Semantic matching of job seeker to vacancy: a bidirectional approach

2018 ◽  
Vol 39 (8) ◽  
pp. 1047-1063 ◽  
Author(s):  
Sisay Adugna Chala ◽  
Fazel Ansari ◽  
Madjid Fathi ◽  
Kea Tijdens
Keyword(s):  
Social Networking ◽  
Social Networking Sites ◽  
User Profile ◽  
Machine Learning Techniques ◽  
Web Survey ◽  
Semantic Matching ◽  
Job Seekers ◽  
Content Type ◽  
Individual Level ◽  
Occupational Standards

Purpose The purpose of this paper is to propose a framework of an automatic bidirectional matching system that measures the degree of semantic similarity of job-seeker qualifications and skills, against the vacancy provided by employers or job-agents. Design/methodology/approach The paper presents a framework of bidirectional jobseeker-to-vacancy matching system. Using occupational data from various sources such as the WageIndicator web survey, International Standard Classification of Occupations, European Skills, Competences, Qualifications, and Occupations as well as vacancy data from various open access internet sources and job seekers information from social networking sites, the authors apply machine learning techniques for bidirectional matching of job vacancies and occupational standards to enhance the contents of job vacancies and job seekers profiles. The authors also apply bidirectional matching of job seeker profiles and vacancies, i.e., semantic matching vacancies to job seekers and vice versa in the individual level. Moreover, data from occupational standards and social networks were utilized to enhance the relevance (i.e. degree of similarity) of job vacancies and job seekers, respectively. Findings The paper provides empirical insights of increase in job vacancy advertisements on the selected jobs – Internet of Things – with respect to other job vacancies, and identifies the evolution of job profiles and its effect on job vacancies announcements in the era of Industry 4.0. In addition, the paper shows the gap between job seeker interests and available jobs in the selected job area. Research limitations/implications Due to limited data about jobseekers, the research results may not guarantee high quality of recommendation and maturity of matching results. Therefore, further research is required to test if the proposed system works for other domains as well as more diverse data sets. Originality/value The paper demonstrates how online jobseeker-to-vacancy matching can be improved by use of semantic technology and the integration of occupational standards, web survey data, and social networking data into user profile collection and matching.

Connecting and being connected: investigating friending practices across multiple social networking sites

2021 ◽  
Vol ahead-of-print (ahead-of-print) ◽  
Author(s):  
Chien Wen Yuan ◽  
Yu-Hao Lee
Keyword(s):  
Social Capital ◽  
Social Networking ◽  
Social Networking Sites ◽  
Online Survey ◽  
Social Ties ◽  
Relationship Maintenance ◽  
Strong Ties ◽  
Content Type ◽  
Bonding Social Capital ◽  
Amazon's Mechanical Turk

PurposeSocial networking sites (SNSs) offer people the possibility of maintaining larger networks of social ties, which also entails more complex relationship maintenance across multiple platforms. Whom to “friend” and via which platform can involve complex deliberations. This study investigates the relationships between users' perceived friending affordances of five popular SNSs (Facebook, Twitter, Instagram, Snapchat and LinkedIn) and their friending behaviors concerning strong ties, weak ties (existing and latent ties) and parasocial ties.Design/methodology/approachAn online survey using Qualtrics was provided to participants (N = 626) through Amazon's Mechanical Turk (MTurk). The survey asked their SNS use and their friending behaviors with different ties on each of the sites.FindingsUsers' friending decisions are dependent on an interplay of socio-technical affordances of each SNS and specific needs for the ties. The authors found that the affordances of bridging social capital and enjoyment are aligned with friending weak and parasocial ties, respectively. The affordances of bonding social capital were not valued to friend strong ties.Originality/valueThe study extends the affordance and social capital literature by assessing users' perceived, contextualized SNS affordances in relation to actual communication behaviors in friending different social ties. This approach provides contextualized insights to friending decisions and practices on SNSs.

Older and Younger Job Seekers' Impression Management on LinkedIn

2021 ◽  
Vol 20 (2) ◽  
pp. 61-74
Author(s):  
Franciska Krings ◽  
Irina Gioaba ◽  
Michèle Kaufmann ◽  
Sabine Sczesny ◽  
Leslie Zebrowitz
Keyword(s):  
Social Media ◽  
Social Networking ◽  
Impression Management ◽  
Social Networking Sites ◽  
The Internet ◽  
Job Seekers ◽  
Self Presentation ◽  
Job Offers ◽  
Research Show

Abstract. The use of social networking sites such as LinkedIn in recruitment is ubiquitous. This practice may hold risks for older job seekers. Not having grown up using the internet and having learned how to use social media only in middle adulthood may render them less versed in online self-presentation than younger job seekers. Results of this research show some differences and many similarities between younger and older job seekers' impression management on their LinkedIn profiles. Nevertheless, independent of their impression management efforts, older job seekers received fewer job offers than younger job seekers. Only using a profile photo with a younger appearance reduced this bias. Implications for the role of job seeker age in online impression management and recruitment are discussed.

scholarly journals Perceived value of social networking sites (SNS) in students' expressive participation in social movements

2014 ◽  
Vol 8 (1) ◽  
pp. 56-78 ◽  
Author(s):  
Juan D. Borrero ◽  
Shumaila Y. Yousafzai ◽  
Uzma Javed ◽  
Kelly L. Page
Keyword(s):  
Social Movements ◽  
University Students ◽  
Social Networking ◽  
Technology Acceptance ◽  
Social Networking Sites ◽  
Structural Equation ◽  
Ease Of Use ◽  
Perceived Usefulness ◽  
Intention To Use ◽  
Content Type

Purpose – The purpose of this study is to determine the beliefs that influence university students to use social networking sites (SNS) for expressive participation in social movements. Design/methodology/approach – The original technology acceptance model (TAM), a quantitative methodological approach, and a survey were used to collect responses from 214 university students in Spain. Structural equation modelling was used to test the proposed relationships. Findings – Results confirm that the perceived ease of use (PEU) and perceived usefulness (PU) of SNS significantly affect a student's intention to use SNS for expressive social participation in social movements, with use intention significantly affecting actual participation. There was no significant moderating effect of students' gender on these relationships. Originality/value – Although there is much discussion in the popular press about how people use SNS, there is no published empirical research on the determinants that contribute to a person's intention to use and actual use of SNS in the context of social movements. This paper is one of the first studies to investigate young people's perception of the SNS usefulness and ease of the use for participation in social movements.

User-generated content on the Facebook page of an emergency management agency

2017 ◽  
Vol 41 (4) ◽  
pp. 558-579 ◽  
Author(s):  
Jayan Chirayath Kurian ◽  
Blooma Mohan John
Keyword(s):  
Social Networking ◽  
Emergency Management ◽  
Social Networking Sites ◽  
Disaster Recovery ◽  
Information Dissemination ◽  
Social Networking Site ◽  
User Generated Content ◽  
Content Type ◽  
Management Agency ◽  
Mixed Response

Purpose The purpose of this paper is to explore themes eventuating from the user-generated content posted by users on the Facebook page of an emergency management agency. Design/methodology/approach An information classification framework was used to classify user-generated content posted by users including all of the content posted during a six month period (January to June 2015). The posts were read and analysed thematically to determine the overarching themes evident across the entire collection of user posts. Findings The results of the analysis demonstrate that the key themes that eventuate from the user-generated content posted are “Self-preparedness”, “Emergency signalling solutions”, “Unsurpassable companion”, “Aftermath of an emergency”, and “Gratitude towards emergency management staff”. Major user-generated content identified among these themes are status-update, criticism, recommendation, and request. Research limitations/implications This study contributes to theory on the development of key themes from user-generated content posted by users on a public social networking site. An analysis of user-generated content identified in this study implies that, Facebook is primarily used for information dissemination, coordination and collaboration, and information seeking in the context of emergency management. Users may gain the benefits of identity construction and social provisions, whereas social conflict is a potential detrimental implication. Other user costs include lack of social support by stakeholders, investment in social infrastructure and additional work force required to alleviate the technological, organisational, and social barriers in communication among stakeholders in emergency management. A collective activity system built upon the Activity Theory was used as a lens to describe users’ activity of posting content on the Facebook page of an emergency management agency. Practical implications By analysing the findings, administrators and policy makers of emergency management could identify the extent to which the core principles of disaster recovery are accomplished using public social networking sites. These are achieved in relation to: pre-disaster recovery planning; partnership and inclusiveness; public information messaging; unity of effort; and, psychological recovery to maximise the success of recovery in a disaster. Furthermore, a core principle which evoked a mixed response was timeliness and flexibility. Originality/value Previous studies have examined the role of social networking sites in disastrous situations, but to date there has been very little research into determining themes found in user-generated content posted on the Facebook page of an emergency management agency. Hence, this study addresses the gap in literature by conducting a thematic analysis of user-generated content posted on the Facebook page of the Federal Emergency Management Agency.

Optimizing transparency for users in social networking sites

Info ◽  
2014 ◽  
Vol 16 (6) ◽  
pp. 8-23 ◽  
Author(s):  
Ellen Wauters ◽  
Verónica Donoso ◽  
Eva Lievens
Keyword(s):  
Social Networking ◽  
Social Networking Sites ◽  
Design Methodology ◽  
Information Provision ◽  
Visual Design ◽  
Cognitive Differences ◽  
Content Type ◽  
Legal Documents ◽  
Types Of Information ◽  
Insight Into

Purpose – This article aims to reflect on possible ways to optimise current ways to deliver information provision to make it more transparent to users. In particular, this article will refer to the benefits (and challenges) of using more user-centred approaches to inform users in a more transparent way. Design/methodology/approach – In this paper we analyse individual, as well as contextual factors (e.g. cognitive differences, time constraints, specific features of social networking sites [SNS] platforms) which may have an impact on the way users deal with Terms of Use, privacy policies and other types of information provision typically made available on SNS platforms. In addition, possible ways of improving current practices in the field are discussed. In particular, the benefits (and challenges) of a user-centred approach have been referred to when it comes to informing users in a way that is more meaningful to them. Finally, it is discussed how user-centred approaches can act as mechanisms to increase transparency in SNS environments and how (alternative) forms of regulation could benefit from such an approach. Findings – The authors believe that it is necessary to start focussing on users/consumers’ needs, expectations and values to develop visualisation tools that can help make law (more) meaningful to users/consumers by giving them a better insight into their rights and obligations and by guiding them in making truly informed decisions regarding their online choices and behaviour. Originality/value – By looking at different techniques such as visual design and the timing of information, the article contributes to the discussion on how people can be made more aware of legal documents and actually read them.

Individual Differences in Social Networking Site Adoption

2010 ◽  
pp. 1569-1586 ◽  
Author(s):  
Harsha Gangadharbatla
Keyword(s):  
Individual Differences ◽  
Social Networking ◽  
Technology Acceptance ◽  
Social Networking Sites ◽  
Structural Model ◽  
Social Networking Site ◽  
Individual Level ◽  
And Gender ◽  
Acceptance Model

This chapter focuses on detailing the role of five individual level factors—Internet self-efficacy, self-esteem, need to belong, need for information, and gender—in influencing the attitudes toward social networking sites (SNS) and the adoption of such sites. First, the growing importance of social networking sites in business is discussed, and their usage as advertising vehicles is outlined. Individual differences in SNS adoption are presented from a technology acceptance model framework. A paperpencil- based survey is conducted and data obtained is used to test a structural model that explains the role of individual-level factors in influencing individuals’ attitudes toward SNS, their willingness to join SNS, and their actual membership on SNS. Results are presented and managerial implications are drawn.

scholarly journals The value of social networking sites in hotels

2019 ◽  
Vol 22 (2) ◽  
pp. 114-132 ◽  
Author(s):  
Sarah Diffley ◽  
Patrick McCole
Keyword(s):  
Social Networking ◽  
Social Networking Sites ◽  
Customer Value ◽  
Hotel Industry ◽  
Research Area ◽  
Theory And Practice ◽  
Content Type ◽  
Marketing Activities ◽  
The Impact ◽  
Hotel Marketing

Purpose Despite the rapid growth of social networking sites (SNSs), research demonstrating the marketing application of these technologies is lacking. Consequently, this paper aims to explore the impact of SNSs on hotel marketing activities. Design/methodology/approach An exploratory study was used. Adopting a key informant approach, in-depth interviews were conducted with 14 respondents in the hotel industry, who use SNSs as part of their hotel marketing efforts. Findings Networked interactions facilitated by SNSs can influence the marketing activities of hotels in many ways. This extends to deeper connections and co-creating value with customers to enhance the market offerings and promotional activities of the firm. Not all interviewees capitalised upon the capabilities offered by SNSs. Practical implications SNSs act as a key knowledge resource that can be used by practitioners to create and deliver superior customer value. However, the extent to which this is achieved depends on who is responsible for implementing it. Specifically, those with a more proactive attitude and approach towards marketing on SNSs tend to reap greater benefits. Originality/value Using the service-dominant logic as a guide, this paper offers greater insight into the theory and practice of social media marketing in the hotel industry, an under-studied and fragmented research area.

Adoption of social networking sites for educational use

2019 ◽  
Vol 11 (1) ◽  
pp. 2-19 ◽  
Author(s):  
Godfred Matthew Yaw Owusu ◽  
Rita Amoah Bekoe ◽  
Dorothea Sekyiwa Otoo ◽  
Akua Pokuaa Essah Koli
Keyword(s):  
University Students ◽  
Social Networking ◽  
Social Networking Sites ◽  
Ease Of Use ◽  
Perceived Usefulness ◽  
Survey Method ◽  
Perceived Ease Of Use ◽  
School Students ◽  
Content Type ◽  
Respondent Group

PurposeThe purpose of this paper is to examine the views of university students on social networking sites (SNSs) adoption for educational purposes and investigate the factors that motivate students to use SNSs for academic purposes.Design/methodology/approachA survey method of research was adopted and questionnaires were administered to the respondent group. A total of 522 valid responses from the University of Ghana Business School Students were used in the empirical analysis. Regression analysis was used to examine the relationship among the key constructs of the study.FindingsThe results of this study suggest that perceived usefulness, perceived ease of use, the existence of facilitating conditions and the purposes of SNSs are the key factors that motivate students to adopt SNSs for academic purposes. However, the influence of other people in society and the desire to be identified with social groups were found not to be important predictors of SNSs use by students for educational purposes.Research limitations/implicationsThe data examined in this study are based on sample responses from only one university, which may limit the extent of generalization of the findings.Originality/valueThis paper provides some useful insights into the key predictors of SNSs adoption for educational use by university students from the perspective of a developing country.

Examining fan engagement through social networking sites

2019 ◽  
Vol 20 (1) ◽  
pp. 163-183 ◽  
Author(s):  
Thiago Oliveira Santos ◽  
Abel Correia ◽  
Rui Biscaia ◽  
Ann Pegoraro
Keyword(s):  
Social Networking ◽  
Psychometric Properties ◽  
Social Networking Sites ◽  
Structural Equation ◽  
Equation Model ◽  
Content Type ◽  
Behavioural Intentions ◽  
Expert Review ◽  
Multi Stage ◽  
Fan Engagement

PurposeThe purpose of this paper is to conceptualise and measure the construct of fan engagement through social networking sites (SNS).Design/methodology/approachA multi-stage procedure was completed to validate the proposed fan engagement through SNS model with three first-order constructs (fan-to-fan relationships, team-to-fan relationships and fan co-creation). First, a preliminary analysis of the proposed items to capture fan engagement through SNS was conducted through expert review. Second, an assessment of item reliability and construct validity was completed using confirmatory factor analysis (CFA). Finally, CFA and subsequent structural equation model were conducted to review the psychometric properties and to test the relationships between the proposed construct with online and offline behavioural intentions.FindingsThe results indicate good psychometric properties of the constructs of fan-to-fan relationships, team-to-fan relationships and fan co-creation, and these three constructs were significantly related with the second-order construct of fan engagement through SNS. Additionally, the construct of fan engagement through SNS was significantly related to both online and offline behavioural intentions.Practical implicationsThese findings suggest that teams should use SNS to interact with fans, to allow fans to share experiences and to involve fans in co-creation processes aimed at increasing engagement and subsequent positive behavioural intentions towards the team.Originality/valueThis study extends previous research by measuring fan engagement through SNS as a multidimensional construct, and testing its predictive effect on fans’ online and offline behavioural intentions. Several suggestions for future studies and strategies for increasing fan engagement can be drawn from this study.

A Desktop Usability Evaluation of the Facebook Mobile Interface using the JAWS Screen Reader with Blind Users

2017 ◽  
Vol 61 (1) ◽  
pp. 828-832 ◽  
Author(s):  
Julian Brinkley ◽  
Nasseh Tabrizi
Keyword(s):  
Social Networking ◽  
Social Networking Sites ◽  
Recent Progress ◽  
Visual Impairments ◽  
User Profile ◽  
Usability Evaluation ◽  
Screen Reader ◽  
Desktop Computer ◽  
Related Literature ◽  
Mobile Interface

Social networking sites (SNSs) like Facebook are widely used and have been broadly studied but despite years of investigation, accessibility complaints from individuals with visual impairments continue to persist. To investigate this issue we have conducted a quasi-ethnographic usability evaluation of Facebook involving blind participants, the mobile interface ( m.facebook.com ) and the JAWS screen reader on a desktop computer; a configuration that has been suggested in the related literature but insufficiently investigated. Six participants attempted 18 tasks designed to be representative of common SNS user activities. Of the features evaluated participants were most severely challenged by the process of creating a user profile and identifying other users with whom to establish relationships; two of the three core activities commonly viewed as characterizing SNSs. These findings suggest that despite recent progress additional research may be needed to make Facebook truly accessible for individuals with visual impairments.

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