{'fraction_non_alphanumeric': 0.02370537604063779, 'fraction_numerical': 0.00818399887117257, 'mean_word_length': 5.2062171628721545, 'pattern_counts': {'":': 0, '<': 0, '<?xml version=': 0, '>': 0, 'https://': 0, 'lorem ipsum': 0, 'www.': 0, 'xml': 0}, 'pii_count': 0, 'substrings_counts': 0, 'word_list_counts': {'cursed_substrings.json': 0, 'profanity_word_list.json': 0, 'sexual_word_list.json': 0, 'zh_pornsignals.json': 0}}
Analyzing the Effective Factors on Customer Behavior in Mobile Marketing

Nowadays, customers play a very important and vital role in the field of global economy. As a result, companies give special significance to the customers to survive and grow in the field of economic competition in the modern world and increase their relationship with the buyers of their products and services throughout their lifetime. Marketing growth through mobile phones has provided further motives for performing more researches in the field of customer behavior and attitude in mobile marketing. The goal of the current study is to analyze the effective factors on customer behavior in mobile marketing. The variables used in this study are perceived ease of use, individual knowledge, user’s mobile phone technology, customers’ negative attitudes, and customers’ positive attitudes. The current research is practical in terms of objective and is descriptive-analytic in terms of methodology. Data were gathered by distributing a questionnaire among 284 students of Tehran University. Data were analyzed by structural equation modeling using Lisrel and Expert Choice software. Test results showed that ease of use, individual knowledge, mobile phone technology, positive attitude, and negative attitude variables have a meaningful effect on customer behavior in mobile marketing. The confirmation of all the assumptions of the research supports the importance of the customer behavior analysis in mobile phone services.


INTRODUCTION
Currently, the commercial interface between the customers and companies is very important. Customer Relationship Management (CRM) that is considered to manage customer relationship deals with such a relationship. The function of the mCRM is to support customers and personnel through Information Technology (IT) in the field of mobile phone commerce [16]. The services related to mobile communication can be called a miracle because mobile devices have penetrated all aspects of human life and can help human talent. However, in the case of desktop customers, it is related to applications [1,8] and provides wonderful features and opportunities for desktop users [3]. The environment of the company is studied during development, then, goals are determined and an agenda is designed that in which a plan is presented for products. The usual mobile phones are accessible to all community members. Mobile phone devices have appeared as a new business and converted into a highpotential market. With the emersion of wireless technologies with high speed, mobile phones became very popular among commercial and non-commercial companies due to their high influence and inherent features. The global mobile phone advertising market is growing and has reached more than 100 billion dollars. The mobile phones were created through development processes with the aim of providing free communication regardless of the current location of users. In addition, it should be noted that Martin Cooper registered the first mobile phone on April 3, 1973, in New York. This invention accelerated communication among the community members and eliminated all spatial and temporal limitations of traditional phones. With the emersion of the wireless network technologies with high speed, the main features of this technology increased the penetration and popularity of using mobile phones in marketing for commercial and noncommercial applications [12]. Since the influence on mobile marketing has been facilitated significantly, the global business takes the best advantage of mobile marketing [14]. In [4] authors studied the existing knowledge about mobile marketing and its importance for consumers and retailers. When smartphones emerged, a torrent of demand was raised in the field of mobile marketing.
The developed model in this article attempts to study the behavioral consequences of customers and accepting ads through mobile phones. Therefore, this study can be used to develop strategies in business and analyze mobile marketing in terms of its performance.

A. Mobile marketing background
In the first place, internet marketing appeared, then, mobile marketing emerged as a new tool to marketing and its goal was to find customers through active networks in mobile phones. This kind of marketing is introduced and classified as system marketing. Mobile phones have created a new interesting channel for marketing activities that can provide the possibility to make effective connections with target markets by creating two-way connections between marketer and customers. According to Deiler, the goals of managing customers based on mobile phones can be divided into five general and key groups-functional goals, interactive goals, customer goals, market goals, and income goals. However, the properties of traditional shopping have different nature and modern shopping cannot replace traditional shopping completely.

B. Mobile marketing and its importance
According to the definition of Mobile Marketing Association (MMA), Strom et al. believe that mobile marketing provides companies with the opportunity to direct customers attention toward effective communication through mobile phones and digital personal assistants [15]. Among the various definitions of mobile marketing, [14]. offer a definition of technology where may be some mistakes in conceptualization [15]. Leppaniemi and Karjaluoto declared that the most accepted definition is the definition presented by MMA.
"Using as a market communication application or a multimedia application or as an integrated content distribution and receiving a direct response through wireless media" However, Leppaniemi et al. presented the following definition for mobile marketing: "using the mobile phone environment as a marketing" [16].

C. Customer behavior in mobile marketing
The perceived ease of use is effective on customer behavior in mobile marketing. The effects of mobile marketing on customer reaction are positive. The customer feedback to a special driver is called customer response.
The consumer response has a close relationship with training and is related to past subjects as well. The researchers conducted on consumer behavior shows that consumer response to ads can be influenced by factors like information analysis, motivation, feedback, and people ideas about ads.

D. Benefits of mobile marketing
Mobile marketing isn't considered as a single technology rather this capability of using technology leads to saving time, money, and analysis. This great revolution first emerged in Asia followed by Europe and America and reduced the mistakes and inefficiencies in marketing and advertising as much as possible. Friedrich et al. believe that with the aim of working with extensive budgets, mobile marketing hasn't been seemed necessary until now; the professional individuals of marketing need absolute trust in brand and contents [17].

E. Mobile Ads
Retailers, producers, and service providers contribute to the field of advertising by making related proposals [18]. The mobile phone facilities for advertising is a progressing and flourishing phenomenon.
Mobile phone advertising has experienced more than 19 billion dollars increase since 2014 in the USA. This figure will increase to 65 billion dollars by 2019; these ads will cover 75% of total digital ads [19].
The global market for mobile phone advertising is growing and has reached more than 100 billion dollars. According to statistics, more than half the digital advertising incomes in 2016 is obtained through mobile phone [6]. Mobile phone marketing has a deep effect on the global business environment [20][21][22][23][24][25][26][27][28][29]. The rapid development of wireless communication has made the influence of Mobile Internet Business very significant. In the history of technology, there isn't any phenomenon like wireless communication technology which has influenced all the aspects of human life and has made many opportunities in the E-Commerce world to individually communicate with customers. Andrews et al. propose new results regarding this problem; they believe that the effectiveness of SMS ads isn't the same at all times and is dependent on the time and receiver population rate. In fact, behavior tests can be addressed by controlled methods that accelerate other tests on physical location.

F. Mobile communication technologies
Some researchers believe that the mobile technology revolution can be seen as a development in communications. The mentioned evolution started by developing the wireless telegraph to traditional phone systems in the 1980s. Then, analog systems were converted into mobile phone devices. The mobile phone services became accessible through multi-media systems in 2000.

G. Existing challenges in mobile marketing
Mobile marketing has reached its place in terms of the budget assigned by companies but there are still some barriers which reduce the interest of users in mobile marketing and trade. These barriers are as follows.

III. RESEARCH MODEL
By reviewing the research background and using research assumptions, the conceptual research model was formulated as follows. It is expected that the factors indicated in figure 2 namely ease of use, individual knowledge, mobile technology, negative attitude, and positive attitude have a positive impact on customer behavior.

A. Conceptual framework
The following conceptual framework was presented to clarify the relationship, assumptions, and logic of mobile phone marketing.

B. Methodology
Based on the proposed model, this study shows the interconnected factors that can impress Iranian customer behavior in using mobile phone services. According to the usages of library and field methods like questionnaire, the type of data collecting method is descriptive.
Where n is the required sample number.
e is sampling error.
 is in confidence level. The mentioned items were used to measure the variables of previous research. This relationship has been summarized in Table 1. Operations in different networks of my mobile phone are more interesting.

Negative attitude
Ads are always deceptive.
Advertising through mobile phone is annoying.
Ads are always confusing.
The unilateral relationship in mobile advertising affects me.

Positive attitude
Advertising through mobile phone is pleasant.
• The screen size of the mobile phones isn't big enough.
• The mobile phone calls used for mobile advertising are very expensive.
• The short lifetime of batteries.
• One of the important challenges in mobile marketing through mobile phone is the variety of mobile phones and various defects of them so that users don't have enough information about them.
• The popularity of traditional shopping.
• The risk of quality decline after product delivery (compared to the advertised product).
• Intangible and indirect services. Advertising through mobile phone is always entertaining.
Advertising through mobile phone is always delightful.
Advertising through mobile phone is useful.
I think advertising through mobile phone is a great idea.
The confidence level is measured by Cronbach's alpha in the questionnaire. The results obtained from this test are presented in the following Table.

IV. RESULTS
The descriptive statistics including frequency, percentage, and characteristics of the census are presented in Table 3.

A. Factors of ranking customer behavior in mobile marketing
In the current study, the effective factors on customer behavior in mobile marketing are ease of use, individual knowledge, mobile technology, negative attitude, and positive attitude.  The resulted compatibility rate is 0.07 and since this value is less than 0.10, it is acceptable and there is no need to solve incompatibility. As a result, all five hypotheses discussed in this study are confirmed.

B. Data analysis
In the following, the effect of the following variables on the main indices of the study (ease of use, individual knowledge, mobile technology, negative attitude, and positive attitude) are discussed.

C. Analyzing ease of use variable
The standardized factors (standard regression factors) of ease of use variable were estimated and 6 indices can be seen in the following chart.  Examination of the model criteria shows that the model has good validity. Therefore, the final model can accurately describe the relationships between the descriptive variables.

D. Analyzing mobile technology variable
The following.
The standardized factors (standard regression factors) of mobile technology variable were estimated and 7 indices can be seen in the following chart.  Studying the indices of the model shows the validity of the model. Therefore, the final model can properly describe the relationship between the descriptive variables.

E. Analyzing the negative attitude variable
The following.
The standardized factors (standard regression factors) of negative attitude variable were estimated and 4 indices can be seen in the following chart.  Studying the indices of the model shows the validity of the model. Therefore, the final model can properly describe the relationship between the descriptive variables.

F. Analyzing the positive attitude variable
The following.
The standardized factors (standard regression factors) of positive attitude variable were estimated and 4 indices can be seen in the following chart.  Studying the indices of the model shows the validity of the model. Therefore, the final model can properly describe the relationship between the descriptive variables.

V. CONCLUSIONS
In the following, we will explain the results of the research hypotheses.
Hypothesis 1: the results of this hypothesis is based on the results of the following research [17].
Hypothesis 2: the results of this hypothesis is based on the results of the following researches [10,11].
Hypothesis 3: the results of this hypothesis is consistent with the results of the following research [8].
Hypothesis 4: the results of this hypothesis are consistent with the results of the following researches [12,17].
Hypothesis 5: the results of this hypothesis are consistent with the results of the following researches [5,9].