmlhttp://www.nova.edu/ssss/QR/QR4-3/winter.htmlhttp://www.nova.edu/ssss/QR/QR4-3/winter.html
  • 8/4/2019 Is Reliability Validity

    14/17

    14

    Reliability and Validity

    Why do we bother?

    Terms used in conjunction with oneanother

    Quantitative Research: R & V are treated asseparate terms

    Qualitative Research: R & V are often allunder another, all encompassing term

    Semi-reciprocal relationship

  • 8/4/2019 Is Reliability Validity

    15/17

    15

    Reliable

    Valid

    Not Reliable

    Not Valid

    Not Valid

    Reliability Validity

  • 8/4/2019 Is Reliability Validity

    16/17

    16

    Winter states . . .

    There is no single form, construct or concept that canuniversally be claimed to define or encompass the term.Neither, however, can validity be said to be a discreetlyidentifiable element of any research project, which is

    capable of being located at multiple and specific stageswithin research. The concept of validity defiesextrapolation from, or categorization within, any researchproject.

    -Winter, G. A comparative discussion of the notion of validity inqualitative and quantitative research. The Qualitative Report 4,nos. 3 and 4, (March 2000.). http://www.nova.edu/ssss/QR/QR4-3/winter.html.

    http://www.nova.edu/ssss/QR/QR4-3/winter.htmlhttp://www.nova.edu/ssss/QR/QR4-3/winter.htmlhttp://www.nova.edu/ssss/QR/QR4-3/winter.htmlhttp://www.nova.edu/ssss/QR/QR4-3/winter.htmlhttp://www.nova.edu/ssss/QR/QR4-3/winter.html
  • 8/4/2019 Is Reliability Validity

    17/17

    17

    Questions