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    Modeling Critical Factors of

    Quality in e-LearningA Structural Equations Model Test

    ICALT 2012 Rome, 4-6 July

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    We have tested, and confirmed, an existing model that

    represents the perception of quality in e-learning

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    It provides a long-term approach to the concept of quality, as itincludes, not only effectiveuses or outcomes, but also expecteduses

    It places the trainees at the center of the concept of quality andemphasizes their role in the construction of knowledge and quality

    It is based on the opinion of real customers, not on the opinion ofexperts, potential customers, or even on the researchers' opinion

    The final structure of the dimensions of quality was grounded onstatistical evidence and on data reduction techniques

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    To develop a measurement model and test a structural model

    made up of three constructs that affect the trainees'perception of quality in e-learning: training process, training

    attitudes, and training utility

    We have used structural equation modeling (SEM) to test the

    model with a new sample of data.

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    2741 answers

    64% were women

    The participants

    Customers of a Portuguese provider of

    asynchronous e-learning for professionaltraining, with ten years of experience in the

    consumer e-learning market and an

    accumulated count of over 60.000 clients

    from 29 countries.

    The company offers around 200 short-term

    courses ranging in length between 1 and 9

    weeks.

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    Global satisfaction Fulfillment of expectations

    Initial motivation Final motivation

    Fulfillment of training objectives The platform and its functions Training contents The trainers expertise The contribution of the forum for the learning process The dynamics and help of the trainer in the forum Competence, kindness, and promptness of the staff Immediate professional utility Future professional utility Global quality perception

    A 1 to 10 scale, online survey, at the end of the courses, where 10 is the

    highest value.

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    Variable Training

    Process

    Training

    Attitude

    Training

    Utilities

    X6 0.786X7 0.903

    X8 0.853

    X9 0.725

    X10 0.844

    X11 0.832

    X1 0.928

    X2 0.902

    X3 0.584

    X4 0.863X5 0.899

    X12 0.904

    X13 0.917

    Standardized regression weights

    Hypo

    -

    thesis

    Causal Path Standardized

    Path

    CoefficientH1 Training process!perception of

    quality in e-learning

    0.42

    H2 Training attitudes ! perception

    of quality in e-learning

    0.33

    H3 Training utility ! perception of

    quality in e-learning

    0.22

    Standardized paths of the

    hypothesized model

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    Slides available at

    www.slideshare.net/rosariocacao