Cited by 109Technology Use by Older AdultsUsability and User Interface DesignAging and Gerontology Research

The impact of age on website usability

Open access
Wagner, Nicole, Hassanein, Khaled, Head, Milena·2014·Computers in Human Behavior

AI snapshot

Written from the paper’s full text.

TL;DR

In a laboratory experiment with 101 younger and older participants, age had a stronger negative effect on utilitarian web usability (mental model accuracy and performance) than on hedonic measures. Hedonic constructs (disorientation and engagement) significantly predicted satisfaction, while utilitarian performance did not.

Key findings

  • Older adults had lower spatial ability (0.4588 vs. 0.6934, p<0.000), lower mental model accuracy (MMA; -0.4444 vs. 0.4177, p<0.000), and lower performance (-0.6124 vs. 0.5757, p<0.000). Age → spatial ability was -0.622, spatial ability → MMA was 0.511, and MMA → performance was 0.464.
  • Satisfaction had R² = 0.765. Engagement and disorientation significantly influenced satisfaction, but performance did not (H1 not supported). Effect sizes were large for engagement (f²=1.583), medium for disorientation (f²=0.217), and non-significant for performance (f²=0.030).
  • Unexpectedly, older adults reported less disorientation than younger adults (1.6991 vs. 2.1429, p<0.029; H12 not supported) and more engagement (5.2948 vs. 4.4543, p<0.002); satisfaction did not differ significantly (5.3351 vs. 4.9800, n.s.). MMA did not impact disorientation (H3 not supported), and engagement did not impact performance (H6 not supported).
  • Disorientation negatively impacted performance (H8 supported) and engagement (H9 supported). Nine of twelve paths in the model were significant.

Methods

  • Laboratory experiment with two age groups (18–35 younger; over 55 older) and two navigation layouts (Menus non-expandable; Tree expandable). 101 participants were recruited (50 younger, 51 older), with 97 usable cases after excluding three outliers. The experimental web site, HealthyBurlington.ca, had 39 hierarchical pages on healthy living.
  • Procedure: demographic questionnaire; two spatial ability tests (VZ-2 Paper Folding and S-1 Card Rotations); 5 minutes browsing; six search tasks; a card-sorting MMA exercise to recreate the site hierarchy; and a post-experiment questionnaire. Performance was measured by task time and correctness; disorientation, engagement, and satisfaction used validated scales.
  • Analysis: Partial Least Squares (PLS) structural equation modeling with formative (age, spatial ability, MMA, performance) and reflective (disorientation, engagement, satisfaction) constructs, using bootstrapping with 500 resamples; post hoc ANOVAs and hierarchical regression were also run.

Limitations

  • Stated in the paper: the older adult sample was not likely representative of older adults in general, appearing more educated and experienced than typical older adults. The experimental web site was designed for the experiment and may not represent actual web sites; navigation was limited (no network-type links, breadcrumbs, or search functionality) to facilitate the MMA exercise. MMA was assessed after limited exposure, so the study does not consider how mental models develop over time.
  • Evident from the text: disorientation had low variance explained (R² = 6.4%), and the paper notes possible self-report issues—older adults may have under-reported disorientation and over-reported engagement due to social desirability or politeness, while younger adults may have over-reported disorientation because expected navigation cues were missing. The causality between disorientation and engagement is also described as uncertain.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.1016/j.chb.2014.05.003

Cites

80 of 80 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

0 of 166 cited sources checked · 0 supported · 0 flagged

  • Findingown data
    § Abstract

    In terms of impact on user satisfaction, the impact of utilitarian constructs was not significant.

    “In terms of impact on user satisfaction, the contribution of hedonic constructs was significant while the impact of utilitarian constructs was not.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Mental model accuracy and performance are utilitarian measures of web site usability.
  • Findingown data
    § Abstract

    In terms of impact on user satisfaction, the contribution of hedonic constructs was significant.

    “In terms of impact on user satisfaction, the contribution of hedonic constructs was significant while the impact of utilitarian constructs was not.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Disorientation and engagement are hedonic measures of web site usability.
  • Findingreasoning
    § Abstract

    Older adults had poorer performance with the web site than younger adults.

    “Specifically, older adults were less able to create an accurate mental model of the web site and in turn had poorer performance with the web site.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Mental model accuracy and performance are utilitarian measures of web site usability.
  • Findingown data
    § Abstract

    Age has a more pronounced impact on utilitarian constructs than on hedonic constructs of web site usability.

    “The results of the PLS analysis suggest that age has a more pronounced impact on utilitarian constructs than hedonic ones.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Mental model accuracy and performance are utilitarian measures of web site usability.
    • Rests on an assumption: Disorientation and engagement are hedonic measures of web site usability.
  • Findingown data
    § Abstract

    Older adults were less able than younger adults to create an accurate mental model of the web site.

    “Specifically, older adults were less able to create an accurate mental model of the web site and in turn had poorer performance with the web site.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Mental model accuracy and performance are utilitarian measures of web site usability.
  • May combine two claims. 78
  • The quote only partly states this claim. 3
  • Classified as probably not a substantial claim. 91
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    Findingown data
    § 5.3 Participant Demographics

    There is no statistical difference between the older and younger groups on mean scores on any demographic variables except life satisfaction, where older participants are more satisfied than younger ones (significance 0.001 using One-Way ANOVA).

    “There is no statistical difference between the older and younger groups on the mean scores on any of these demographic variables except life satisfaction, where older participants are more satisfied than younger ones (significance 0.001 using One-Way AN OVA test).”
    Quote in the paperNot a substantial claim
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    Findingown data
    § 5.4.4.3 Impact of Control Variables

    The variance explained in Satisfaction shows very little increase in R2 with the inclusion of any control variables, although some control variables created statistically significant paths.

    “While the variance explained in the endogenous construct Satisfaction shows very little increase in R 2 with the inclusion of any of the control variables, some did create statistically significant paths.”
    Quote in the paperNot a substantial claim
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    Findingown data
    § V(Average (AVE)* Average (R 2 )).

    The GoF for the current study is 0.531, indicating a large effect size and that the research model performed well.

    “Using this measure, the GoF for the current study is 0.531, or the effect size is large, indicating that the research model performed well.”
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    Findingreasoning
    § 5.4.4.3 Impact of Control Variables

    Participants in the menu condition experienced higher levels of perceived disorientation than participants in the tree condition (p<0.001).

    “Participants in the menu condition experienced higher levels of perceived disorientation (p<O.OOl).”
    Quote in the paperSubstantial claim
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    Findingown data
    § \0.088n.s.

    Nine out of twelve paths in the model are significant (at p<0.05 or better), indicating that the model is reliable overall.

    “Nine out of twelve paths in the model are significant (at p<O.OS or better) indicating that the model is reliable overall (see Table 27 for further details).”
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    Findingcitation
    § \0.088n.s.

    The variance explanation of the endogenous variable Satisfaction is substantial at R2 = 0.765, supporting the validity of the model.

    “The variance explanation of the endogenous variable Satisfaction is substantial at R 2 = 0.765 (Chin, 1998), supporting the validity of the model.”
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    Findingreasoning
    § '-----1

    Relatively little research has examined how Behavior and Environment may influence the Person, or how Environment and Behavior interact with one another.

    “Relatively little research has examined how Behavior and Environment may influence the Person, or how Environment and Behavior interact with one another.”
    Quote in the paperNot a substantial claim
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    Findingown data
    § '-----1

    Older participants have more years of experience using the Internet, yet younger participants use the Internet more hours per week.

    “older participants have more years of experience using the Internet, yet younger participants use the Internet more hours per week.”
    Quote in the paperNot a substantial claim
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    Findingown data
    § 6.1 Research Questions Answered

    MMA was expected to impact disorientation, but this was not found (H3 not supported).

    “MMA was expected to impact disorientation, but this was not found to be the case (H3 not supported).”
    Quote in the paperNot a substantial claim
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    Findingown data
    § 6.1 Research Questions Answered

    The average disorientation reported was 1.93 on a five point scale (1.699 for older and 2.143 for younger).

    “The average disorientation reported was 1.93 on a five point scale (1.699 for older and 2.143 for younger).”
    Quote in the paperNot a substantial claim
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    Findingown data
    § 6.1 Research Questions Answered

    Younger adults' perceptions of disorientation were higher, but this was not reflected in their utilitarian outcomes (mental models or performance).

    “Although younger adults' perceptions of disorientation were higher, this was not reflected in their utilitarian outcomes (mental models or performance).”
    Quote in the paperSubstantial claim
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    Findingown data
    § How does age influence the hedonic and utilitarian usability antecedents to satisfaction?

    Age had a significant influence on both the hedonic and utilitarian constructs in the model.

    “Age had a significant influence on both the hedonic and utilitarian constructs in the model.”
    Quote in the paperSubstantial claim
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    Findingown data
    § 6.1 Research Questions Answered

    Despite the insignificant influence of utilitarian constructs, 76.5% of variance in satisfaction was explained.

    “Despite the insignificant influence of utilitarian constructs, 76.5% of variance in satisfaction was explained.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Findingcitation
    § '-----1

    While engagement received relatively little research attention for a period of time, there has been a resurgence of activity on the topic as researchers attempt to reduce the ambiguity surrounding the construct.

    “While engagement received relatively little research attention for a period of time, there has been a resurgence of activity on the topic as researchers attempt to reduce the ambiguity surrounding the construct (O'Brien, 2010; O'Brien & Toms, 2008, 2010; Scott & Walczak, 2009).”
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    • cites O'Brien, 2010

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    • cites O'Brien & Toms, 2008, 2010

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    • cites Scott & Walczak, 2009

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    Findingnone given
    § '-----1

    While the empirical results may be inconclusive, qualitative descriptions about the impact of computer use on the lives of older adults are generally positive.

    “While the empirical results may be inconclusive, qualitative descriptions about the impact of computer use on the lives of older adults are generally positive.”
    Quote in the paperNot a substantial claim
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    Findingown data
    § '-----1

    Older participants are statistically more familiar with healthy living topics (significance 0.006 using One-Way ANOVA test), but there is no significant difference in frequency of web site visits.

    “older participants are statistically more familiar with healthy living topics (significance 0.006 using One-Way ANOVA test), but there is no significant difference in frequency of web site visits.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingnone given
    § Additional information

    Each of the paths that is significant in the PLS model has significant effect size (at least p<0.05).

    “Each of the paths that is significant in the PLS model has significant effect size (at least p<O.OS).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Findingown data
    § Additional information

    A common method bias assessment using PLS showed no qualitative differences in statistical results (no paths gained or lost significance and no paths changed signs), making it feasible to model all constructs as reflective.

    “There were no qualitative differences in the statistical results: no paths gained or lost significance and no paths changed signs.Thus, as described in Liang et al. (2007), it was feasible to use the method with all constructs modeled as reflective.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
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    Findingnone given
    § Additional information

    Older participants had less accurate mental models but reported lower perceived disorientation than younger participants.

    “since older participants did have less accurate mental models, but reported lower perceived disorientation than younger participants.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Findingown data
    § '-----1

    The analysis identified three multivariate outliers.

    “This analysis identified three multivariate outliers:”
    Quote in the paperNot a substantial claim
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    Findingown data
    § Additional information

    The resulting MMA scores performed well on the utilitarian side of the PLS model, being positively influenced by spatial ability (H4 supported) and having a positive influence on performance (H2 supported).

    “the resulting scores performed well on the utilitarian side of the PLS model, being positively influenced by spatial ability (H4 supported) and having a positive influence on performance (H2 supported).”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S4 (based).

    Findingnone given
    § '-----1

    The study addresses some gaps by exploring hedonic (disorientation and engagement) and utilitarian (MMA) constructs that have not previously been studied in the context of web usability for older adults.

    “The study conducted in this •dissertation addresses some of these gaps by exploring hedonic (disorientation and engagement) and utilitarian (MMA) constructs that have not previously been studied in the context of web usability for older adults.”
    Quote in the paperNot a substantial claim
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    Findingown data
    § Additional information

    Harman's one-factor test showed that the variables in the research model do not load on a single factor, implying that the risk of common method bias is minimal.

    “Therefore, there is evidence that the variables in the research model do not load on a single factor, which implies that the risk of common method bias is minimal.”
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    Premisecitation
    § 1.2 Usability

    Usability has been shown to increase users' intentions to use computers and subsequent usage behavior.

    “It has been associated with important outcomes such as error reduction and positive attitudes (Venkatesh & Agarwal, 2006), and has been shown to increase users' intentions to use computers as well as subsequent usage behavior (Legris, Ingham, & Collerette, 2003;McCloskey, 2006;Venkatesh, Morris, Davis, & Davis, 2003).”
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    • cites Venkatesh, Morris, Davis, & Davis, 2003 source

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    Premisecitation
    § 1.1 Aging Internet Users

    Older adults are a very heterogeneous group because they have more varied life experiences than younger adults and are affected by age-related deterioration and illnesses at different rates.

    “Older adults (of any chronological age) are a very heterogeneous group since they have more varied life experiences than younger adults and are affected by age-related deterioration and illnesses at different rates (Dickinson, Arnott, & Prior, 2007;Lippincott, 2004).”
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    Premisecitation
    § 1.3 Unique Needs of Older Adults

    Physical changes associated with aging include declines in vision, hearing, and psychomotor coordination.

    “For example, physical changes associated with aging include declines in vision, hearing, and psychomotor coordination (Hawthorn, 2000).”
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    Premisecitation
    § 1.2 Usability

    Usability is a key concept of Human-Computer Interaction research, but its application in the Information Systems literature has been limited to date.

    “Although usability is a key concept of Human-Computer Interaction (HCI) research (Hornbaek, 2006), its application in the Information Systems (IS) literature has been limited to date (Venkatesh & Ramesh, 2006).”
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    Premisecitation
    § 1.2 Usability

    Usability has been associated with important outcomes such as error reduction and positive attitudes.

    “It has been associated with important outcomes such as error reduction and positive attitudes (Venkatesh & Agarwal, 2006), and has been shown to increase users' intentions to use computers as well as subsequent usage behavior (Legris, Ingham, & Collerette, 2003;McCloskey, 2006;Venkatesh, Morris, Davis, & Davis, 2003).”
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    Premisecitation
    § 1.2 Usability

    Venkatesh & Ramesh found that the usability theoretical lens outperformed the Technology Acceptance Model in terms of richness and variance explained in a web site study.

    “For example, in a recent web site study Venkatesh & Ramesh (2006} found that the usability theoretical lens outperformed the popular Technology Acceptance Model in terms of richness and variance explained in a web site study.”
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    Premisecitation
    § 1.3 Unique Needs of Older Adults

    Cognitive changes such as reduced attention span, declines in memory, and changes in spatial abilities create a need for interfaces that have fewer distractions, provide memory cues, and are simple to learn and understand.

    “Similarly, cognitive changes such as reduced attention span, declines in memory, and changes in spatial abilities create a need for interfaces that have fewer distractions, provide memory cues, and are simple to learn and understand (Hawthorn, 2000).”
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    Interpretationreasoning
    § 1.2 Usability

    Improved web usability for older adults will facilitate their use of the Internet, thereby enhancing their personal and professional lives.

    “Thus, improved web usability for older adults will facilitate their use of the Internet, thereby enhancing their personal and professional lives.”
    Quote in the paperNot a substantial claim
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    Premisecitation
    § 1.1 Aging Internet Users

    Many researchers assert that age is much more than a chronological measure and that the use of chronological age in research is a limitation.

    “Further, many researchers assert that age is much more than a chronological measure and that the use of chronological age in research is a limitation (Morris & Venkatesh, 2000).”
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    Premisecitation
    § 1.1 Aging Internet Users

    Use of the Internet can help older adults enhance their independence by reducing barriers caused by lack of mobility, expanding educational and communication opportunities, augmenting memory through reminders, and providing an electronic link to health care.

    “Use of the Internet can help older adults to enhance their independence by reducing the barriers caused by lack of mobility, expanding educational and communication opportunities, augmenting memory though reminders, and providing an electronic link to health care (Czaja, 1997).”
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    Premisecitation
    § 1.1 Aging Internet Users

    Older adults now make up the fastest growing consumer segment of computer buyers and Internet users.

    “Older adults now make up the fastest growing consumer segment of computer buyers and Internet users (Chevalier & Rossetti, 2010;Stevens, 2010).”
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    Premisecitation
    § Independent Variable Impact* Dependent Variable References

    Morris et al. (2005) found that gender differences in computer use became more pronounced among older workers, with older male workers more likely to be computer users than older female workers, and that this pattern did not exist among younger workers.

    “They found that gender differences became more pronounced among older workers, where older male workers were more likely to be computer users than older female workers.”
    • Also stated in: § Independent Variable Impact* Dependent Variable References · plain
      “This pattern did not, however, exist among younger workers.”
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    Premisenone given
    § 1.4 Research Objectives

    While some web usability guidelines for older adults are very specific, recommendations for other aspects such as navigation systems, site topologies, and accommodation of changes in spatial abilities are much vaguer.

    “While some of these guidelines are very specific (i.e.font size, typeface, colors, etc.L the recommendations for other aspects, such as navigation systems, site topologies, and accommodation of changes in spatial abilities, are much vaguer.”
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    Premisecitation
    § Independent Variable Impact* Dependent Variable References

    Friedberg (2003) found that rates of computer use in the workplace were similar for all but the oldest workers, who exhibited lower levels of use.

    “Friedberg (2003) found that rates of computer use in the workplace were similar for all but the oldest workers, who exhibited lower levels of use.”
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    Premiseown data
    § Person ~Environment

    As age increases, correct answers, browsing efficiency, overall efficiency, quality, and work output tend to decrease, while number of errors, amount of support sought, and time to complete exercises increase.

    “In particular, as age increases, correct answers, browsing efficiency, overall efficiency, quality, and work output tend to decrease.”
    • Also stated in: § Person ~Environment · plain
      “Similarly, number of errors, amount of support sought, and time to complete exercises all increase with age.”
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    Premisecitation
    § 1.3 Unique Needs of Older Adults

    Different contexts of use require new measures of usability to adequately capture what is considered important in the particular context.

    “It has been argued that different contexts of use require new measures of usability to adequately capture what is considered important in the particular context (Hornbaek, 2006}.”
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    Premisecitation
    § Independent Variable Impact* Dependent Variable References

    Czaja et al. (2006) found that both attitudinal and cognitive variables were necessary to predict computer use, since cognitive ability was necessary but not sufficient to predict.

    “Czaja et al. (2006) found that both attitudinal and cognitive variables were necessary to predict computer use since cognitive ability was necessary but not sufficient to predict.”
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    • cites Czaja et al. (2006)

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    Premisecitation
    § 1.4 Research Objectives

    The majority of research concerning computer use by older adults examines utilitarian outcomes such as performance, while hedonic aspects are largely unexplored.

    “Further, the majority of the research concerning computer use by older adults examines utilitarian outcomes such as performance (Wagner et al., 2010), while hedonic aspects are largely unexplored.”
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    • cites Wagner et al., 2010 source

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    Interpretationreasoning
    § 1.4 Research Objectives

    This lack of empirical testing creates many opportunities for future research in the area of web usability for older users.

    “This lack of empirical testing creates many opportunities for future research in the area of web usability for older users.”
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    Premisecitation
    § 1.4 Research Objectives

    To date, a considerable amount of effort has been dedicated to exploring web usability issues for older adults and a number of guidelines have been developed.

    “To date, a considerable amount of effort has been dedicated to exploring web usability issues for older adults and a number of guidelines have been developed (Morrell et al., 2003;Zaphiris, Kurniqwan, & Ghiawadawala, 2007).”
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    Premisecitation
    § Independent Variable Impact* Dependent Variable References

    Friedberg (2003) found that upcoming retirement, not simply age, may influence an older worker's computer use patterns.

    “This study found that upcoming retirement, not simply age, may influence an older worker's computer use patterns.”
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    • cites Friedberg (2003)

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    Premisecitation
    § 1.2 Usability

    Historically, usability evaluation has primarily concerned itself with performance-based measures of usability.

    “Historically, usability evaluation has primarily concerned itself with performance-based measures of usability (Hornbaek, 2006;Otter & Johnson, 2000).”
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    § 1.4 Research Objectives

    There remain a number of gaps in the literature on older adults and computers.

    “Despite the growing level of interest and research in issues relating to older adults and computers (Goodman & Lundell, 2005), there remain a number of gaps in the literature (Wagner, Hassanein, & Head, 2007;Wagner et al., 2010).”
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    Premisecitation
    § Independent Variable Impact* Dependent Variable References

    Czaja et al. (2006) concluded that there was a strong age effect on computer use, independent of attitudes and cognitive ability.

    “The same study concluded further that there was a strong age effect, independent of the effect of attitudes and cognitive ability”
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    § 1.2 Usability

    More recently, researchers have emphasized the importance of bringing more focus to hedonic considerations.

    “More recently, however, researchers have emphasized the importance of bringing more focus to the hedonic considerations (O'Brien & Toms, 2008).”
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    Premisecitation
    § 1.3 Unique Needs of Older Adults

    Spatial ability has long been suspected of impacting the performance of computer tasks, and several studies have found this to be the case.

    “In particular, spatial ability has long been suspected of impacting the performance of computer tasks (Czaja, 1997) and several studies have found this to be the case (Benyon & Murray, 1993;Egan & Gomez, 1985;Vicente & Williges, 1988).”
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    • cites Benyon & Murray, 1993

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    • cites Egan & Gomez, 1985

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  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation
    § 1.3 Unique Needs of Older Adults

    Perceived ease of use has been found to be similar yet distinct from disorientation.

    “Agarwal & Venkatesh (2002} did, however, include perceived ease of use in their conceptualization, which has been found to be similar yet distinct from disorientation (Ahuja & Webster, 2001).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Ahuja & Webster, 2001

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  • May combine two claims.

    Premisecitation
    § 1.3 Unique Needs of Older Adults

    Spatial ability is known to decline with age and is resistant to training.

    “Spatial ability is known to decline with age and is resistant to training (Salthouse, 1982), making it an especially important consideration in web usability for older users.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Salthouse, 1982

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  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Premisenone given
    § Behavior ~Person

    The findings for attitudes toward computers have been much more consistent, almost unanimously indicating that use of computers improves attitudes toward computers among older adults.

    “The findings for this attribute have been much more consistent, almost unanimously indicating that use of computers improves attitudes toward computers among older adults.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation
    § Behavior ~Person

    Malta (2007) found that older adults develop meaningful and longlasting relationships online through use of computers and the Internet for meeting romantic partners.

    “finding that older adults develop meaningful and longlasting relationships online (Malta, 2007).”
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    • cites Malta, 2007

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    Premisecitation
    § 2.3 Literature Gaps

    The level of social presence of the online interface has been shown to positively impact antecedents to attitudes towards shopping web sites using student samples.

    “the level of social presence of the online interface (an Environment construct) has been shown to positively impact antecedents to attitudes towards shopping web sites using student samples (e.g.Hassanein & Head, 2007).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Hassanein & Head, 2007

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  • Classified as probably not a substantial claim.

    Interpretationcitation
    § Person ~Environment

    Predictions of computer performance should not be based solely on chronological age.

    “suggesting that predictions should not be based solely on chronological age.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation
    § Behavior ~Environment

    Access to computers is not sufficient for older adults; they need support and need to be motivated to undertake their first experience.

    “As suggested by Aula (2005), access to computers is not sufficient for older adults; they need support and need to be motivated to undertake their first experience.”
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    • cites Aula (2005)

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    Premisecitation
    § Behavior ~Environment

    Increased use of computers improves learning outcomes and improves performance.

    “The few studies conducted indicate that increased use of computers improves learning outcomes and improves performance”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Table 10

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    Interpretationreasoning
    § 2.3 Literature Gaps

    There remains plenty of opportunity in the other SCT relationships, particularly in those between Behavior and Environment.

    “There remains plenty of opportunity in the other SCT relationships, particularly in those between Behavior and Environment.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation
    § Behavior ~Person

    Dickinson & Gregor (2006) concluded that the results of studies claiming computer use has a positive effect on well-being of older adults were flawed and that computer use in fact did not have a positive impact.

    “They concluded that the results of these studies were flawed for a variety of reasons and that computer use in fact did not have a positive impact.”
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    • cites Dickinson & Gregor (2006)

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    Premisecitation
    § 3.1 Satisfaction

    A great breadth of antecedents of Satisfaction have been studied in the IS literature, including information and system quality, perceived benefits and organization support, and usability related considerations such as perceived ease of use.

    “Some of these antecedents include information and system quality (Petter & Mclean, 2009), perceived benefits and organization support (Mahmood, Burn, Gemoets, & Jacquez, 2000), and usability related considerations such as perceived ease of use (Bhattacherjee, 2001).”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites Petter & Mclean, 2009

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    • cites Mahmood et al., 2000

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    • cites Bhattacherjee, 2001 source

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  • Probably not a substantial claim: may not pass S4 (based).

    Premisenone given
    § 2.3 Literature Gaps

    The influence of Person on Behavior and Environment are the only two relationships that have received considerable research attention.

    “the influence of Person on Behavior and Environment are the only two relationships that have received considerable research attention.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Premisenone given
    § Behavior ~Person

    Studies suggest that use of computers leads to increased social support.

    “Studies also suggest that use of computers leads to increased social support.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation
    § Person ~Environment

    Age effects on computer performance are largely mediated by contextual factors such as experience and cognitive abilities.

    “Some suggest that age effects are largely mediated by contextual factors such as experience and cognitive abilities (Czaja et al., 2001).”
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    • cites Czaja et al., 2001 source

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  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation
    § Chapter 3: Development of Theoretical Model

    Performance includes measures of both efficiency (time) and effectiveness (score), which is typical in usability studies.

    “Performance includes measures of both efficiency (time) and effectiveness (score), which is typical in usability studies (Hornbaek, 2006).”
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    • cites Hornbaek, 2006 source

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    Premisecitation
    § Environment -7 Person

    Higher levels of performance and satisfaction have a positive impact on older adults by improving their attitudes and confidence, and reducing their anxiety towards computer use.

    “higher levels of performance and satisfaction have a positive impact on older adults by improving their attitudes and confidence, and reducing their anxiety towards computer use.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Table 9

      Not checked in the free run.

  • May combine two claims.

    Premisecitation
    § Environment -7 Person

    Good support and training lead to higher levels of self-efficacy, confidence, attitudes, and reduced anxiety in older adults.

    “with good support and training leading to higher levels of self-efficacy, confidence, attitudes, and reduced anxiety.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Table 9

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  • Classified as probably not a substantial claim.

    Premisecitation
    § 3.1 Satisfaction

    Satisfaction has been described as being caused by effectiveness and efficiency.

    “Satisfaction has been described as being caused by effectiveness and efficiency (Pernice & Nielsen, 2005).”
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    • cites Pernice & Nielsen, 2005

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    Premisecitation
    § Chapter 3: Development of Theoretical Model

    The usability lens has been applied in previous IS research, such as Venkatesh & Agarwal (2006).

    “This theoretical lens has been applied in previous IS research, such as Venkatesh & Agarwal (2006).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Venkatesh & Agarwal (2006)

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    Premisenone given
    § Behavior ~Person

    Several studies have found that computer use has a positive impact on psychosocial outcomes, improving general well being, reducing life stress, and loneliness.

    “Several studies have found that computer use has a positive impact on psychosocial outcomes; improving general well being, reducing life stress, and loneliness.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.

    Premisenone given
    § Chapter 3: Development of Theoretical Model

    Application of the usability lens involves consideration of both utilitarian and hedonic aspects, and their ultimate impact on user satisfaction.

    “application of the usability lens involves consideration of both utilitarian and hedonic aspects, and their ultimate impact on user satisfaction.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation
    § Person ~Environment

    Charness et al. (2001) found that age and experience trade off with roughly equal weight.

    “Charness et al. (2001) found that age and experience trade off with roughly equal weight”
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    • cites Charness et al. (2001)

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    Premisecitation
    § 3.2.1 Performance

    The measurement of user performance is the most common benchmark for usability in hypertext.

    “The measurement of user performance is the most common benchmark for usability in hypertext (Otter & Johnson, 2000).”
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    • cites Otter & Johnson, 2000

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  • Classified as probably not a substantial claim.

    Premisecitation
    § 3.2.2.1 Mental Model Accuracy ~Performance

    The accuracy of the mental model that a user develops has been found to impact the effectiveness and efficiency of their navigation in previous studies.

    “The accuracy of the mental model that a user develops has been found to impact the effectiveness and efficiency of their navigation in previous studies.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation
    § 3.3.1.1 Engagement ~Satisfaction

    Cognitive absorption, cognitive involvement, and playfulness have each been found to lead to satisfaction.

    “For example, cognitive absorption (Roca, Chiu, & Martinez, 2006), cognitive involvement (Patwardhan, 2004), and playfulness (Lin, Wu, & Tsai, 2005) have each been found to lead to satisfaction.”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Roca et al., 2006 source

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    • cites Patwardhan, 2004

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    • cites Lin et al., 2005

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    Premisecitation
    § 3.3.1.1 Engagement ~Satisfaction

    Webster & Ahuja (2006) confirmed that engagement related positively to future intention within the context of e-learning.

    “In their study, they hypothesized and confirmed that engagement related positively to future intention within the context of e-learning.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Webster & Ahuja (2006)

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  • May combine two claims.

    Premisecitation
    § 3.2.3 Spatial Ability

    Spatial abilities are resistant to training and decline as age increases.

    “Spatial abilities are resistant to training and decline as age increases (Salthouse, 1982)”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Salthouse, 1982

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  • Classified as probably not a substantial claim.

    Premisecitation
    § 3.2.1.1 Performance -7 Satisfaction

    Users preferred sites in which they performed best.

    “users preferred sites in which they performed best (Coyne & Nielsen, 2002; Parton, Huffman, Pridgen, Norman, & Shneiderman, 1985; Pernice & Nielsen, 2005).”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Coyne & Nielsen, 2002

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    • cites Parton et al., 1985

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    • cites Pernice & Nielsen, 2005

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  • Classified as probably not a substantial claim.

    Premisecitation
    § 3.2.1.1 Performance -7 Satisfaction

    Users who were able to use a system with greater efficiency reported higher levels of satisfaction.

    “it has been found that users who were able to use a system with greater efficiency reported higher levels of satisfaction (Simon, Grover, Teng, & Whitcomb, 1996)”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Simon, Grover, Teng, & Whitcomb, 1996

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    Premisecitation
    § 3.3.2.2 Disorientation 7 Performance

    The relationship between perceived disorientation and performance is stronger than the relationship between objective measures of disorientation and performance.

    “some studies have found that the relationship between perceived disorientation and performance is stronger than the relationship between objective measures of disorientation and performance (Ahuja & Webster, 2001;Otter & Johnson, 2000).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Ahuja & Webster, 2001

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    • cites Otter & Johnson, 2000

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  • Classified as probably not a substantial claim.

    Premisecitation
    § 3.3.2.3 Disorientation -7 Engagement

    Disorientation can lead to loss of interest in a web site.

    “Disorientation can lead to loss of interest in a web site (McDonald & Stevenson, 1998)”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites McDonald & Stevenson, 1998

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  • Classified as probably not a substantial claim. May combine two claims.

    Premisecitation
    § 3.3.2.2 Disorientation 7 Performance

    Less efficient navigation results in poorer performance, indicating a causal relationship between objective measures of disorientation and performance.

    “By definition, less efficient navigation results in poorer performance, indicating a causal relationship between •objective measures of disorientation and performance (Galletta et al., 2006;Lee & Boling, 2008;McDonald & Stevenson, 1996;Otter & Johnson, 2000;Roca et al., 2006).”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Galletta et al., 2006 source

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    • cites Lee & Boling, 2008

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    • cites Otter & Johnson, 2000

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation
    § 3.3.2 Disorientation

    Disorientation remains a significant issue with web navigation.

    “Despite research efforts to date to reduce disorientation through interface design elements, disorientation remains a significant issue with web navigation (Ahuja & Webster, 2001;Otter & Johnson, 2000;Webster & Ahuja, 2006).”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites Ahuja & Webster, 2001

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    • cites Otter & Johnson, 2000

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    • cites Webster & Ahuja, 2006

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  • May combine two claims.

    Premisecitation
    § 3.3.2.1 Disorientation -7 Satisfaction

    A review by Roca et al. (2006) found several studies where PEOU led to satisfaction, which was also confirmed in their own study and Sjolinder (2006).

    “A review by Roca et al. (2006) found several studies where PEOU led to satisfaction, which was also confirmed in their own study and Sjolinder (2006).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Roca et al., 2006 source

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    • cites Sjolinder, 2006

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  • May combine two claims.

    Premisecitation
    § 3.3.2.1 Disorientation -7 Satisfaction

    Perceived disorientation is conceptually similar yet distinct to perceived ease of use (PEOU) in that if a web site is easy to use, a user is less likely to feel lost.

    “Perceived disorientation is a conceptually similar yet distinct construct to perceived ease of use (PEOU) in that if a web site is easy to use, a user is less likely to feel lost (Ahuja & Webster, 2001).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Ahuja & Webster, 2001

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation
    § 3.3.1.2 Engagement -7 Performance

    Webster & Ahuja (2006) confirmed that engagement related positively to performance within an e-learning context.

    “Webster & Ahuja (2006) also hypothesized and confirmed that engagement related positively to performance within an e-learning context.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Webster & Ahuja (2006)

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation
    § 3.3.2.3 Disorientation -7 Engagement

    PEOU influences playfulness.

    “and playfulness (Chung & Tan, 2004; Moon & Kim, 2001)”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Chung & Tan, 2004

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    • cites Moon & Kim, 2001

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  • Classified as probably not a substantial claim.

    Premisecitation
    § 3.3.2.3 Disorientation -7 Engagement

    Perceived disorientation is a conceptually similar yet distinct construct to perceived ease of use (PEOU).

    “Perceived disorientation is a conceptually similar yet distinct construct to perceived ease of use (PEOU) (Ahuja & Webster, 2001).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Ahuja & Webster, 2001

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    Premisecitation
    § 3.3.2.3 Disorientation -7 Engagement

    Disorientation can lead to frustration.

    “and frustration (Lazaret al., 2003; McDonald & Stevenson, 1996).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Lazaret al., 2003

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    • cites McDonald & Stevenson, 1996

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  • Classified as probably not a substantial claim.

    Premisecitation
    § 3.3.2.3 Disorientation -7 Engagement

    If users of a web site do not feel that it is easy to navigate or are uncomfortable with its structure, they will not be sufficiently engaged.

    “Jacques et al. (1995) assert that if users of a web site do not feel that it is easy to navigate or are uncomfortable with its structure, they will not be sufficiently engaged.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Jacques et al., 1995

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  • Probably not a substantial claim: may not pass S4 (based).

    Premisenone given
    § 3.4 The Influence of Age

    Age has been shown in empirical research to impact computer use in a variety of ways as a result of changes caused by the natural process of aging.

    “age has been shown in empirical research to impact computer use in a variety of ways as a result of changes caused by the natural process of aging.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation
    § 3.4.3 Age 7 Disorientation

    Older users had more difficulty recalling previous actions and the locations of previously viewed information and returned to previously visited pages while performing a single search task significantly more often than younger adults.

    “older users had more difficulty recalling previous actions and the locations of previo~sly viewed information and they returned to previously visited pages while performing a single search task significantly more often than younger adults (Agarwal & Karahanna, 2000;Lin, 2003aLin, , 2004;;Mead et al., 1999;Meyer, Sit, Spaulding, Mead, & Walker, 1997;Morrell et al., 2003;Pernice & Nielsen, 2005).”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Agarwal & Karahanna, 2000

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    • cites Lin, 2003a

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    • cites Mead et al., 1999

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  • Classified as probably not a substantial claim.

    Study design and conductreasoning
    § 4.2 Experimental Web Site

    A new experimental web site was designed and built because measuring participants' mental model development required that participants had not seen the site before.

    “Measurement of the participants' mental model development required that participants had not seen the experimental web site before, thus a new web site was designed and built for this experiment.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given
    § 4.2 Experimental Web Site

    Usability guidelines were consulted in the development of the experimental web site.

    “Usability guidelines were consulted in the development of the site including”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation
    § 3.4.1 Age -7 Spatial Ability

    Spatial abilities increase during adolescence, reach their peak during the second or third decade of life, and decrease steadily after that.

    “Spatial abilities have consistently been found to increase during adolescence, reach their peak during the second or third decade of life, and decrease steadily after that (Salthouse, 1982).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Salthouse, 1982

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  • Probably not a substantial claim: may not pass S4 (based).

    Premisenone given
    § 3.4.2 Age 7 Performance

    There is consistent evidence that performance declines as age increases, including in a web site context.

    “there is consistent evidence that performance declines as age increases, including in a web site context.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductnone given
    § 6.

    The order of the tasks was consistent across participants to enable comparison between participants.

    “The order of the tasks was consistent across participants to enable comparison between participants.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims. The quote only partly states this claim.

    Study design and conductown data
    § 4.2 Experimental Web Site

    A panel of six subject matter experts judged the experimental web site content for correctness, logic of layout, and appropriateness of labels, and no significant changes were suggested.

    “a panel of six subject matter experts was consulted to judge content for correctness, logic of layout, and appropriateness of labels.”
    • Also stated in: § 4.2 Experimental Web Site · plain
      “No significant changes were suggested for the content.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation
    § 4.4 Operationalization of Constructs

    A balance between objective and subjective measures is particularly important when conducting experiments with older adults because self-reports of older adults are more likely to be inconsistent with observations than those of younger adults.

    “A balance between objective and subjective measures is particularly important when conducting experiments with older adults since self-reports of older adults are more likely to be inconsistent with observations than those of younger adults (Dickinson et al., 2007}.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Dickinson et al., 2007 source

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  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data
    § 6.

    Participants were allowed up to fifteen minutes to complete the MMA exercise, a length deemed reasonable as a result of the pilot study.

    “Participants were allowed up to fifteen minutes to complete the exercise.This length of time was deemed to be reasonable as a result of the pilot study.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation
    § 3.4.3 Age 7 Disorientation

    It is more difficult for older users to learn the spatial structure of new environments, and thus they tend to become disoriented.

    “This is related to the fact that it is more difficult for older user to learn the spatial structure of new environments, and thus tend to become disoriented (Lin, 2003a).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Lin, 2003a

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductreasoning
    § 4.3 Experiment Procedure

    The web site files were stored locally on the laptop to ensure fast and consistent navigation.

    “The web site files were stored locally on the laptop to ensure fast and consistent navigation.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim. May combine two claims.

    Study design and conductnone given
    § 4.2 Experimental Web Site

    The two versions of the experimental web site had identical content, labels, and underlying structure, but different navigation layouts.

    “Each site had identical content, labels, and underlying structure, but different navigation layouts.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductreasoning
    § 4. 7 Pilot Study

    The remaining 13 pilot sessions ran smoothly and the procedure was deemed appropriate.

    “Using these new constraints, the remaining 13 pilot sessions ran smoothly and the procedure was deemed appropriate.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductnone given
    § 5.2 Data Screening

    The collected data was screened for missing data, and univariate and multivariate outliers.

    “The collected data was screened for missing data, and univariate and multivariate outliers.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data
    § 4. 7 Pilot Study

    A pilot study was conducted prior to the full study to ensure that the experimental procedure was appropriate and that the wording of the questions was not confusing.

    “A pilot study was conducted prior to the full study to ensure that the experimental procedure was appropriate and that the wording of the questions was not confusing.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Study design and conductcitation
    § 4.6 Structural Equation Modeling

    PLS was chosen over covariance-based SEM techniques for this study.

    “Within the options for SEM analysis, Partial least Squares (PLS) was chosen over the alternative covariance-based techniques for a number of reasons (Gefen et al., 2000):”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Gefen et al., 2000

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  • May combine two claims.

    Study design and conductown data
    § 5.4.1 Evaluation of Reflective Constructs

    The reflective constructs demonstrated high internal consistency and were sufficiently reliable (Cronbach's Alpha exceeded 0.70 for each construct).

    “Cronbach's Alpha statistic exceeded the recommended value of 0.70 for each construct (Cronbach, 1951L indicating that the constructs demonstrated high internal consistency and were sufficiently reliable.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Cronbach, 1951 source

      Not checked in the free run.

  • May combine two claims.

    Study design and conductown data
    § 5.4.1 Evaluation of Reflective Constructs

    External validity criteria were met for each formative construct except performance (performance to satisfaction is not significant).

    “As Table 24 shows, these criteria were met for each of the formative constructs except performance (performance ~ satisfaction is not significant).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Table 24

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation
    § Spatial Ability

    The VZ-2 Paper Folding and S-1 Card Rotations tests have been commonly used in the Information Systems literature.

    “These tests have been commonly used in the Information Systems literature (Ziefle & Bay, 2006).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Ziefle & Bay, 2006 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductreasoning
    § 4. 7 Pilot Study

    The pilot study led to changes: browsing time reduced to five minutes, web site reduced to 39 pages, and a 15 minute time limit set for the MMA exercise.

    “As a result the following changes to the procedure were made: the browsing time was reduced to five minutes, the web site was reduced to 39 pages, and a 15 minute time limit was set for the MMA exercise.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductown data
    § 5.4.1 Evaluation of Reflective Constructs

    All item loadings exceeded 0.7 and are significant; overall, the reflective constructs of the research model exhibit sufficient reliability and validity.

    “all of the item loadings exceeded the recommended value of 0.7 (Nunnally, 1978) and are significant.Overall, the reflective constructs of the research model exhibit sufficient reliability and validity.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Nunnally, 1978

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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationown data
    § 5.4.4.3 Impact of Control Variables

    Female participants may be more interested in the topic because they were more familiar with it.

    “which suggests that they may be more interested in it.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductreasoning
    § 4. 7 Pilot Study

    It was concluded that the exercises and questionnaires were clear and appropriate for the full study.

    “It was concluded that the exercises and questionnaires were clear and appropriate for the full study.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Study design and conductown data
    § 83

    Three participants were both univariate and multivariate outliers and were excluded, resulting in a final data set of 97 individuals.

    “Since these three participants were both univariate and multivariate outliers, they were excluded from the data set.As a result the final data set consists of 97 individuals.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation
    § Age

    Chronological age is one of five conceptualizations of aging; the others include functional, subjective, organizational, and life span.

    “As discussed in Kooij et al. (2008), chronological age is one of five conceptualizations of aging.Other conceptualizations include functional (performance based), subjective (perceived), organizational (in an employment context}, and life span.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Kooij et al., 2008 source

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning
    § '-----1

    In general, higher levels of cognitive abilities and experience both have a positive impact on performance measures.

    “in general it seems that higher levels of cognitive abilities and experience both have a positive impact on performance measures.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning
    § '-----1

    Given the triadic reciprocality of SCT, the less often studied relationships may offer alternative routes for influencing the computer use behaviors of older adults.

    “While the importance of these less often studied relationships may not be as intuitive, given the triadic reciprocality of SCT they may offer alternative routes for influencing the computer use behaviors of older adults.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationreasoning
    § 5.4.4.4 Post Hoc Analysis

    The stronger correlation of engagement with chronological age may be because chronological age correlated with topic familiarity and may not be a result of age on its own.

    “this may be because chronological age correlated with topic familiarity (and thus interest in the topic) and may not be a result of age on its own.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationown data
    § 5.4.4.4 Post Hoc Analysis

    Chronological age is a strong predictor of utilitarian outcomes, whereas other age conceptualizations could add insight to the study of hedonic outcomes.

    “This may imply that chronological age is a strong predictor of utilitarian outcomes, whereas other conceptualizations could add insight to the more complex study of hedonic outcomes.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationreasoning
    § 6.1 Research Questions Answered

    Engaged users may have lost focus on the tasks because of their engagement with the web site, and as a result their performance suffered.

    “It may be that engaged users lost focus on the tasks because of their engagement with the web site, and as a result their performance suffered.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Premisecitation
    § '-----1

    The square root of AVE of a construct should be greater than its correlations with all other constructs.

    “the square root of AVE of a construct should be greater than its correlations with all other constructs.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Fornell & larcker (1981) source

      Not checked in the free run.

  • May combine two claims.

    Premisenone given
    § '-----1

    The relationship between cognitive abilities and time is less clear, with two studies finding a negative relationship and two others finding no relationship.

    “The relationship between cognitive abilities and time is less clear with two studies finding a negative relationship and two others finding no relationship.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationcitation
    § 6.1 Research Questions Answered

    Older adults may have under-reported their feelings of disorientation because older participants tend to focus on positive aspects of their experience and have more desire to be polite and socially desirable.

    “Older adults under-reported their feelings of disorientation since older participants have a tendency to focus on the positive aspects of their experience and report feelings more positive than observed by the experimenter (Sayers, 2004), and have more of a desire to be polite and socially desirable (Dickinson et al., 2007).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Sayers, 2004 source

      Not checked in the free run.

    • cites Dickinson et al., 2007 source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Study design and conductnone given
    § Additional information

    Participants were randomly assigned using the random number generating function in MS Excel to a web site condition (either Menu or Tree).

    “Participants were randomly assigned using the random number generating function in MS Excel to a web site condition (either Menu or Tree as discussed in section 4.2).”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation
    § Additional information

    Disorientation was measured using the same seven items as in Webster & Ahuja (2006), a previously validated scale from Ahuja & Webster (2001).

    “Disorientation was measured using the same seven items as in Webster & Ahuja (2006), a previously validated scale from Ahuja & Webster (2001).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Webster & Ahuja (2006)

      Not checked in the free run.

    • cites Ahuja & Webster (2001)

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims. The quote only partly states this claim.

    Study design and conductnone given
    § Additional information

    Three older participants did not answer the question 'How old do you feel?'; in each case, the participants' actual age was substituted.

    “In addition, three older participants did not answer the question”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation
    § Additional information

    Engagement was measured using the same seven items as in Webster & Ahuja (2006), a previously validated scale from Webster & Ho (1997).

    “Engagement was measured using the same seven items as in Webster & Ahuja (2006), a previously validated scale from Webster & Ho (1997).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Webster & Ahuja (2006)

      Not checked in the free run.

    • cites Webster & Ho (1997)

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation
    § Additional information

    Tree edit distance is used in various disciplines for calculating the difference between hierarchical trees, but had not been used previously for assessing users' mental model of a web site.

    “This method is used in a variety of disciplines for calculating the difference (or distance) between two hierarchical trees (Bille, 2005), but had not been used previously for assessing users' mental model of a web site.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Bille, 2005 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation
    § '-----1

    SCT was chosen from a list of 83 theories listed at a wiki summarizing Theories Used in IS Research; of the 83 theories, 38 examined individual level phenomenon, of which two were sufficiently broad to examine this diverse body of literature.

    “SCT was chosen from a list of 83 theories listed at a wiki summarizing Theories Used in IS Research 3 • Of the 83 theories, 38 examined individual level phenomenon, of which two were sufficiently broad to examine this diverse body of literature.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites http://www.fsc.yorku.ca/york/istheory/wiki/i ndex.php/MainPage

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Interpretationreasoning
    § Additional information

    The tree edit distance scoring method was more sophisticated than that used in previous mental model studies (which only allotted one point for each node connected to the correct parent node).

    “This scoring method was more sophisticated than that used in previous mental model studies (which only allotted one point for each node connected to the correct parent node)”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductcitation
    § Additional information

    Satisfaction was measured using the four item scale from Bhattacherjee (2001), which adapts a previously validated scale for overall satisfaction to a web site context.

    “Satisfaction was measured in this study using the four item scale from Bhattacherjee (2001), which adapts a previously validated scale for overall satisfaction to a web site context.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Bhattacherjee (2001) source

      Not checked in the free run.

  • May combine two claims.

    Interpretationreasoning
    § Additional information

    MMA assisted participants in performing from a utilitarian perspective, but did not have significant influence on their hedonic perceptions.

    “Thus, MMA assisted participants in performing from a utilitarian perspective, but did not have significant influence on their hedonic perceptions.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductown data
    § Additional information

    Univariate outliers were investigated using a z-test with a critical value of 3.29, and three outliers were identified.

    “Univariate outliers were investigated by conducting a z-test for extreme values.”
    • Also stated in: § Additional information · plain
      “This test resulted in three outliers:”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Tabachnick & Fidell (2001)

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Study design and conductnone given
    § Additional information

    The total recruitment goal for the experiment was 100 participants to ensure sufficient sample size for the PLS analysis.

    “The total recruitment goal for the experiment was 100 participants to ensure sufficient sample size for the PLS analysis.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Study design and conductreasoning
    § Additional information

    The card sorting exercise was abandoned by one participant; this participant (82) was removed from the data since no substitution for this measure was deemed appropriate.

    “Finally, the card sorting exercise was abandoned by one participant.This participant (82) was removed from the data since no substitution for this measure was deemed appropriate.”
    Quote in the paperNot a substantial claim
135 of 135
  • The paper relies on this without support.

    Web site usability is concerned with both utilitarian and hedonic aspects.

    “Web site usability is concerned with both utilitarian (i.e.functional) and hedonic(i.e.pleasure-related) aspects.”
  • The paper relies on this without support.

    Mental model accuracy and performance are utilitarian measures of web site usability.

    “This study explores the impact of age on select utilitarian (mental model accuracy and performance) and hedonic (disorientation and engagement) measures of web site usability, and the subsequent impact of these utilitarian and hedonic measures on user satisfaction.”
  • The paper relies on this without support.

    Disorientation and engagement are hedonic measures of web site usability.

    “This study explores the impact of age on select utilitarian (mental model accuracy and performance) and hedonic (disorientation and engagement) measures of web site usability, and the subsequent impact of these utilitarian and hedonic measures on user satisfaction.”
  • The paper relies on this without support.

    Age can be measured by multiple conceptualizations and this captures heterogeneity relevant to web usability.

    “This study gathers data concerning multiple conceptualizations of age in an effort to explore this heterogeneity in a web usability context.”
  • The paper relies on this without support.

    Usability for older adults is unique because of the age-related physical and cognitive changes experienced by this group.

    “Usability for older adults is unique because of the age-related physical and cognitive changes experienced by this group.”
  • The paper relies on this without support.

    Many papers supporting the notion that computer use improves well being are qualitative rather than controlled experiments.

    “many of the papers that support the notion that computer use improves well being are qualitative in nature rather than controlled experiments and thus were not considered”
  • The paper relies on this without support.

    Mental model accuracy and disorientation have not been studied in this context before.

    “As Figure 4 demonstrates, mental model accuracy and disorientation have not been studied in this context before.”
  • The paper relies on this without support.

    The relationship between disorientation and satisfaction has not yet been studied in experimental research.

    “The relationship between disorientation and satisfaction has not yet been studied in experimental research.”
  • The paper relies on this without support.

    Previous studies examining the relationship between engagement and performance were not found.

    “As discussed in Webster & Ahuja, previous studies examining the relationship between engagement and performance were not found.”
  • The paper relies on this without support.

    Studies explicitly examining engagement and satisfaction could not be found.

    “Although studies explicitly examining engagement and satisfaction could not be found”
  • The authors state this as an assumption.

    MMA is not expected to impact engagement or satisfaction directly.

    “MMA is not expected to impact engagement or satisfaction directly, since the development of a mental representation is not a conscious effort while browsing.”
  • The authors state this as an assumption.

    The effects of spatial abilities on the remaining constructs in the model will be fully mediated by MMA.

    “Since spatial ability is so closely related to mental models, it is expected that the effects of spatial abilities on the remaining constructs in the model will be fully mediated by MMA.”
  • The paper relies on this without support.

    There has been a lack of research concerning the impact of age on hedonic constructs.

    “In particular, there has been a lack of research concerning the impact of age on hedonic constructs.”
  • The paper relies on this without support.

    The healthy living topic should have fairly equal appeal to the older and younger participants in this study.

    “It is believed that this topic should have fairly equal appeal to the older and younger participants in this study.”
  • The paper relies on this without support.

    The needs and concerns of older adults as computer users differ from those of younger users as a result of natural aging.

    “The needs and concerns of older adults as computer users differ from those of younger users as a result of the natural changes associated with the aging process.”
  • The paper relies on this without support.

    Neither engagement nor disorientation has been studied in direct relation to satisfaction in prior research.

    “This is a significant finding since neither engagement nor disorientation has been studied in direct relation to satisfaction in prior research.”
  • The paper relies on this without support.

    Older and younger adults would not use the same web site for hedonic purposes because these groups have different interests.

    “In reality, it is unlikely that older and younger adults would be making use of the same web site for hedonic purposes since these groups have different interests.”
  • The paper relies on this without support.

    It is unlikely that a developer would be faced with designing a utilitarian web site for use by both older and younger users.

    “It is unlikely that a developer would be faced with the task of designing a utilitarian web site for use by both older and younger users.”
  • The paper relies on this without support.

    The experimental web site was simple enough that limited exposure was sufficient for the MMA assessment.

    “Although the web site was designed to be simple enough for this to be sufficient, the study does not consider how a mental model develops over time or how that development influences disorientation.”
19 of 19

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • On usability tests, elderly users face a greater number of usability problems than young users.

    “On usability tests, elderly users face a greater number of usability problems than young users [29,30,31]”

    From Designing ICTs for Users with Mild Cognitive Impairment: A Usability Study (2020) · cites this paper as [30]

    Section 1.2 (Usability; page not provided) says older users are more severely affected by usability problems than younger users. It does not say that usability tests find a greater number of problems for older users; severity and number are different claims. (LLM, conf=0.85)

    Experimental — accuracy not yet measured

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • Reported variance ratio does not follow from the stated averages

    Minor

    Dividing the stated substantive variance of 0.724 by the stated method variance of 0.010 gives 72.4:1, not roughly 83:1. Rounding of those averages cannot account for the difference.

    Reported 83 · recomputed 72.4

  • Spatial-test scoring conflicts with the appended test instructions

    Minor

    The methodology says each assessment was scored as the percentage correct, citing the test publisher's recommendation. The appended Card Rotations test instead instructs that incorrect answers be subtracted from correct answers.

2 of 2

Cites

Flagged first, then by citations

Research works printed but not linked: 2

  1. Danielson, 2003, Transitional volatility in web navigation, IT & Society, 1, 131
  2. Egan, 1985, Assaying, isolating, and accommodating individual differences in learning complex skill, Individual Differences in Cognition, 2, 174

Cited by

Sorted by citations

Authors
Wagner, N., Hassanein, K., & Head, M.
Affiliations
McMaster University (CA)
Corresponding author
Hassanein, Khaled
Venue
Computers in Human Behavior
Publisher
Elsevier BV
Published
2014-08
Volume
37
Pages
270-282
ISSN
0747-5632 (ISSN-L)
OpenAlex
W2026933109
Cited by
109
References
79
Citations by year
2026: 4 · 2025: 4 · 2024: 8 · 2023: 5 · 2022: 5 · 2021: 13 · 2020: 12 · 2019: 10 · 2018: 14 · 2017: 10 · 2016: 15 · 2015: 5 · 2014: 2 · 2013: 1 · 2012: 1
FWCI
29.61
Type
journal article
Language
en
Open access
Locations
  • Computers in Human Behavior (publishedVersion)
  • MacSphere (McMaster University) (submittedVersion)
  • MacSphere (McMaster University)
Topics
  • Social Sciences › Demography › Technology Use by Older Adults
  • Physical Sciences › Computer Science › Human-Computer Interaction › Usability and User Interface Design
  • Social Sciences › Psychology › Neuropsychology and Physiological Psychology › Aging and Gerontology Research
Keywords
website usability, older adults, aging, age-related cognitive decline, spatial ability, usability model

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-10.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-10.

Statistics and arithmetic are recomputed, not judged.

Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.

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