The impact of age on website usability
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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.
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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.
- Findingown data§ 5.3 Participant Demographics
No statistical differences between the Tree and Menu web site conditions were found on demographic measures.
“One-Way ANOVA tests were also conducted to determine whether the participants in each web site condition (Tree vs. Menu layout) differed significantly on any of the above mentioned measures.No statistical differences between the conditions were found.”
Quote in the paperNot a substantial claim - Findingreasoning§ 5.4.4.3 Impact of Control Variables
Female participants experienced higher levels of engagement (p<0.001).
“Female participants experienced higher levels of engagement (p<O.OOl).”
Quote in the paperNot a substantial claim - Findingown data§ 5.4.4.4 Post Hoc Analysis
Older adults have less mental model accuracy than younger adults.
“older adults have lower levels of spatial ability, less mental model accuracy, and lower levels of performance, as expected.”
Quote in the paperNot a substantial claim - Findingreasoning§ 5.4.4.3 Impact of Control Variables
Participants who had visited similar web sites in the past had higher MMA (p<0.001).
“Participants who had visited similar web sites in the past had higher MMA (p<O.OOl), indicating that some participants' preexisting mental models of the subject matter assisted them with the exercise.”
Quote in the paperNot a substantial claim - Findingown data§ 5.4.4.4 Post Hoc Analysis
Older adults have lower levels of spatial ability than younger adults.
“older adults have lower levels of spatial ability, less mental model accuracy, and lower levels of performance, as expected.”
Quote in the paperNot a substantial claim - Findingown data§ \0.088n.s.
Most of the other endogenous variables in the model have variance explanation greater than 10%.
“Further, most of the other endogenous variables in the model have variance explanation great~r than 10% as”
Quote in the paperNot a substantial claim - Findingown data§ 5.4.4.3 Impact of Control Variables
Participants who were more familiar with the navigation layout of the web site had lower levels of Disorientation (p<0.001).
“Participants who were more familiar with the navigation layout of the web site had lower levels of Disorientation (p<O.OOl).”
Quote in the paperNot a substantial claim - Findingown data§ 5.4.4.3 Impact of Control Variables
Female participants were more familiar with the topic (p<0.05).
“This is likely because female participants were more familiar with the topic (p<O.OS) which suggests that they may be more interested in it.”
Quote in the paperNot a substantial claim - Findingown data§ 5.4.4.3 Impact of Control Variables
Participants who spend more hours per week online had better performance (p<0.001).
“Participants who spend more hours per week online had better performance (p<O.OOl), implying that experience (as measured by current use level rather than length of use) has a positive impact on performance.”
Quote in the paperNot a substantial claim - Findingown data§ 5.4.4.4 Post Hoc Analysis
Utilitarian outcomes (spatial ability, MMA, and performance) all correlate more strongly with chronological age than with other age conceptualizations.
“While the utilitarian outcomes (spatial ability, MMA, and performance) all correlate more strongly with chronological age than the other age conceptualizations, the correlations with other constructs are less clear.”
Quote in the paperSubstantial claim - Findingown data§ '-----1
None of the new paths added to the PLS model for the saturated model were statistically significant.
“Using a Bootstrapping process (with 500 resamples) it was determined that none of these new paths were statistically significant.”
Quote in the paperSubstantial claim - Findingown data§ 5.4.4.4 Post Hoc Analysis
Older adults have lower levels of performance than younger adults.
“older adults have lower levels of spatial ability, less mental model accuracy, and lower levels of performance, as expected.”
Quote in the paperSubstantial claim - Findingnone given§ 5.4.4.4 Post Hoc Analysis
Older adults' subjective age had greater variance from their actual age than younger adults' subjective age did.
“As discussed in section 5.3, older adults' subjective age had greater variance from their actual age than that of younger adults.”
Quote in the paperNot a substantial claim - Findingcitation§ 6.1 Research Questions Answered
Disorientation was found to have a negative impact on user performance (H8 supported).
“Specifically, disorientation was found to have a negative impact on user performance (H8 supported) as was found in previous research by Otter &Johnson (2000} andWebster &Ahuja (2006).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Otter & Johnson (2000)
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- cites Webster & Ahuja (2006)
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- Findingown data§ 5.4.4.4 Post Hoc Analysis
Older adults reported less perceived disorientation than younger adults, counter to expectation.
“Interestingly, older adults reported less perceived disorientation than younger ones, which is counter to expectation.”
Quote in the paperNot a substantial claim - Findingown data§ 6.1 Research Questions Answered
There is a lack of statistically significant correlation between disorientation and both MMA and performance within the younger subgroup.
“In support of the notion that younger adults over-reported their disorientation is the lack of statistically significant correlation between disorientation and both MMA and performance within the younger subgroup.”
Quote in the paperSubstantial claim - Findingown data§ 5.4.4.4 Post Hoc Analysis
Satisfaction does not correlate significantly with any of the age conceptualizations.
“satisfaction does not correlate significantly with any of the conceptualizations.”
Quote in the paperSubstantial claim - Findingnone given§ '-----1
In the literature on computer use by older adults, the most commonly studied relationships, and the primary research interest, are those in which Person attributes influence Behavior and Environment attributes.
“The most commonly studied relationships are those where Person attributes influence Behavior and Environment attributes.”
- Also stated in: § '-----1 · plain
“researchers in this field have primarily been interested in determining what Person attributes lead to computer use by older adults as well as what Person attributes influence the success of the system Environment, particularly as measured by user performance.”
Quote in the paperNot a substantial claim - Also stated in: § '-----1 · plain
- Findingown data§ How does age influence the hedonic and utilitarian usability antecedents to satisfaction?
Spatial ability was an important determinant in participants' ability to form an accurate mental model (H4 supported).
“Spatial ability subsequently was an important determinant in participants' ability to form an accurate mental model (H4 supported), which is a novel finding.”
Quote in the paperSubstantial claim - Findingown data§ 6.1 Research Questions Answered
Disorientation had a significant impact on satisfaction (H5 supported).
“disorientation and engagement did both have a significant impact (HS and H7 supported).”
Quote in the paperSubstantial claim - Findingown data§ 5.4.4.4 Post Hoc Analysis
Disorientation correlates fairly equally with chronological and subjective age conceptualizations.
“Disorientation correlates fairly equally with the chronological and subjective conceptualizations and satisfaction does not correlate significantly with any of the conceptualizations.”
Quote in the paperSubstantial claim - Findingown data§ '-----1
The R2 of satisfaction in the saturated model increased only slightly to 0.781 from 0.765.
“the R 2 of satisfaction in the saturated model increased only slightly to 0.781 (from 0.765).”
Quote in the paperSubstantial claim - Findingown data§ 5.4.4.4 Post Hoc Analysis
Older adults were more engaged with the web site than younger adults.
“Finally, older adults were more engaged and equally satisfied with the web site.”
Quote in the paperNot a substantial claim - Findingown data§ 6.1 Research Questions Answered
The less disorientated and more engaged a user was, the more satisfied.
“Specifically, the less disorientated and more engaged a user was, the more satisfied.”
Quote in the paperSubstantial claim - Findingown data§ 6.1 Research Questions Answered
Performance did not have a significant impact on satisfaction (H1 not supported).
“While performance did not have a significant impact on satisfaction (Hl not supported), disorientation and engagement did both have a significant impact (HS and H7 supported).”
Quote in the paperSubstantial claim - Findingown data§ 5.4.4.4 Post Hoc Analysis
Hours of Internet use per week correlated more strongly with subjective age than with other age conceptualizations.
“Hours of Internet use per week correlated more strongly with subjective age, implying that older adults that feel younger may behave younger in terms of their Internet use.”
Quote in the paperNot a substantial claim - Findingown data§ 6.1 Research Questions Answered
Hedonic factors had more of an impact on user satisfaction than utilitarian factors.
“The results indicate that hedonic factors had more of an impact on user satisfaction than utilitarian factors.”
Quote in the paperSubstantial claim - Findingown data§ 6.1 Research Questions Answered
The relationship between engagement and performance was not significant (H6 not supported).
“The second insignificant relationship between the utilitarian and hedonic sides of the model was that between engagement and performance (H6 not supported).”
Quote in the paperSubstantial claim - Findingown data§ 5.4.4.4 Post Hoc Analysis
Older adults were equally satisfied with the web site as younger adults.
“Finally, older adults were more engaged and equally satisfied with the web site.”
Quote in the paperNot a substantial claim - Findingown data§ 5.4.4.4 Post Hoc Analysis
Engagement correlated more strongly with chronological age than with other age conceptualizations.
“Although engagement correlated more strongly with chronological age, 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 - Findingown data§ 6.1 Research Questions Answered
Engagement had a significant impact on satisfaction (H7 supported).
“disorientation and engagement did both have a significant impact (HS and H7 supported).”
Quote in the paperSubstantial claim - Findingown data§ 6.1 Research Questions Answered
Of the three relationships hypothesized between the utilitarian and hedonic constructs, only one was significant.
“Of the three relationships hypothesized between the utilitarian and hedonic constructs, only one was found to be significant.”
Quote in the paperSubstantial claim - Findingcitation§ How does age influence the hedonic and utilitarian usability antecedents to satisfaction?
As age increased, spatial ability decreased (H10 supported).
“On the utilitarian side, as age increased, spatial ability decreased (H10 supported) as described in Salthouse (1982).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Salthouse (1982)
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- Findingown data§ How does age influence the hedonic and utilitarian usability antecedents to satisfaction?
Age had a significant direct impact on performance (H11 supported).
“Age also had a significant impact on performance directly (H11 supported) as expected based on the literature reviewed in Chapter 2.”
Quote in the paperSubstantial claim - Findingown data§ Additional information
Age has a negative impact on performance in this context.
“The results of this study indicate that the answer to this question from the performance (utilitarian) aspect of usability is quite clear: age has a negative impact on performance in this context.”
Quote in the paperSubstantial claim - Findingown data§ '-----1
This decline continues well into the older group, without an increase until the 70-74 age block of participants.
“This decline continues well into the older group, without an increase until the 70-74 age block of participants.”
Quote in the paperNot a substantial claim - Findingreasoning§ Additional information
MMA did not impact disorientation on the hedonic side as expected (H3 not supported).
“MMA did not impact disorientation on the hedonic side as expected (H3 not supported).”
Quote in the paperNot a substantial claim - Findingown data§ Additional information
The only statistically significant relationship between the utilitarian and hedonic elements is between disorientation and performance.
“Although three relationships were hypothesized based on previous studies, the only statistically significant relationship is between disorientation and performance.”
Quote in the paperSubstantial claim - Findingown data§ Additional information
In this study, age improved R2 (0.087) more than twice as much as experience (0.033) in predicting performance.
“As shown in the table, age improved R 2 (0.087) more than twice as much as experience (0.033).”
Quote in the paperSubstantial claim - Findingown data§ '-----1
The highest level of disorientation is reported by the youngest participants.
“the highest level of disorientation is reported by the youngest participants.”
Quote in the paperNot a substantial claim - Findingown data§ '-----1
Within the group of younger participants, disorientation declines with age.
“within the group of younger participants, disorientation declines with age.”
Quote in the paperNot a substantial claim - Findingown data§ Additional information
The relationship between age and these other hedonic constructs (disorientation and engagement) is uncertain.
“and the relationship between age and these other hedonic constructs is uncertain.”
Quote in the paperSubstantial claim - Findingcitation§ Additional information
Participants' MMA was positively influenced by previous experience with similar sites.
“Participants' MMA was also positively influenced by previous experience with similar sites.”
Quote in the paperNot a substantial claim - Findingown data§ Additional information
The relationship between age and user satisfaction is fully mediated by other hedonic constructs (disorientation and engagement).
“This study found the relationship between age and user satisfaction to be fully mediated by other hedonic constructs (disorientation and engagement)”
Quote in the paperSubstantial claim - Findingown data§ Additional information
There is a disconnect between the utilitarian and hedonic elements in the research model.
“It is apparent from the PLS results that there is a disconnect between the utilitarian and hedonic elements in the research model.”
Quote in the paperSubstantial claim - Premisecitation§ Chapter 1: Intrpduction
Declining spatial ability is a challenge for older adults in computer and Internet use.
“In particular, declining spatial ability has been identified as a challenge for older adults in terms of computer and Internet use {Pak, Czaja, Sharit, Rogers, & Fisk, 2008).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Pak, Czaja, Sharit, Rogers, & Fisk, 2008
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- Premisecitation§ Chapter 1: Intrpduction
Older adults have unique needs in web usability as a result of the natural changes caused by the aging process.
“Older adults have unique needs in this context as a result of the natural changes caused by the aging process (Hawthorn, 2000).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Hawthorn, 2000 source
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- Premisecitation§ 1.2 Usability
Usability is particularly important in the context of older users because they tend to be more severely impacted by usability problems than younger users, for both utilitarian and hedonic considerations.
“Usability is particularly important in the context of older users since they tend to be more severely impacted by usability problems than younger users.This has been shown to be true for both utilitarian and hedonic considerations (Pernice & Nielsen, 2005).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Pernice & Nielsen, 2005
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- Premisecitation§ 1.3 Unique Needs of Older Adults
The interface usability concerns of older computer users are distinct from those of younger ones as a result of physical and cognitive changes associated with natural aging, which become more noticeable at roughly 45 years of age.
“The interface usability concerns of older computer users are distinct from those of younger ones as a result of the physical and cognitive changes associated with the natural aging process, which become more noticeable at roughly 45 years of age (Hawthorn, 2000).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Hawthorn, 2000 source
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- Premisenone given§ 1.4 Research Objectives
Many web usability guidelines for older adults are based on extrapolations from the study of older users using offline applications, as well as general research on aging.
“Further, many of these guidelines are based on extrapolations from the study of older users using offline applications, as well as general research on aging.”
Quote in the paperSubstantial claim - Premisecitation§ 1.3 Unique Needs of Older Adults
Spatial abilities are believed to support web site navigation by enabling users to create a mental representation of the system's structure.
“Spatial abilities are believed to support web site navigation by enabling users to create a mental representation of the system's structure (Nielsen, 1995).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Nielsen, 1995
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- Premisecitation§ 1.3 Unique Needs of Older Adults
Disorientation has been recognized as one of the most significant issues with web navigation.
“Disorientation has been recognized as one of the most significant issues with web navigation (Webster & Ahuja, 2006}, yet it has not been explicitly included in usability measures proposed in the IS literature (Agarwal & Venkatesh, 2002).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Webster & Ahuja, 2006
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- Premisecitation§ 1.3 Unique Needs of Older Adults
Age, spatial visualization ability and working memory had the strongest impact on performance of a complex online grocery store task.
“similar findings have been observed in web-based studies: spatial ability leads to better performance in hypertext navigation tasks (Hook, Dahlback, & Sjolinder, 1996); and age, spatial visualization ability and working memory had the strongest impact on performance of a complex online grocery store task (Sjolinder, Hook, & Nilsson, 2003).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Sjolinder, Hook, & Nilsson, 2003
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- Premisecitation§ 1.3 Unique Needs of Older Adults
Spatial ability leads to better performance in hypertext navigation tasks.
“similar findings have been observed in web-based studies: spatial ability leads to better performance in hypertext navigation tasks (Hook, Dahlback, & Sjolinder, 1996); and age, spatial visualization ability and working memory had the strongest impact on performance of a complex online grocery store task (Sjolinder, Hook, & Nilsson, 2003).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Hook, Dahlback, & Sjolinder, 1996
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- Premisecitation§ 1.3 Unique Needs of Older Adults
Disorientation has not been explicitly included in usability measures proposed in the Information Systems literature.
“Disorientation has been recognized as one of the most significant issues with web navigation (Webster & Ahuja, 2006}, yet it has not been explicitly included in usability measures proposed in the IS literature (Agarwal & Venkatesh, 2002).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Agarwal & Venkatesh, 2002
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- Premisereasoning§ 1.3 Unique Needs of Older Adults
Users who are unable to construct a mental representation are more likely to feel lost, or disoriented, within a web site.
“Users who are unable to construct a mental representation are more likely to feel lost, or disoriented, within a web site.”
Quote in the paperSubstantial claim - Premisecitation§ Person ~Environment
The literature strongly indicates a negative relationship between age and performance.
“The literature strongly indicates that there is a negative relationship between age and performance (see Table 6 below).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Table 6
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- Premisecitation§ 1.3 Unique Needs of Older Adults
As a result of the decline in spatial abilities with age, disorientation has been found to be a more severe issue for older users.
“As a result of the decline in spatial ,abilities with age, disorientation has been found to be a more severe issue for older users (Lin, 2003a).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Lin, 2003a
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- Premisecitation§ 1.4 Research Objectives
Empirical usability research has been skewed toward the characteristics and attitudes of highly educated young people through the use of student samples.
“Empirical usability research in particular has been skewed toward the characteristics and attitudes of highly educated young people through the use of student samples (Dickinson et al., 2007).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Dickinson et al., 2007 source
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- Interpretationcitation§ Person ~Environment
Age and experience have strong implications on computer performance by older adults.
“While the relative importance of each is uncertain, age and experience certainly have strong implications on computer performance by older adults.”
Quote in the paperSubstantial claim - Premisecitation§ Person ~Environment
Sharit et al. (2008) found that after accounting for knowledge and cognitive ability factors, the influence of age on computer performance was negligible.
“The most recent study, by Sharit et al. (2008) found that after accounting for knowledge and cognitive ability factors, the influence of age was negligible.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Sharit et al. (2008)
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- Premisecitation§ Person ~Environment
Computer performance among older adults varies widely.
“Computer performance among older adults has been found to vary widely (Czaja, Sharit, Ownby, Roth, & Nair, 2001;lindberg et al., 2006}”
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- cites lindberg et al., 2006
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- Premisecitation§ Chapter 3: Development of Theoretical Model
Disorientation is associated with the emotion of frustration.
“Disorientation is considered a hedonic construct since it is associated with the emotion of frustration (Lazar, Bessiere, Ceaparu, Robinson, & Shneiderman, 2003;McDonald & Stevenson, 1998).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Lazar et al., 2003
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- cites McDonald & Stevenson, 1998
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- Premisecitation§ Chapter 3: Development of Theoretical Model
Disorientation was found in a previous IS study to influence both performance and engagement with a web site.
“Disorientation was found, in a previous IS study (Webster & Ahuja, 2006), to influence both performance and engagement with a web site.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Webster & Ahuja, 2006
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- Premisecitation§ Person ~Environment
Czaja & Sharit (1993) found that experience accounted for the largest portion of variance in computer performance.
“while Czaja & Sharit (1993) found that experience accounted for the largest portion of variance.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Czaja & Sharit (1993)
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- Premisereasoning§ Environment -7 Person
High quality systems have a positive impact on the older adult.
“it seems that high quality systems have a positive impact on the older adult.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Table 9
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- Premisecitation§ 3.2.3.1 Spatial Ability 7 Mental Model Accuracy
Individuals with low spatial ability were more likely to report being lost within the structure of a system because they could not understand it.
“Studies have shown that individuals with low spatial ability were more likely to report being lost within the structure of a system because they could not understand it (Ziefle & Bay, 2006)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Ziefle & Bay, 2006 source
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- Premisecitation§ 3.3.1.1 Engagement ~Satisfaction
Satisfaction is indicative of future intention.
“Both Doll & Torkzadeh {1988) and Bhattancherjee (2001) found that satisfaction is indicative of future intention.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Doll & Torkzadeh, 1988
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- cites Bhattancherjee, 2001
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- Premisecitation§ 3.2.3.1 Spatial Ability 7 Mental Model Accuracy
Users with lower spatial ability tend to have more difficulty creating a mental model of an environment.
“In a general context, users with lower spatial ability tend to have more difficulty creating a mental model of an environment (Egan & Gomez, 1985; Kim & Hirtle, 1995; Vicente & Williges, 1988).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Egan & Gomez, 1985
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- cites Kim & Hirtle, 1995
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- cites Vicente & Williges, 1988
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- Premisecitation§ 3.2.2.1 Mental Model Accuracy ~Performance
In Ziefle & Bay (2006), users who were provided with structural indicators about the menu structure in a mobile application had better performance.
“In, Ziefle & Bay (2006), users who were provided with structural indicators about the menu structure (i.e.structural knowledge) in a mobile application had better performance.”
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- Premisecitation§ 3.2.2.2 Mental Model Accuracy ~Disorientation
Users who are familiar with the structure of a web site, or have a more accurate mental model, are less likely to become confused or lost.
“Users who are familiar with the structure of a web site, or have a more accurate mental model, are less likely to become confused or lost (Galletta et al., 2006;Otter & Johnson, 2000).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Galletta et al., 2006 source
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- cites Otter & Johnson, 2000
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- Premisecitation§ 3.2.2.1 Mental Model Accuracy ~Performance
In Galletta et al. (2006), users' mental model of the subject matter of the web site, as measured by their self-assessed familiarity level, had a positive influence on their performance in the site.
“In Galletta, Henry, McCoy, & Polak {2006) users' mental model of the subject matter of the web site, as measured by their self-assessed familiarity level, had a positive influence on their performance in the site.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Galletta et al., 2006 source
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- Premisecitation§ 3.3.1.1 Engagement ~Satisfaction
Engagement and its related constructs have consistently been found to indicate future intention.
“Engagement and its related constructs (as described above) have consistently been found to indicate future intention.”
Quote in the paperSubstantial claim - Premisecitation§ 3.3.1.2 Engagement -7 Performance
Studies examining related concepts such as flow and enjoyment found a positive relationship with performance.
“There have, however, been studies examining the relationship between related concepts such as flow and enjoyment (Trevino & Webster, 1992;Webster & Martocchio, 1995) and performance, where the engagement-related concept had a positive relationship with performance.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Trevino & Webster, 1992
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- cites Webster & Martocchio, 1995
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- Premisecitation§ 3.3.2.3 Disorientation -7 Engagement
A web site that is difficult to use is a barrier to engagement.
“A number of studies have also shown that a web site that is difficult to use is a barrier to engagement ( O'Brien & Toms, 2008).”
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- Premisecitation§ 3.3.2.3 Disorientation -7 Engagement
Disorientation can lead to abandonment or disengagement with a site.
“abandonment or disengagement with a site (Ahuja & Webster, 2001; Jacques, Preece, & Carey, 1995)”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Ahuja & Webster, 2001
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- cites Jacques, Preece, & Carey, 1995
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- Premisecitation§ 3.3.2.3 Disorientation -7 Engagement
PEOU influences enjoyment.
“PEOU has been shown to influence enjoyment (Agarwal & Karahanna, 2000;Roca et al., 2006;Venkatesh, 2000;Vi & Hwang, 2003)”
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- cites Roca et al., 2006 source
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- cites Venkatesh, 2000
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- Premisecitation§ 3.4.1 Age -7 Spatial Ability
The decline of spatial ability with age has been well documented.
“The decline of spatial ability with age has been well documented, as discussed in section 3.3 and summarized in (Ziefle & Bay, 2006).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Ziefle & Bay, 2006 source
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- Premisecitation§ 3.4.3 Age 7 Disorientation
Older adults have been shown to exhibit higher levels of perceived disorientation.
“older adults have also been shown to exhibit higher levels of perceived disorientation (Pernice & Nielsen, 2005).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Pernice & Nielsen, 2005
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- Premisecitation§ 3.4.3 Age 7 Disorientation
Older users tended to require more navigational steps to accomplish the same task.
“Also, older users tended to require more navigational steps to accomplish the same task (Fukuda & Bubb, 2003;Meyer et al., 1997•)”
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- cites Meyer et al., 1997
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- Premisecitation§ 3.4.1 Age -7 Spatial Ability
Older adults tend to have more difficulty creating an accurate mental model than younger adults.
“Older adults tend to have more difficulty creating an accurate mental model than younger adults (Sjolinder et al., 2005).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Sjolinder et al., 2005
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- Premisecitation§ 3.4.3 Age 7 Disorientation
Several studies have found disorientation to be more severe for older users than younger ones.
“Several studies have found disorientation to be more severe for older users than younger ones.”
Quote in the paperSubstantial claim - Premisecitation§ 3.4 The Influence of Age
Two previous studies found no relationship between age and satisfaction.
“In the case of satisfaction, two previous studies found no relationship with age (see Table 7 for details)”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Table 7
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- Premisecitation§ 3.4.3 Age 7 Disorientation
General web usability studies have found that disorientation is more severe for users with deterioration in cognitive function, such as older users.
“General web usability studies have found that disorientation is more severe for users with deterioration in cognitive function, such as older users (Ziefle & Bay, 2006).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Ziefle & Bay, 2006 source
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- Premisecitation§ 3.4.3 Age 7 Disorientation
Older users attempted unsuitable navigation steps such as clicking on a navigational link for the page they are currently on.
“and attempted unsuitable navigation steps such as clicking on a navigational link for the page they are currently on (Chadwick-Dias, McNulty, & Tullis, 2003).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Chadwick-Dias, McNulty, & Tullis, 2003
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- Interpretationown data§ 5.4.4.3 Impact of Control Variables
Experience, as measured by current use level rather than length of use, has a positive impact on performance.
“implying that experience (as measured by current use level rather than length of use) has a positive impact on performance.”
Quote in the paperNot a substantial claim - Interpretationown data§ 5.4.4.3 Impact of Control Variables
Participants who have experience using web sites with similar navigation layouts were less likely to feel lost.
“In other words, participants who have experience using web sites with similar navigation layouts were less likely to feel lost.”
Quote in the paperNot a substantial claim - Study design and conductown data§ 5.4.1 Evaluation of Reflective Constructs
Multicollinearity is not an issue with the formative constructs in the model (VIFs below 3.3, inter-item correlations below 0.8).
“the VIFs are well below the cutoff of 3.3 as recommended by Petter, Straub, & Rai {2007).Further, the inter-item correlations are all below the limit of 0.8 suggested by Stevens (1996).Therefore, multicollinearity is not an issue with the formative constructs in the model.”
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- cites Stevens, 1996
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- Study design and conductown data§ 5.4.1 Evaluation of Reflective Constructs
The reflective constructs demonstrate sufficient convergent validity.
“Thus, the reflective constructs demonstrate sufficient convergent validity.”
Quote in the paperSubstantial claim - Study design and conductreasoning§ 4.6 Structural Equation Modeling
The minimum suggested sample size for this study is 70.
“In this case, the most complex construct in the model has seven items (both disorientation and engagement) and satisfaction has the most independent variables with four.Thus, according to the guideline, the minimum suggested sample size is 70.”
Quote in the paperSubstantial claim - Premisecitation§ 4.6 Structural Equation Modeling
The minimum suggested sample size for PLS modelling is the greater of ten times the number of items in the most complex construct or ten times the number of paths leading to the dependent variable with the most independent variables.
“The minimum suggested sample size for PLS modelling is the greater of 1) ten• times the number of items in the most complex construct in the model, or 2) ten times the number of paths leading to the dependent variable in the model with the most independent variables (Chin, 1998;Gefen et al., 2000).”
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- cites Gefen et al., 2000
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- Study design and conductown data§ 5.4.3 Common Method Bias
Method variance is not contaminating the results of this study (substantive variance to method variance ratio roughly 83:1).
“The ratio of substantive variance to method variance is roughly 83:1, and only one of the method factor loadings is significant, supporting the notion that method variance is not contaminating the results of this study.”
Quote in the paperSubstantial claim - Study design and conductreasoning§ 4.6 Structural Equation Modeling
The sample size for data analysis using PLS is sufficient (101 participants, 97 usable cases).
“A total of 101 individuals participated in the experiment, resulting in 97 usable cases.Thus, the sample size for data analysis using PLS is sufficient.”
Quote in the paperSubstantial claim - Interpretationown data§ 5.4.4.3 Impact of Control Variables
Some participants' preexisting mental models of the subject matter assisted them with the exercise.
“indicating that some participants' preexisting mental models of the subject matter assisted them with the exercise.”
Quote in the paperNot a substantial claim - Premisecitation§ Spatial Ability
Two aspects of spatial ability are most relevant for technology-based performance: spatial orientation and spatial visualization.
“Two aspects of spatial ability have been determined to be most relevant for technology-based performance: spatial orientation (i.e.mental rotation) and spatial visualization (Wu, Zhang, & Zhang, 2009).”
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- Interpretationreasoning§ 5.4.4.3 Impact of Control Variables
The higher perceived disorientation in the menu condition is likely because the collapsible tree in the tree condition provided participants with a visual representation of the web site, which the menu condition did not have.
“This is likely because the collapsible tree in the tree condition provided participants with a visual representation of the web site, which the participants in the menu condition did not have.”
Quote in the paperSubstantial claim - Interpretationown data§ 5.4.4.4 Post Hoc Analysis
Age conceptualizations may have greater importance when studying older adults.
“Thus, these conceptualizations may have greater importance when studying older adults.”
Quote in the paperNot a substantial claim - Study design and conductown data§ '-----1
The discriminant validity guideline was met for each of the constructs, indicating sufficient discriminant validity.
“this guideline was met for each of the constructs indicating sufficient discriminant validity.”
Quote in the paperNot a substantial claim - Interpretationreasoning§ 6.1 Research Questions Answered
The unexpected disorientation results are probably a combination of younger adults over-reporting and older adults under-reporting.
“In all likelihood, it is probably a combination of these two issues.”
Quote in the paperNot a substantial claim - Interpretationreasoning§ 6.1 Research Questions Answered
Younger adults over-reported their feelings of disorientation because the site did not provide additional navigation cues they may be accustomed to.
“Younger adults over-reported their feelings of disorientation since the site did not provide the additional navigation cues that they may be accustomed to, such as breadcrumbs or search functionality, which may have caused them to feel unsupported.”
Quote in the paperSubstantial claim - Interpretationown data§ 5.4.4.4 Post Hoc Analysis
Older adults who feel younger may behave younger in terms of their Internet use.
“implying that older adults that feel younger may behave younger in terms of their Internet use.”
Quote in the paperSubstantial claim - Premisecitation§ '-----1
Findings indicate that as experience increases, time decreases.
“Findings indicate that as experience increases, time decreases.”
Quote in the paperNot a substantial claim - Study design and conductcitation§ '-----1
The formative constructs of the research model have met the validation requirements set out by Diamantopoulos &
“Overall, the formative constructs of the research model have met the validation requirements set out by Diamantopoulos &”
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- Interpretationown data§ '-----1
The research model encompasses all of the key relationships between the constructs.
“Thus the research model encompasses all of the key relationships between the constructs.”
Quote in the paperSubstantial claim - Interpretationown data§ Additional information
The findings are different from Czaja & Sharit (1993) and Sharit et al. (2008), who found that experience had a greater effect than age.
“Thus the findings are also different fromCzaja & Sharit (1993)andSharit et al. (2008)who found that experience had a greater effect than age.”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Czaja & Sharit (1993)
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- cites Sharit et al. (2008)
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- Study design and conductown data§ Additional information
One-way ANOVA tests confirmed that there was no statistical difference between the performance of those who participated in the comfort of their homes and those that did not.
“One-way ANOVA tests confirmed that there was no statistical difference between the performance of those who participated in the comfort of their homes and those that did not.”
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- 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 DemographicsThere 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 claimMay combine two claims.
Findingown data§ 5.4.4.3 Impact of Control VariablesThe 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 claimMay combine two claims.
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.”
Quote in the paperNot a substantial claimThe quote only partly states this claim.
Findingreasoning§ 5.4.4.3 Impact of Control VariablesParticipants 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 claimMay combine two claims.
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§ '-----1Relatively 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 claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingown data§ '-----1Older 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 claimMay combine two claims.
Findingown data§ 6.1 Research Questions AnsweredMMA 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 claimMay combine two claims.
Findingown data§ 6.1 Research Questions AnsweredThe 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 claimMay combine two claims.
Findingown data§ 6.1 Research Questions AnsweredYounger 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 claimMay combine two claims.
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 claimMay combine two claims.
Findingown data§ 6.1 Research Questions AnsweredDespite 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 claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Findingcitation§ '-----1While 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 Scott & Walczak, 2009
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Findingnone given§ '-----1While 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 claimMay combine two claims.
Findingown data§ '-----1Older 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 claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingnone given§ Additional informationEach 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 claimMay combine two claims.
Findingown data§ Additional informationA 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.”
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Findingnone given§ Additional informationOlder 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 claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown data§ '-----1The analysis identified three multivariate outliers.
“This analysis identified three multivariate outliers:”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown data§ Additional informationThe 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 claimProbably not a substantial claim: may not pass S4 (based).
Findingnone given§ '-----1The 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 claimMay combine two claims.
Findingown data§ Additional informationHarman'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 UsabilityUsability 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).”
Quote in the paperSubstantial claim0 of 3 sources checkedMay combine two claims.
Premisecitation§ 1.1 Aging Internet UsersOlder 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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- cites Lippincott, 2004
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Premisecitation§ 1.3 Unique Needs of Older AdultsPhysical 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 UsabilityUsability 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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- cites Venkatesh & Ramesh, 2006
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Premisecitation§ 1.2 UsabilityUsability 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 UsabilityVenkatesh & 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.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Venkatesh & Ramesh, 2006
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Premisecitation§ 1.3 Unique Needs of Older AdultsCognitive 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 UsabilityImproved 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 claimProbably not a substantial claim: may not pass S1 (asserted). May combine two claims.
Premisecitation§ 1.1 Aging Internet UsersMany 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 UsersUse 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 UsersOlder 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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- cites Stevens, 2010
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Premisecitation§ Independent Variable Impact* Dependent Variable ReferencesMorris 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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- Also stated in: § Independent Variable Impact* Dependent Variable References · plain
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Premisenone given§ 1.4 Research ObjectivesWhile 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.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Premisecitation§ Independent Variable Impact* Dependent Variable ReferencesFriedberg (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 ~EnvironmentAs 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 AdultsDifferent 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 ReferencesCzaja 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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Premisecitation§ 1.4 Research ObjectivesThe 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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Interpretationreasoning§ 1.4 Research ObjectivesThis 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.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisecitation§ 1.4 Research ObjectivesTo 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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- cites Zaphiris, Kurniqwan, & Ghiawadawala, 2007
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Premisecitation§ Independent Variable Impact* Dependent Variable ReferencesFriedberg (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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Premisecitation§ 1.2 UsabilityHistorically, 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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- cites Otter & Johnson, 2000
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Premisecitation§ 1.4 Research ObjectivesThere 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 ReferencesCzaja 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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Premisecitation§ 1.2 UsabilityMore 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 AdultsSpatial 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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Premisecitation§ 1.3 Unique Needs of Older AdultsPerceived 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).”
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Premisecitation§ 1.3 Unique Needs of Older AdultsSpatial 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.”
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Premisenone given§ Behavior ~PersonThe 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.”
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Premisecitation§ Behavior ~PersonMalta (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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Premisecitation§ 2.3 Literature GapsThe 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).”
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Interpretationcitation§ Person ~EnvironmentPredictions of computer performance should not be based solely on chronological age.
“suggesting that predictions should not be based solely on chronological age.”
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Premisecitation§ Behavior ~EnvironmentAccess 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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Premisecitation§ Behavior ~EnvironmentIncreased 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”
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Interpretationreasoning§ 2.3 Literature GapsThere 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.”
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Premisecitation§ Behavior ~PersonDickinson & 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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Premisecitation§ 3.1 SatisfactionA 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).”
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Premisenone given§ 2.3 Literature GapsThe 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.”
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Premisenone given§ Behavior ~PersonStudies suggest that use of computers leads to increased social support.
“Studies also suggest that use of computers leads to increased social support.”
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Premisecitation§ Person ~EnvironmentAge 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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Premisecitation§ Chapter 3: Development of Theoretical ModelPerformance 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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Premisecitation§ Environment -7 PersonHigher 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.”
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Premisecitation§ Environment -7 PersonGood 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.”
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Premisecitation§ 3.1 SatisfactionSatisfaction 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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Premisecitation§ Chapter 3: Development of Theoretical ModelThe 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).”
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Premisenone given§ Behavior ~PersonSeveral 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 claimProbably not a substantial claim: may not pass S2 (checkable), S4 (based). May combine two claims.
Premisenone given§ Chapter 3: Development of Theoretical ModelApplication 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.”
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Premisecitation§ Person ~EnvironmentCharness 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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Premisecitation§ 3.2.1 PerformanceThe 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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Premisecitation§ 3.2.2.1 Mental Model Accuracy ~PerformanceThe 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 claimMay combine two claims.
Premisecitation§ 3.3.1.1 Engagement ~SatisfactionCognitive 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.”
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- cites Patwardhan, 2004
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Premisecitation§ 3.3.1.1 Engagement ~SatisfactionWebster & 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.”
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Premisecitation§ 3.2.3 Spatial AbilitySpatial abilities are resistant to training and decline as age increases.
“Spatial abilities are resistant to training and decline as age increases (Salthouse, 1982)”
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Premisecitation§ 3.2.1.1 Performance -7 SatisfactionUsers 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).”
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- cites Parton et al., 1985
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- cites Pernice & Nielsen, 2005
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Premisecitation§ 3.2.1.1 Performance -7 SatisfactionUsers 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)”
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Premisecitation§ 3.3.2.2 Disorientation 7 PerformanceThe 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).”
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- cites Otter & Johnson, 2000
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Premisecitation§ 3.3.2.3 Disorientation -7 EngagementDisorientation can lead to loss of interest in a web site.
“Disorientation can lead to loss of interest in a web site (McDonald & Stevenson, 1998)”
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Premisecitation§ 3.3.2.2 Disorientation 7 PerformanceLess 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).”
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- cites Lee & Boling, 2008
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- cites Otter & Johnson, 2000
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Premisecitation§ 3.3.2 DisorientationDisorientation 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).”
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Premisecitation§ 3.3.2.1 Disorientation -7 SatisfactionA 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).”
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Premisecitation§ 3.3.2.1 Disorientation -7 SatisfactionPerceived 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).”
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Premisecitation§ 3.3.1.2 Engagement -7 PerformanceWebster & 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.”
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Premisecitation§ 3.3.2.3 Disorientation -7 EngagementPEOU influences playfulness.
“and playfulness (Chung & Tan, 2004; Moon & Kim, 2001)”
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Premisecitation§ 3.3.2.3 Disorientation -7 EngagementPerceived 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).”
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Premisecitation§ 3.3.2.3 Disorientation -7 EngagementDisorientation can lead to frustration.
“and frustration (Lazaret al., 2003; McDonald & Stevenson, 1996).”
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- cites McDonald & Stevenson, 1996
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Premisecitation§ 3.3.2.3 Disorientation -7 EngagementIf 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.”
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Premisenone given§ 3.4 The Influence of AgeAge 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 claimMay combine two claims.
Premisecitation§ 3.4.3 Age 7 DisorientationOlder 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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Study design and conductreasoning§ 4.2 Experimental Web SiteA 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 claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone given§ 4.2 Experimental Web SiteUsability 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 claimMay combine two claims.
Premisecitation§ 3.4.1 Age -7 Spatial AbilitySpatial 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).”
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Premisenone given§ 3.4.2 Age 7 PerformanceThere 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 claimClassified 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 claimProbably 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 SiteA 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- Also stated in: § 4.2 Experimental Web Site · plain
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Premisecitation§ 4.4 Operationalization of ConstructsA 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}.”
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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 claimMay combine two claims.
Premisecitation§ 3.4.3 Age 7 DisorientationIt 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).”
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Study design and conductreasoning§ 4.3 Experiment ProcedureThe 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 claimClassified as probably not a substantial claim. May combine two claims.
Study design and conductnone given§ 4.2 Experimental Web SiteThe 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 claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductreasoning§ 4. 7 Pilot StudyThe 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 claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductnone given§ 5.2 Data ScreeningThe 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 claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown data§ 4. 7 Pilot StudyA 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 claimClassified as probably not a substantial claim.
Study design and conductcitation§ 4.6 Structural Equation ModelingPLS 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):”
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Study design and conductown data§ 5.4.1 Evaluation of Reflective ConstructsThe 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.”
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Study design and conductown data§ 5.4.1 Evaluation of Reflective ConstructsExternal 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).”
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Premisecitation§ Spatial AbilityThe 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
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Study design and conductreasoning§ 4. 7 Pilot StudyThe 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 claimMay combine two claims.
Study design and conductown data§ 5.4.1 Evaluation of Reflective ConstructsAll 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.”
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Interpretationown data§ 5.4.4.3 Impact of Control VariablesFemale 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 claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductreasoning§ 4. 7 Pilot StudyIt 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 claimMay combine two claims.
Study design and conductown data§ 83Three 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 claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Premisecitation§ AgeChronological 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§ '-----1In 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 claimProbably not a substantial claim: may not pass S2 (checkable).
Interpretationreasoning§ '-----1Given 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 claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Interpretationreasoning§ 5.4.4.4 Post Hoc AnalysisThe 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 claimMay combine two claims.
Interpretationown data§ 5.4.4.4 Post Hoc AnalysisChronological 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 claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Interpretationreasoning§ 6.1 Research Questions AnsweredEngaged 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 claimClassified as probably not a substantial claim.
Premisecitation§ '-----1The 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§ '-----1The 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 claimMay combine two claims.
Interpretationcitation§ 6.1 Research Questions AnsweredOlder 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 checkedClassified as probably not a substantial claim.
Study design and conductnone given§ Additional informationParticipants 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 claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductcitation§ Additional informationDisorientation 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 informationThree 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 claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductcitation§ Additional informationEngagement 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 informationTree 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§ '-----1SCT 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 informationThe 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 claimProbably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductcitation§ Additional informationSatisfaction 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 informationMMA 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 claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown data§ Additional informationUnivariate 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.
- Also stated in: § Additional information · plain
Probably not a substantial claim: may not pass S3 (load-bearing).
Study design and conductnone given§ Additional informationThe 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 claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductreasoning§ Additional informationThe 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
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.”
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
MinorDividing 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
“The ratio of substantive variance to method variance is roughly 83:1”
Spatial-test scoring conflicts with the appended test instructions
MinorThe 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.
“As recommended by the publisher of the tests, the participants score for each assessment is the percentage of questions answered correctly on each assessment.”
“Your score on this test will be the number of items answered correctly minus the number a_~swered incorrectly.”
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محمدى, د. إ. س., & عبدالعزیز, د. ه. (2018) · المجلة العلمیة للدراسات و البحوث التربویة والنوعیة · doi:10.21608/sjse.2018.198883
- 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
- Semantic Scholar
- 54429fe16c11ac646da80ab0fe89ca01d013849b
- 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
- green
- hdl.handle.net
- 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.
What counts as a claim ›How we measure confidence ›How we check this ›
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