Influence of age in the adoption of new mobile payment systems

Objective – The aim of this study is to propose and prove a theoretical integrative model which allows determining the relative importance of a new mobile payment system as well as the analysis of possible moderator effects of the age of its potential users within new electronic environments. Design/methodology/approach – To carry out this research, a web experiment based on a general population sample was conducted, in order to analyze the proposed model of behavior towards a new mobile payment system. Findings – Empirical results demonstrate that the suggested behavior pattern has an adequate adjustment showing that the age of users causes significant differences in the proposed connections between subjective rules and the facility of use and confidence, and again this last one in regard to the facility of use and the attitude toward that use. Practical implications – The conclusions and implications for management provide alternatives to consolidate this new business opportunity under the new technological developments. Originality/value – This paper is a pioneer study about the acceptance of mobile payment systems.

Influence of age in the adoption of new mobile payment systems

I n t RO D u C t I O n : e L e C t RO n I C C O M M e R C e A n D M O B I L e COMMeRCe
The advances in Information and Communication Technologies (ICT), as well as the developments attained in the field of smart phones and the proliferation of the access to the Internet, have favored the increase of the individuals accessibility, which in turn impacted productivity, competitiveness, economic growth, and profitability of the companies' economies, and consequently, of the national economies of some countries (Cotec, 2011).
The use of Internet is more or less intensive according to the industry and the size of the company, but there are certain industries such as finances, tourism, and communication media where the presence of Internet is very important with clear opportunities of generation of value.In those industries, the Internet is regarded as a revolutionary tool that favors the change and the way of doing business.Currently, 44% of Spanish Internet users between 16 and 55 years say they usually purchase online, and the driver for the purchase is the price, which is implied from the results of the I annual Study on e-Commerce in Spain, elaborated by Elogia (2013).
The evolution of the electronic commerce B2C in Spain in the past years led to a growth in absolute terms from 10,917 million Euros in 2011 to 12,383 in 2012, which represents an annual increase of 13.4%, lower than the 19.8% of the previous year, and lower to 17.4% in 2010 (Observatory of Telecommunications and the Information Society -Observatorio de las Telecomunicaciones y la Sociedad de la Información [ONTSI], 2013).Therefore, the growing trend of the electronic commerce B2C in Spain is maintained, with a slight slowdown in this last year as the result of the international economic instability.Kalakota and Whinston (2001) have identified four reasons for the electronic commerce having evolved until attaining the current levels: The increase in volume of low amount transactions has obliged many companies to start this kind of activity to reduce costs, 2) The existing competitiveness increases the interest of companies to provide the consumer with better services, 3) Consumers themselves are feeding the competitiveness by demanding more and better services, and 4) The technological advances have favored the increase of transactions with more facility and lower cost to consumers instead of the traditional selling channel.
Despite this, Ruiz (2009) and Liébana-Cabanillas (2012) consider that the current situation is still evolving, since both the activities and their nature are changing from a mono-channel perspective to a multi-channel perspective, where therefore the interconnection formula expand, as well as the sale to the final client, with highlight to the use of the mobile phone because of its special connection conditions, as well as because of the possibility to perform commercial transactions.It is therefore evidenced the relation between the electronic commerce and the mobile commerce, the later being considered as part of the first, only being different because of the commercial activity application channel that favors the online sale under a broadly extended support (San-Martín Gutiérrez & Carpio, 2012).
On the other hand, according to the International Telecommunication Union (ITU) (2013), the total number of mobile subscriptions reached 7,000 million at the end f 2012, which implies a global penetration of 95% (128% in developed countries, and 89% in developing countries).Actually, the Spanish mobile phone market has 55.9 million mobile lines against 19.3 million fixed telephone lines according to the Annual Report of the Telecommunications Market Commission (Comisión del Mercado de Telecomunicaciones, CMT) (2012).In light of such data, we can say that the mobile phone has become an indispensable tool for the everyday life of companies and individuals, with a high level of integration among consumers (Lopez-Catalán & San-Martín Gutiérrez, 2013).
The mobile commerce has been strictly defined as the exchange or the purchase and Francisco Liébana-Cabanillas / Francisco Muñoz-Leiva / Juan Sánchez-Fernández sale of products, services, or information over the Internet, using mobile phones (Lee, Hu, & Yeh, 2003), and broadly defined as the set of all the activities related to commercial transactions performed through the communication networks that are interconnected with wireless devices (Islam, Khan, Ramayah, & Hossain, 2011), which favors the integration of channels that was mentioned before.

t h e M O B I L e P A y M e n t A S evOLutIOn OF the tRADItIOnAL PAyMent SySteMS
The payment systems implemented in commercial activities have changed in the past few years with the recently introduced technologies.Consumers are increasingly using telephones to purchase.According to the recent study on Mobile Life of TNS (Carrión 2012) performed in 58 countries, 15% of Spanish users have recently used their mobile phones to purchase or to search for information prior to the purchase, although this is still much lower than the traditional payment systems.
According to the B2C electronic commerce Report of ONTSI (2013) in Spain the payment with bank card (62.9%) is the main system of online payment.However, the incidence of this payment method is being reduced in detriment of the exclusively electronic payment platforms, used by 14.9% of purchasers, and that is the second in the rank.The payment against reimbursement and the pre-paid card (11.3% and 7.2%, respectively) have also been used more by Internet users.Although this distribution in the used payment system is very different according to the reference country, many researchers regard the mobile payment as one of the applications with higher potential in this industry, being regarded as the killer application of the mobile phone system.
The mobile payment will basically consist of the performance of payments and transactions between the parties in a fast, comfortable, safe, and simple way at any time, and from any place by means of a mobile terminal.This payment system has different advantages for companies and users over other alternative payment systems in electronic commerce (TPV).For companies and traders: high versatility considering the high number of existing mobile phones, fast transactions, higher comfort and time saving, possibilities of client segmentation customizing the provision of products and services, lower cost (more reduced discount rates), etc.On the other hand, for users it implies more security in the interactions derived from economic transactions thanks to GSM, UMTS, and the SIM card technology of the phone, which allows higher encryption of data handled in transactions, thus improving the reliability, waiting times in the establishments, and reducing the number of errors (San Martín Gutiérrez & Lopez, 2010), among other advantages.In this regard the mobile payment can be defined as any activity of particular or business nature in which there is the intervention of an electronic support that allows the connection to a mobile network to successfully perform an economic transaction.
As mentioned before, the mobile payment system is a recent innovation in the growth stage broadly extended within the society, and thus it is necessary to review the advantages and bottlenecks of such innovation to the users.The more relevant advantages and bottlenecks of the use of this payment system (advantages in regard to the user and of the system itself ) are summarized in Table 1.
In light of the aforementioned, our investigation work is focused on modeling the consumer's behavior when using the SMS mobile payment, as well as the effect of the user's age in determining the intention to use.
Influence of age in the adoption of new mobile payment systems tABLe 1 -Advantages and inconveniences of the mobile payment

Advantages
It favors the mobility, ubiquity of payments facilitating the access and immediate nature of them, thus increasing the added value of products and services on the part of companies to their clients and users.
Fast implementation/diffusion of new systems and protocols in using the mobile terminal, thanks to the high rate of penetration among people, and the increase of their services.
Personal nature of devices and services.
It facilitates the sale of products and services.
Increase of the bond and of the loyalty of clients by means of a higher contact through this new channel.Improved security.

Inconveniences
High costs resulting from the implementation of this technology, and financial costs.
Diversity of services provision, and lack of unification of the payment systems.

Complexity of systems.
High range of terminals which makes difficult to implement homogeneous measures of security, control, and monitoring.
Lack of confidence in the transactions resulting from this type of tools.
Lack of maturity of some markets that still don't accept this type of innovation.
Reduced rate of penetration in some Third World and emerging countries.

BACKgROunD OF the IntentIOn tO uSe the MOBILe PAyMent
There are multiple behavioral decision theories and intention models that the scientific literature has developed to analyze the behavior of individuals before an innovation, most of which are based on studies on social psychology (Pavlou, 2002).From the viewpoint of the consumer's behavior on the Internet, the literature review done in this work is focused on those models and theories that have gotten a major support in the specific literature of marketing and Information Technology.According to a recent meta analysis performed by Wei, Xinyan, and Yue (2011) on the review of literature about the consumer's behavior in adopting mobile commercial services, most of the compared studies has precisely used the Technology Acceptance Model (TAM) (Davis, Bagozzi, & Warshaw, 1989) to explain such adoption, and from that we have made the following questions: Are the results of the proposed model similar to the previous ones?Does the age affect the adoption of mobile payment systems?Can we identify some implications for the companies of the industry?
The variables we have introduced in the analysis, as well as their meaning and relation regarding the intention, are gathered in Figure 1.

the MODeRAtOR eFFeCt OF Age
To attain the objectives of the investigation, we propose the inclusion of the study of the age variable, with the background analyzed in the scientific literature from the review of the main classical models.The age of the client/user has an important effect in his/her behavior, thus we will check in our investigation about the adoption of a new payment tool on the Internet if age is also determinant.
Since the first investigations that have studied the impact of Internet on the society, the different authors were capable of defining a common argument line in defense of the moderation of such variable.In this regard, some studies have identified a positive relation between consumers' age and the probability of purchasing products online (Stafford, Turan, & Raisinghani, 2004), and on the other hand, others have obtained negative results (Joines, Scherer, & Scheufele, 2003), or simply no relation at all (Dabholkar, Michelle Bobbitt, & Lee, 2003).From our point of view, such divergences might be due to several factors such as the sample selection criteria, the moment of the study elaboration, etc.
Several studies have tried to determine whether age can be considered a factor influencing the attitude and behavior of consumers, analyzing aspects such as auto-scanning, and automatic charging, and online services, Internet use, technologies in self-service, technologies in the retail commerce, instant messaging, and mobile commerce, among others.
Regarding the theoretical proposal of the previous model, in this study we explore the role of the user's age with payment tools from the TAM model, and the proposed extensions, including the Influence of age in the adoption of new mobile payment systems constructs of realized risk and confidence, under the name MPTAM (Mobile Payments Technology Acceptance Model).
Firstly, we refer to the moderator effect of the user's age on the relation between the subjective rules and the facility of use.We started from the idea that those younger users, more prone to accept new technological tools, will perceive a higher facility of use.This statement has been statistically compared to the primary data of surveys on the electronic commerce use, mobile Internet (Accenture, 2011).Therefore, older people will require a bigger implication in the service, and will be more affected by the external influences of the electronic surrounding (Watering, 2005), causing the subjective rule on the facility of use to be higher for those older users (Chung, Park, Wang, Fulk, & McLaughlin, 2010).On the other hand, the confidence in the contacts of the online media makes more credible and reliable the information offered in the network itself, against possible sources of third party information, which suggests that younger users, for having more experience in this type of surroundings, will show a stronger relation between subjective rules and confidence.For these reasons, the following hypotheses are proposed: H1: The effect of subjective rules on the facility in using the system is significantly higher among those older users.H2: The effect of subjective rules on the confidence in the proposed payment system is significantly higher among those younger users.
On the other hand, it is expected that those younger users guided by a bigger knowledge and access to the technological tools (Accenture, 2011; National Institute of Statistics [Instituto Nacional de Estadística, INE], 2013) will have more confidence and facility of use compared to those older ones that will be more reluctant in regard to the new payment tool [significant differences in the previously mentioned studies].
In this regard, the younger users will manifest more willingness to use new technologies, resulting for more confidence in regard to the smaller effort needed to examine the details of the web service itself, as well as to appraise its quality, thus improving the perceived facility of use and attitude (Liébana-Cabanillas, 2012).In view of such circumstances, the following investigation hypotheses are proposed: H3: The effect of confidence in the facility of use of the proposed payment system is significantly higher among those younger users.
H4: The effect of the perceived confidence of the proposed payment system on the attitude in regard to it is significantly stronger among those younger users.
At last, the younger users will grant a higher importance to the extrinsic reward (equivalent to the perceived usefulness), and will have less difficulty to process complex stimuli, which will determine more intention to use the new payment system (Venkatesh, Morris, Davis, & Davis, 2003).Furthermore, those older users will be more influenced by the opinion of others.For these reasons we propose the following hypothesis: H5: The effect of the perceived usefulness of the proposed payment system on the intention is higher to younger users.Francisco Liébana-Cabanillas / Francisco Muñoz-Leiva / Juan Sánchez-Fernández 5 MethODOLOgICAL ASPeCtS

Study scope and information collection
Our investigation has used a national panel of Internet users from which the user visualized a video with the explanation of the new proposed payment system.The used payment system is called Zong, which allows to purchase multiple physical and virtual contents using a mobile terminal through a very simple procedure that allows paying the purchase in different formats (Internet, social networks, TV, and also the point of sale itself ).Such payment can be transferred to the telephone bill of the user or to a bank card listed at the moment of the service activation.
The final sample size was 2,012 Internet users coming from a panel of surfers, sampled by convenience and reaching a sampling error of 2.2% in the estimation of a proportion.The technical information is summarized in Table 3, and the profile of the sample in Table 4.The questionnaire used to obtain data gathers the adaptation of some of the most recognized scales.To validate such scales, a first quantitative nature test was conducted with bank professionals with minimum experience of ten years in the industry to ensure the validity of the terms used, and a second pilot test was conducted with a sample of students from the Economic and Business Sciences School.
The data analysis was developed in two stages.Firstly, the scales validity was analyzed, then the multi group analysis was performed to verify the proposed associations in a theoretical manner, both described in the following epigraph.

Reliability and validity of the proposed scales
To evidence the suitability of the measurement scales used, different analyses of reliability and validity of the exploratory type (to which the SPSS 15.0 program was used), and of the confirmatory type (AMOS 18 software) were used, and are described in Table 5.
Firstly, to measure the reliability of the scales, the indicator alpha of Cronbach was used, considering the reference value 0.6 (Malhotra, 2004).Furthermore, to compare the convergent and divergent validity of the scales, a Confirmatory Factorial Analysis (CFA) was performed.
The convergent validity was evaluated through the factorial loads of the indicators.It was evidenced that the coefficients were significantly different from zero, and in addition to this that the loads between latent and observed variables were high in all the cases (α> 0.7).Therefore, it was possible to confirm that the latent variables properly explained the observed variables.
In regard to the discriminating validity, it was evidenced that the variances were significantly different from zero, and that the correlation between each pair of scales was not above 0.9.
Again, the reliability of the scales was evaluated through a series of indicators extracted from the confirmatory analysis.Precisely, the composed reliability of the construct (CR) and the analysis of the extracted variance (AVE) exceeded the limit used as reference, 0.7 and 0. The sample was divided into two groups based on the median of the users age distribution.In relation to the values of the sample related to asymmetry and kurtosis, many of them showed problems in a way or another, and thus it was concluded that the sample did not follow a multi variant normal distribution (Mardia Coefficient <=35 years = 400.705,critical ratio -CR-<=35 years = 136.535;Mardia >35 years = 502.131,CR >35 years = 203.133).In this regard, and following the recommendations of Barrio García and Luque Martínez (2012), the estimation method regarded as the most proper was the Method of Maximum Likelihood with the re sampling technique or bootstrapping (with 5000 replicas).The selection of the method was also based on the recommendations of Finney and DiStefano (2006), since we had continuous data, the asymmetry deviations and kurtosis were above many of the variables at 2 and 7, respectively, and the sample size was relatively large.In this re sampling technique, the corrected p-value of Bollen-Stine and the correction of standard errors of the constructs with a confidence level of 95% were used.
Once all the proposed quality measurement scales were evaluated, we checked if all the latent constructs together had a discriminating validity, that is, if the several constructs forming the model were significantly different, since the discriminating validity among the dimensions of the same scale does not ensure the discriminating validity that the different latent constructs should have.An AFC was performed to that end, including all the measurement scales to extract the variance of each of them, as well as the correlations between constructs, and their confidence intervals.
In our case, it was evidenced that the correlations between constructs were not too high, no construct had a confidence interval of 1, and the correlations between indicators were below the root of the variance extracted from each of the constructs taken two by two, which allowed us to conclude that globally there was a discriminating validity between the different considered latent constructs.
Once verified the goodness of the model adjustment, the final result was graphically put together from the standardized coefficients for the behavior model that measures the use of the new mobile payment system according to the user age (Figure 2).
In addition, the statistical significance of the structural loads of the model was also analyzed (Table 6).In the model of users with age under 35 years, all the relations manifested showed to be significant, except for the relation between the subjective rules and the facility of use, attaining a percentage of the explanation of the use intention variable of 63.3%.The intention to use in the model of users with age under 35 years maintains a significant positive relation through the subjective rules (β = 0.49), attitude (β = 0.08), and perceived usefulness (β = 0.40), and the risk perceived in the negative direction (β = -0.08).
On the other hand, in the extracted model for the users over 35 years all the proposed relations were significant, except for the relation Francisco Liébana-Cabanillas / Francisco Muñoz-Leiva / Juan Sánchez-Fernández between attitude and intention, attaining an explanation of the intention to use of 68.2%.In this case, the intention to use was determined by the subjective rules (β = 0.45), usefulness (β = 0.51), and perceived risk (β = -0.11).Therefore, in our model the intention to use in the group of younger users is smaller than in the group of older users.

Results of the proposed hypotheses
To evaluate the moderator effect of the user age manifested in the questionnaire, the sample was divided into two groups based on the median of the users age distribution.To that end, the invariance test was carried out through the comparison of the Chi-square (χ 2 ) values for the general model and for the restricted model, resulting in significant differences (Table 7).
Influence of age in the adoption of new mobile payment systems After evidencing the existence of significant differences, and with the aim of verifying the moderator effect of proposed variables, a test was carried out to evidence the regression coefficients or weights between the structural models, considered two by two, using a modification of the t of Student test for independent samples (Goodman & Blum, 1996).The evaluation was carried out by means of the procedure proposed by Chin (2000), through a multi group analysis in function of the t of Student test (through a parametric analysis using the t test with m + n 2 degrees of freedom) according to the following formulation, where B i are the estimated coefficients without standardization, and SE i are the standard errors for each coefficient: The results of the structural equations analysis, as well as the results of the hypothesis are shown in Table 8.As observed, the comparison manifested the existence of significant differences in the H1, H2, H3, and H4 hypotheses.

Conclusions
After of a review of the current situation of the electronic commerce and mobile commerce, the objective of our investigation was to model the behavior of Internet users in view of a new SMS mobile payment tool, as well as the analysis of the age in accepting such payment system, and the factors determining this.
In regard to the general results, firstly, it was demonstrated that those younger users are more prone to accept new technological tools, while the older ones will need a higher implication of the service, therefore being more influenced by the subjective rules of the users community.This indicates that the older users will have a stronger relation between the subjective rule and the facility of use, and therefore the companies of the industry should pay special attention to get to know the usability of the tool for this group.Secondly, those younger users, for having a higher level of experience in the surrounding, have more confidence in the opinion of the group of reference contacts, opposed to those older Francisco Liébana-Cabanillas / Francisco Muñoz-Leiva / Juan Sánchez-Fernández users who will be more reluctant to improve their level of confidence based on them, and therefore the younger users are more prone to accept new technological tools, while the older users will need a higher implication in the service, being thus more influenced by the subjective rules of the community itself.Thirdly, the younger users maintained a stronger relation between confidence and facility of use than the group of older users.Furthermore, the younger users maintained a more intense relation between confidence in the system and attitude in regard to the use, comparing to the older ones.Finally, it was not demonstrated that the intention to use among younger users improves their intention to use, in regard to the older ones, motivated by the electronic environment where the investigation is performed, and in regard to the higher willingness they generate in regard to it.
Regarding the direct effects, firstly, to those younger users the variable with higher influence on the intention was the subjective rules.This high relation is motivated by the online environment where the user activity is developed, because the network itself is the place where the communication between people occurs, and it is precisely inside the network where the user will form his/her acceptance of the payment tool.As observed, it is precisely this variable that most determines the intention to use, which suggests that it is the very element determining the intention to use a payment system in the virtual environment of younger users.Secondly, the intention to use is determined by the usefulness of the mobile payment system.This second element reinforces the TAM proposals, but it is quantitatively apart from the values of external influences.Thirdly, the attitude manifests a nearly significant relation with the intention to use in the case of the younger user.At last, the perceived risk manifests a negative relation with the intention to use because of the uncertainty that the tool supposes to the new user and/or the possible negative consequences of the purchase act.Precisely, the influence of such effect was broadly verified in multiple fields, and our results corroborate and reinforce the already stated proposal.
In the case of older users, the intention to use is firstly determined by the usefulness of the payment tool itself in the analyzed medium, which reinforces previous investigations.Secondly, for the subjective rules, which demonstrates that older users prefer a more utilitarian view of the tool opposed to a social view of the tool.Thirdly, the perceived risk, corroborating previous investigations that define older users as users with a higher level of risk aversion.Finally, the attitude is not significantly related to intention.
On the other hand, it is empirically evidenced that the client/user age has an important effect on his/her behavior, and on the acceptance of technology.In our experiment, the existence of significant differences between the relations proposed based on the user age was evidenced, actually in the relations between subjective rules and facility of use, subjective rules and confidence, confidence and facility of use, as well as confidence and attitude.Finally, in the relation proposed between usefulness and intention to use, no significant differences were detected based on the age of users.
In regard to the relation between subjective rules and facility of use, it was demonstrated that older users are more prone to use simple and easy tools than younger users, with no doubt motivated by their smaller technological propensity, and higher requirement of the influence from others.On the other hand, in the relation between subjective rules and confidence, we found the inverse situation, where younger users trust more the comments of their contacts in the network.In both relations, the influence of the network conditions the results.
On the other hand, the relation between confidence and facility of use and attitude is more intense amongst younger users, suggested by their higher propensity towards new technologies.

Business implications
Although it is true that payment systems are as old as the humankind itself, the implementation and use of modern payment systems has modified Influence of age in the adoption of new mobile payment systems the economic and business scenario.Among the most current payment systems, we can highlight the mobile payment because of the importance of wireless devices in the current society, the accessibility supposed by this medium to the users, and the technological improvements continuously developed both in the online world (mainly Internet and social networks) and in the offline world (readers, PoS, etc.).
The results obtained in this investigation propose interesting implications for the diffusion of mobile payment systems through the Internet.In actual terms, the knowledge of the virtual payment acceptance process is very useful to define strategies oriented to the clients of such systems.
In this regard, it is noteworthy the need to realize an effort to make people improve their perception and general opinion about the purchase on the Internet.For this reason, companies should make communication efforts to diffuse the advantages of this type of tools.There are surely elements favoring the companies, directly collaborating with them, which is the high percentage of mobile phone penetration, and the increased access to social networks through the mobile Internet.These trends will allow the access to purchase portals from any place, at any time, overcoming the important advantages of the electronic commerce itself.
Furthermore, and as the result of the context where the investigation was developed, it is observed that Internet surfers are very sensitive to the opinions of their social surrounding regarding their purchase behavior on the Internet, and even more to the social networks themselves.Precisely because of this social influence and or the number of users taking part of the networks, companies need to position themselves among their clients, and the acquaintances and friends of their clients, to stimulate as much as possible their sales and the payment of such sales by enabling agile and efficient payment systems.
Although the intention to use in our case is very influenced by external influences as opposed to attitude, it is important to pay attention to the user surrounding, because the user behavior will depend on such surrounding, and in concrete terms the eWOM should be favored, since it will influence the behavior and will improve the intention to use the new tool.
More concretely, due to the segments resulting from the application of the moderator effect of age among users, companies will be in condition to define strategies adapted to the influence patterns, elaborating differentiated value proposals (segmented marketing), which properly satisfy clients and improve their loyalty, and consequently collaborate in attaining the objectives of the companies themselves.In this regard, the organizations that decide to enter a new market should differentiate the arguments or proposals on which their advertisement or promotion messages are based.Particularly, if the action is intended to younger users, the arguments should not be based on the usefulness and simplicity of the new payment system, but should focus on security and/or privacy concerns, as a way to improve the confidence, and therefore the attitude towards the service.On the other hand, and based on the importance of external influences to the groups of surfers, the already mentioned eWOM should be a more interesting tool for those older users less prone to technology and more prone to the influence of others.

nOte OF the AuthOR
This study is financed with the financial support provided by the project of Investigation and Excellence P10-SEJ-6768 of the Economy and Science Council of the Andalucía Regional Government (Consejería de Economía y Ciencia de la Junta de Andalucía).There is a high potential for money loss if I purchase on the Internet/ social networks through this tool.

ReFeRenCeS
There is a major risk when purchasing on the Internet/social networks using this tool.
I think that purchasing on the Internet/social networks using his tool is a risky choice.

Francisco
FIguRe 1 -Variables of the model

FIguRe 2 -
FIguRe 2 -Results of the multi group model (standardized coefficients).Under 35 / Over 35 years Accenture (2011).Retos y oportunidades del universo digital móvil en España: Más ubicuo, más social, más personal.Recuperado de www.accenture.com/es-es/Pages/insight-retos-oportunidades-universodigital-movil.aspxInfluence of age in the adoption of new mobile payment systemsOther people can get to know information of my online transactions if I use this tool.

Table 2 :tABLe 2 -
Summary of hypotheses

tABLe 3 -
Technical information and characteristics of the sample

under the assumptions of simple random sample
Influence of age in the adoption of new mobile payment systems *In the estimation of a proportion, supposing p=q=0.5, the confidence level of 95% and simple random sample.tABLe 4 -Profile of the analyzed sample 1.2 Measurement scales

tABLe 5 -
Reliability and validity of the proposed scales

tABLe 6 -
Statistical significance of the standardized structural loads

tABLe 7 -
Invariance analysis in the multi group model based on the age of users

tABLe 8 -
Results of the proposed hypotheses