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Case Study Application of Business Intelligence in Digital Advertising 商业智能在数字广告中的应用案例研究
Pub Date : 2022-01-01 DOI: 10.4018/ijebr.293294
Dželila Mehanović, Nermina Durmic
This paper demonstrates the application of business intelligence in decision-making in digital advertising through a case study. Data used for analysis was collected during a test phase of an advertising platform. The study analyzes multiple types of traffic, related to countries, browsers, household incomes, and days of a week. Beside tabular reports, the paper presents how to visualize those results using Python libraries to make them more visually appealing. Furthermore, logistic regression was used to build models to detect relationships between the number of impressions and clicks. Finally, the authors propose multiple combinations of data that could be used to create different reports that lead to smarter decision-making and cost-effectiveness.
本文通过一个案例研究,展示了商业智能在数字广告决策中的应用。用于分析的数据是在广告平台的测试阶段收集的。该研究分析了多种类型的流量,这些流量与国家、浏览器、家庭收入和一周中的天数有关。除了表格报告之外,本文还介绍了如何使用Python库将这些结果可视化,使其在视觉上更具吸引力。此外,逻辑回归被用来建立模型来检测展示次数和点击次数之间的关系。最后,作者提出了多种数据组合,可用于创建不同的报告,从而实现更明智的决策和成本效益。
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引用次数: 3
Determinants of Employees' E-HRM Continuous Intention to Use: The Moderating Role of Computer Self-Efficacy 员工E-HRM持续使用意向的决定因素:计算机自我效能感的调节作用
Pub Date : 2022-01-01 DOI: 10.4018/ijebr.309393
M. Ayyash, Fadi Herzallah, M. Alkhateeb
This work intends to examine the determinants of employees' continuous intention to utilize electronic human resource management (e-HRM) based on the technology continuous theory. Furthermore, it scrutinizes the direct and moderating effect of computer self-efficacy for the continuous intention to utilize e-HRM and how it moulds the direct relationship between perceived usefulness, attitude, and satisfaction. In this study, structural equation modelling (SEM) was used to examine the data obtained from a survey of 159 employees. The findings revealed that perceived usefulness, satisfaction, computer self-efficacy, and attitude had a direct and positive impact on continuous intention to use e-HRM. In addition, computer self-efficacy played a moderating role in the relationship between satisfaction, perceived usefulness, attitude, and the continuous intention to use e-HRM. The findings can be utilized by e-HRM service providers to devise strategies that can strengthen the employee's continuous intention and by scholars to increase, improve, and assess the research concerning e-HRM.
本研究旨在以技术连续理论为基础,探讨员工使用电子人力资源管理(e-HRM)的持续意向的决定因素。此外,它仔细检查了计算机自我效能感对持续使用电子人力资源管理的意图的直接和调节作用,以及它如何塑造感知有用性,态度和满意度之间的直接关系。本研究采用结构方程模型(SEM)对159名员工的调查数据进行检验。研究结果显示,感知有用性、满意度、计算机自我效能感和态度对持续使用电子人力资源管理的意向有直接和积极的影响。此外,计算机自我效能在满意度、感知有用性、态度和持续使用电子人力资源管理意愿之间的关系中起调节作用。研究结果可以被e-HRM服务提供商用来制定加强员工持续意愿的策略,也可以被学者用来增加、改进和评估e-HRM的研究。
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引用次数: 0
Integrating Keyword Segmentation and Budget Allocation Decisions in Sponsored Search Advertising: An Exploratory Simulation Study 赞助搜索广告中关键字分割与预算分配决策的整合:探索性模拟研究
Pub Date : 2022-01-01 DOI: 10.4018/ijebr.296687
Anteneh Ayanso, D. Visser, R. Yoogalingam, M. Kusý
Budget constrained sponsored search advertisers must decide how to allocate their advertisement budget across ad campaigns and individual keywords. In this paper, a simulation model that integrates the complex issues involved in keyword segmentation and campaign organization is used to evaluate performance of various budget allocation strategies. Using the buying funnel model as the basis for keyword segmentation and campaign organization, we analyze Volume-based, Cost-based, and Clicks-based budget allocation strategies and evaluate their performance implications for different firms. The simulation model is empirically evaluated using four Fortune 500 companies and their keyword data obtained from a leading provider of keyword research technology. The results and statistical analyses show significant improvements in budget utilization using the proposed allocation strategies over a Baseline commonly used in practice. The study offers useful insights into the budget allocation problem by leveraging a theoretical framework for keyword segmentation and campaign management.
预算有限的赞助搜索广告商必须决定如何在广告活动和单个关键字之间分配广告预算。本文利用一个综合了关键词分割和广告活动组织等复杂问题的仿真模型,对各种预算分配策略的绩效进行了评价。使用购买漏斗模型作为关键字分割和活动组织的基础,我们分析了基于数量、基于成本和基于点击的预算分配策略,并评估了它们对不同公司的绩效影响。仿真模型的实证评估使用了四家财富500强公司及其关键字数据,这些数据来自一家领先的关键字研究技术提供商。结果和统计分析表明,与实践中通常使用的基线相比,使用拟议的分配战略在预算利用方面有了重大改进。该研究通过利用关键字分割和活动管理的理论框架,为预算分配问题提供了有用的见解。
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引用次数: 0
Towards an Insight Into Customer Behavior in Virtual Brand Communities: An Investigation of Personal and Community Characteristic Factors 对虚拟品牌社区顾客行为的洞察:个人与社区特征因素的调查
Pub Date : 2022-01-01 DOI: 10.4018/ijebr.293296
Thi Bich Hanh Tran, Quynh-Anh Nguyen, T. T. Le, Quang Hieu Nguyen, Khanh Son Nguyen, Huy Hung Dinh
This study aims at exploring the effects of customer’s personal factors and characteristics of brand community on customers’ behaviors in virtual brand community. The data were collected from customers of virtual brand communities in Vietnamese context via a survey. The data show that among the customer’s personal factors, customer ability has the largest impact on customer active behaviors in virtual brand community while customer motivation and opportunity have smaller significant influences on customer behaviors. Regarding the characteristics of virtual brand community, information quality posted in virtual community has the most dramatic effect on customer involvement in active behaviors. System quality is also relevant to customer behaviors, yet virtual interactivity and rewards are unrelated to customer activity involvement. With the findings, research shows useful suggestions for businesses in Vietnam in their efforts to understand the impact of customer behavior in the virtual community.
本研究旨在探讨虚拟品牌社区中顾客个人因素和品牌社区特征对顾客行为的影响。数据是通过调查从越南虚拟品牌社区的客户中收集的。数据显示,在顾客个人因素中,顾客能力对虚拟品牌社区顾客主动行为的影响最大,而顾客动机和机会对顾客行为的显著影响较小。在虚拟品牌社区的特征中,虚拟社区发布的信息质量对顾客主动行为参与的影响最为显著。系统质量也与客户行为相关,但虚拟交互性和奖励与客户活动参与无关。根据这些发现,研究为越南的企业在努力了解虚拟社区中客户行为的影响方面提供了有用的建议。
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引用次数: 0
Exploring the Antecedents of Social Support on Social Network Sites: A Supplementary Fit Perspective 社交网站上社会支持的前因:补充契合视角
Pub Date : 2021-10-01 DOI: 10.4018/ijebr.2021100103
J. Gunawan, Y. Liu
There has been little research to examine the antecedents of social support in the setting of social network sites (SNS). This study uses supplementary fit as an antecedent to explain why people can perceive social support on SNS. The authors collect 550 validated questionnaires from Facebook, Instagram, and PTT. The statistical results reveal the following findings: (1) value-based fit promotes emotional and informational support but not instrumental support; (2) personality-based fit promotes emotional and informational support but not instrumental support. The theoretical contributions are as follows: First, social support was tested as a multi-dimensional factor, which can better identify the types of supports people perceive from SNS. Second, supplementary fit acts as an antecedent to clarify the conditions individuals' perceive as social support, which facilitate a new path for both social support and virtual communities research. Suggestions to facilitate valued-based and personality-based fit on SNS are provided.
关于社交网站环境下社会支持的前因的研究很少。本研究使用补充契合作为前因变量来解释为什么人们可以在社交网络上感知到社会支持。作者从Facebook、Instagram和PTT收集了550份有效的问卷。统计结果显示:(1)价值取向的契合对情感支持和信息支持有促进作用,但对工具支持没有促进作用;(2)人格型契合促进了情感支持和信息支持,但对工具支持没有促进作用。理论贡献如下:第一,社会支持作为一个多维因素进行了检验,可以更好地识别人们从社交网络中感知到的支持类型。其次,补充契合作为前件澄清了个体感知社会支持的条件,为社会支持和虚拟社区研究开辟了新的路径。提出了促进基于价值观和基于个性的社交网络契合的建议。
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引用次数: 3
Social Media and E-Commerce at the Global Level: Do ICT Access and ICT Skills Matter? 全球层面的社交媒体和电子商务:信息通信技术获取和信息通信技术技能重要吗?
Pub Date : 2021-10-01 DOI: 10.4018/ijebr.2021100101
Ibrahim Osman Adam, Muftawu Dzang Alhassan
The global proliferation of mobile devices coupled with the heightened use of social media has led to increasing levels of social interactions, electronic commerce, and the phenomena of social commerce. Whilst previous information systems literature has sought to examine the benefits and factors that influence e-commerce adoption at both the individual and firm level, studies on e-commerce adoption at the global level have seldom been undertaken. Furthermore, previous studies have failed to examine the mediating role social media use plays in examining the effects of ICT access and ICT skills on e-commerce. Founded on the technology-organization-environment framework, this study seeks to fill this gap by examining the effects of ICT access, ICT skills, and social media use on global e-commerce adoption on one hand and the mediating role of social media use on the other. The study relied on cross-sectional data from 135 countries globally for the year 2016. The data analysis using partial least square structural equation modelling (PLS-SEM) shows that ICT access, ICT skills, and social media use positively influence e-commerce adoption at the global level. Furthermore, social media use plays a significant role in mediating the influence of ICT access and ICT skills on e-commerce adoption. The results of this study provide fresh insights into the global adoption of e-commerce. The authors indicate some implications of the study for policy and practice.
移动设备的全球扩散,加上社交媒体的高度使用,导致了社交互动、电子商务和社交商务现象的增加。虽然以前的信息系统文献试图在个人和公司层面检查影响电子商务采用的利益和因素,但很少进行全球层面的电子商务采用研究。此外,以往的研究未能检验社交媒体使用在检验信息通信技术获取和信息通信技术技能对电子商务的影响中所起的中介作用。本研究以技术-组织-环境框架为基础,通过考察信息通信技术获取、信息通信技术技能和社交媒体使用对全球电子商务采用的影响,以及社交媒体使用的中介作用,试图填补这一空白。该研究基于2016年全球135个国家的横断面数据。利用偏最小二乘结构方程模型(PLS-SEM)进行的数据分析表明,信息通信技术的获取、信息通信技术技能和社交媒体的使用对全球范围内的电子商务采用产生了积极影响。此外,社交媒体的使用在中介信息通信技术获取和信息通信技术技能对电子商务采用的影响方面发挥了重要作用。这项研究的结果为电子商务的全球采用提供了新的见解。作者指出了该研究对政策和实践的启示。
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引用次数: 3
Ranking Mobile Wallet Service Providers Using Fuzzy Multi-Criteria Decision-Making Approach 基于模糊多准则决策方法的移动钱包服务提供商排名
Pub Date : 2021-10-01 DOI: 10.4018/ijebr.2021100102
Ashwarya Kapoor, Rajiv Sindwani, Manisha Goel
The aim of this paper is to identify key dimensions of mobile wallet (m-wallet) service quality and to prioritize mobile wallet service providers on the basis of these dimensions. Based on extensive literature review and discussion with an expert, six key dimensions of m-wallet service quality, namely convenience, reliability and security, responsiveness, aesthetics, accessibility, and information quality/content, are proposed in this paper. Fuzzy TOPSIS approach is proposed to evaluate and rank mobile wallet alternatives. Four major mobile wallet players from the Indian market are prioritized on the basis of six key service quality dimensions. Examination of the literature indicates that this study is among the first attempts to identify m-wallet service quality dimensions as well as to prioritize mobile wallet alternatives using fuzzy TOPSIS. The findings will be valuable to academicians and practitioners alike. The key dimensions proposed in the paper will enlighten m-wallet service providers about the aspects of services to be focused on. Moreover, the fuzzy TOPSIS technique discussed in this paper will help m-wallet companies to compare them with their competitors. This will help managers to develop strategies to improve their services. On the academic front, the study will extend the knowledge base in the field of self-service technologies.
本文的目的是确定移动钱包(m-wallet)服务质量的关键维度,并在这些维度的基础上优先考虑移动钱包服务提供商。基于广泛的文献回顾和与专家的讨论,本文提出了移动钱包服务质量的六个关键维度,即便利性、可靠性和安全性、响应性、美观性、可访问性和信息质量/内容。提出了模糊TOPSIS方法对移动钱包备选方案进行评价和排序。根据六个关键的服务质量维度,印度市场的四个主要移动钱包参与者被优先考虑。对文献的检查表明,本研究是第一次尝试确定移动钱包服务质量维度,并使用模糊TOPSIS对移动钱包替代品进行优先排序。这些发现对学者和从业者都很有价值。本文提出的关键维度将启发移动钱包服务提供商关注的服务方面。此外,本文所讨论的模糊TOPSIS技术将有助于移动钱包公司与竞争对手进行比较。这将有助于管理人员制定改善服务的战略。在学术方面,这项研究将扩展自助服务技术领域的知识基础。
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引用次数: 3
Online Footwear Sales: Drivers and Challenges With a Perspective of Emerging Markets 在线鞋类销售:新兴市场视角下的驱动因素与挑战
Pub Date : 2021-10-01 DOI: 10.4018/ijebr.2021100105
Mahima Shukla, Richa Misra
The purpose of the study is to investigate factors that determine consumers' online purchase intention of buying footwear. Footwear, being a high involvement product, is difficult to sell online as people try size to fit before buying, which is more than any other product category. As per the previous studies, the need for touch is the most prominent factor inhibiting customers to buy footwear online. However, with the increasing need for convenience, superior quality digital catalogs, increasing internet density, attractive offers, and interactive features of websites, the mindset of the people is changing, and they are ready to experiment. The structural equation model technique is used to test the hypothesis. As per the results, consumers perceive website attributes and convenience as driving factors in online shopping. Online consumers interact with e-commerce sites through interactive features provided on the websites. The study can help marketers understand consumer online buying behavior, particularly towards footwear.
本研究的目的是调查影响消费者在线购买鞋类意愿的因素。鞋类是一种高参与度的产品,很难在网上销售,因为人们在购买之前会先试穿尺寸,这比其他任何产品类别都要多。根据之前的研究,对触摸的需求是阻碍消费者在线购买鞋类的最重要因素。然而,随着人们对便利性、高质量的数字目录、互联网密度的增加、有吸引力的报价和网站的互动功能的需求日益增加,人们的心态正在发生变化,他们已经准备好进行实验。采用结构方程模型技术对假设进行检验。根据调查结果,消费者认为网站属性和便利性是网购的驱动因素。在线消费者通过网站提供的互动功能与电子商务网站进行互动。这项研究可以帮助营销人员了解消费者的在线购买行为,尤其是对鞋类的购买行为。
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引用次数: 0
The Role of Drop Shipping in E-Commerce: The Algerian Case Drop Shipping在电子商务中的作用:阿尔及利亚的案例
Pub Date : 2021-10-01 DOI: 10.4018/ijebr.2021100104
Menaouer Brahami, Khalissa Semaoune, Mohammed El Amine Belayachi, Amine Benslimane
During the recent years, e-commerce has been constantly growing in various industrial sectors. E-commerce has also changed the buying pattern of customers. E-commerce is a concept that has gained enormous popularity in recent decades. There are a multitude of variants and strategies of e-commerce such as drop shipping, which is renowned for its low cost and high efficiency. However, e-commerce is a new technology that is growing rapidly. It has the ability to create a truly global digital economy. In this research paper, the authors study the state of the drop shipping market for e-commerce in Algeria and the possibility to introduce new models by analyzing different aspects that can have a huge impact on the evolution of drop shipping in e-commerce in order to promote economic development in Algeria. To develop a better understanding, an exploratory study via a structured questionnaire intended for the general Algerian public drop shipper market was carried out.
近年来,电子商务在各个工业领域不断发展壮大。电子商务也改变了消费者的购买模式。电子商务是近几十年来获得巨大普及的一个概念。电子商务有多种变体和策略,例如以低成本和高效率而闻名的drop shipping。然而,电子商务是一项发展迅速的新技术。它有能力创造一个真正的全球数字经济。在这篇研究论文中,作者研究了阿尔及利亚电子商务的下降航运市场的状况,并通过分析可能对电子商务中下降航运的演变产生巨大影响的不同方面来引入新模型的可能性,以促进阿尔及利亚的经济发展。为了更好地了解,通过针对阿尔及利亚公众托运人市场的结构化问卷进行了一项探索性研究。
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引用次数: 0
Personality Influences Risk Perception in Online Shopping: An Indian Consumer Perspective 个性影响风险感知在网上购物:一个印度消费者的观点
Pub Date : 2021-07-01 DOI: 10.4018/IJEBR.2021070104
Amit Dangi, Vijay Singh
Online shopping is a preferable alternative mode of shopping in the 21st century. The increase in the rate of online shoppers with increasing frequency of shopping pushes e-retailers to look into the buying pattern along with the possible deviations in the buying style of shoppers and developing economies like India has a potential of expansion. The present study checks the influence of personality traits on the risk perception of online shoppers, which restrict them to shop online or is the reason for the online shopping avoidance behavior. For the same, a structured scale is constructed and response is taken from 312 valid respondents and the stepwise regression technique is applied to deduce the inference over the relation of personality traits and risk perception. Openness, neuroticism, conscientiousness and extraversion personality traits show a varying effect over the risk perception in online shopping. Further, the managerial implication for online retailers is also discussed in depth.
在21世纪,网上购物是一种更可取的购物方式。随着网上购物频率的增加,网上购物者的比例也在增加,这促使电子零售商研究购买模式,以及购物者购买风格可能出现的偏差,而印度等发展中经济体具有扩张的潜力。本研究考察了人格特质对网络购物者风险感知的影响,是人格特质制约了网络购物者的网购行为,还是人格特质导致了网络购物者的网购回避行为。为此,构建了结构化量表,抽取312名有效被调查者的回答,运用逐步回归技术推导人格特质与风险感知关系的推理。开放性、神经质性、严谨性和外向性人格特征对网络购物风险感知的影响是不同的。此外,本文还对网络零售商的管理启示进行了深入探讨。
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引用次数: 1
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Int. J. E Bus. Res.
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