The measurements presented above were used to evaluate the research model empirically. To validate the hypotheses,
we transferred the research model into a structural equation model (Chin, 1998a). We used the partial least squares method
and SmartPLS (Ringle et al., 2005), as this is suitable for small data samples (Chin and Newsted, 2000). However, before presenting the results of the study, we analyzed the data to determine whether it is affected by common method bias and to
provide means, standard deviations, and correlations among study variables as well as control beliefs (Table 3). The average
age is 36.75 years and the average work experience is 9.08 years. The data set contains more female than male participants.
As Table 3 indicates, only perceived ease of use is affected by the age of the survey participants, such that age, gender, and
work experience are not influencing factors for the variables of our research model. The observed personality trait resistance
to change correlated with ease of use and job satisfaction measure indicates that the more an individual is inclined to resist
changes, the more negatively the new system is perceived and the lower an individual’s job satisfaction. Thus, the personality
of the surveyed individuals has an influence on two variables of our research model.
The measurements presented above were used to evaluate the research model empirically. To validate the hypotheses,we transferred the research model into a structural equation model (Chin, 1998a). We used the partial least squares methodand SmartPLS (Ringle et al., 2005), as this is suitable for small data samples (Chin and Newsted, 2000). However, before presenting the results of the study, we analyzed the data to determine whether it is affected by common method bias and toprovide means, standard deviations, and correlations among study variables as well as control beliefs (Table 3). The averageage is 36.75 years and the average work experience is 9.08 years. The data set contains more female than male participants.As Table 3 indicates, only perceived ease of use is affected by the age of the survey participants, such that age, gender, andwork experience are not influencing factors for the variables of our research model. The observed personality trait resistanceto change correlated with ease of use and job satisfaction measure indicates that the more an individual is inclined to resistchanges, the more negatively the new system is perceived and the lower an individual’s job satisfaction. Thus, the personalityof the surveyed individuals has an influence on two variables of our research model.
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