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Automated decision-making 自动化决策
IF 2 Q3 REGIONAL & URBAN PLANNING Pub Date : 2022-04-18 DOI: 10.1108/fs-09-2021-0183
Stanislav Ivanov
PurposeThis paper aims to analyse three decision-making approaches that involve humans and artificial autonomous agents, namely, human “in the loop”, “on the loop” and “out of the loop” and identifies the decision characteristics that determine the choice of a decision-making approach.Design/methodology/approachThis is a conceptual paper that analyses the relationships between the human and the artificial autonomous agents in the decision-making process from the perspectives of the agency theory, sustainability, legislation, economics and operations management.FindingsThe paper concludes that the human “out of the loop” approach is most suitable for quick, standardised, frequent decisions with low negative consequences of a wrong decision by the artificial intelligence taken within a well-defined context. Complex decisions with high outcome uncertainty that involve significant ethical issues require human participation in the form of a human “in the loop” or “on the loop” approach. Decisions that require high transparency need to be left to humans.Originality/valueThe paper evaluates the decision-making approaches from the perspectives of the agency theory, sustainability, legislation, economics and operations management and identifies the decision characteristics that determine the choice of a decision-making approach.
目的本文旨在分析涉及人类和人工自主主体的三种决策方法,即人类的“在环中”、“在环上”和“在环外”,并确定决定决策方法选择的决策特征。设计/方法论/方法这是一篇概念性论文,从代理理论、可持续性、立法、经济学和运营管理的角度分析了决策过程中人类和人工自主主体之间的关系。发现该论文得出结论,人类的“脱离循环”方法最适合快速、标准化、频繁的决策,人工智能在明确的背景下做出错误决策的负面后果很低。涉及重大伦理问题的具有高度结果不确定性的复杂决策需要人类以“在循环中”或“在循环”方法的形式参与。需要高透明度的决策需要留给人类。原创性/价值本文从代理理论、可持续性、立法、经济学和运营管理的角度对决策方法进行了评估,并确定了决定决策方法选择的决策特征。
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引用次数: 6
Under domination of oil and gas: future scenarios of renewable energy development in Iran 在石油和天然气的支配下:伊朗可再生能源发展的未来情景
IF 2 Q3 REGIONAL & URBAN PLANNING Pub Date : 2022-04-12 DOI: 10.1108/fs-08-2021-0157
K. Fartash, A. Ghorbani
Purpose Scenario planning is a useful approach that helps policymakers to better understand the complexity and uncertainties that lie in the future and to choose the right policy mix to support the development of renewable and affordable energy sources. In this regard, this paper aims to present renewable energy (RE) development scenarios in Iran in the horizon of 2030. Design/methodology/approach Following the intuitive logic school and the Global Business Network model, the authors identified seven driving forces, according to the expert’s judgment, by brainstorming techniques which influence REs development in the horizon of 2030. By prioritizing driving forces based on their importance and uncertainty, “sustainable and green economy” and “emerging technology development” are the most instrumental uncertainties and the authors formed a two-axis scenario matrix with each representing an axis. Findings The results suggest four main scenarios of “Transition to Sustainability with Green Gold,” “Towards Sustainability with Green Gold,” “Productivity with Black Gold” and “Desperation with Black Gold.” They include a wide range of possible situations of energy basket in the future ranging from dominance of fossil fuels to dominance of REs. The “Productivity with Black Gold” and the “Towards Sustainability with Green Gold” are the most probable scenarios of RE development by 2030 in Iran. Originality/value This paper indicates that the dominance of oil and gas resources would impede or at least slow down the development of renewable and affordable energy sources. Although the economic and environmental potentials and the inevitability of REs are well-understood, path dependence created by fossil fuels in Iran’s energy regime, either partially or fully, hinders the widespread development of REs which is the case in other resource-based countries as well.
目的情景规划是一种有用的方法,有助于决策者更好地了解未来的复杂性和不确定性,并选择正确的政策组合来支持可再生能源和负担得起的能源的开发。在这方面,本文旨在介绍2030年伊朗可再生能源(RE)的发展情景。设计/方法/方法遵循直觉逻辑学派和全球商业网络模型,根据专家的判断,作者通过头脑风暴技术确定了影响2030年可再生能源发展的七种驱动力。通过根据驱动力的重要性和不确定性对其进行优先排序,“可持续和绿色经济”和“新兴技术发展”是最具工具性的不确定性,作者形成了一个双轴情景矩阵,每个矩阵代表一个轴。研究结果提出了四种主要情景,即“绿色黄金向可持续发展过渡”、“绿色黄金走向可持续发展”、“黑金生产力”和“黑金绝望”。它们包括未来能源篮子的各种可能情况,从化石燃料的主导地位到可再生能源的主导地位。“黑金生产力”和“绿金可持续发展”是到2030年伊朗可再生能源开发最有可能的情景。原始价值本文表明,石油和天然气资源的主导地位将阻碍或至少减缓可再生和负担得起的能源的开发。尽管人们很清楚可再生能源的经济和环境潜力以及不可避免性,但伊朗能源制度中化石燃料造成的路径依赖,无论是部分还是全部,都阻碍了可再生能源的广泛发展,其他资源型国家也是如此。
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引用次数: 1
The impact of COVID-19 on the grocery retail industry: innovative approaches for contactless store concepts in Germany 2019冠状病毒病对杂货零售业的影响:德国非接触式商店概念的创新方法
IF 2 Q3 REGIONAL & URBAN PLANNING Pub Date : 2022-04-12 DOI: 10.1108/fs-02-2021-0042
Caroline Heins
PurposeContactless shopping concepts meet the needs of those consumers who want to minimise social interactions, especially due to COVID-19; they also offer added value by combining the advantages of traditional shopping with digital features that stem from online shopping. The development of digitalised retail concepts has been made possible through digitisation and the use of new technologies. To date, the concepts have been created with various formats through the application of the most advanced Industry 4.0 technologies. This paper aims to provide a deepened understanding of the latest trends and draws attention to the various classes, including shopping functionalities and features.Design/methodology/approachThis paper performs a review of current disruptive and new business retail concepts within the grocery retail industry in Germany. Therefore, a secondary research methodology and observations were performed to create an overview and a categorization. This categorization has been used to identify the related cases.FindingsThe results add to the literature as follows. First, a matching of contactless shopping to innovative business models is made. Second, a status-quo analysis of contactless shopping solutions in Germany is carried out with defined set of criteria. This study created a list of all major available contactless shopping solutions. Third, this study examines two new business models, namely, automated vending machines and walk-in stores, which meet the changes in consumer behaviour and needs in times of the COVID-19 pandemic.Originality/valueThis paper provides a deeper understanding of the latest trends within the retail industry and draws attention to disruptive business models as well as the functionalities and features of shopping solutions. New store concepts launched during the COVID-19 pandemic have resulted in unique selling propositions of 24-h everyday shopping and contactless shopping.
无目的购物概念满足了那些希望尽量减少社交互动的消费者的需求,尤其是在2019冠状病毒病(COVID-19)的情况下;它们还通过将传统购物的优势与源于网上购物的数字特征相结合,提供了附加价值。通过数字化和新技术的使用,数字化零售概念的发展成为可能。迄今为止,通过应用最先进的工业4.0技术,已经创建了各种格式的概念。本文旨在加深对最新趋势的理解,并引起人们对各种类别的关注,包括购物功能和特征。设计/方法/方法本文对德国食品杂货零售业中当前的颠覆性和新商业零售概念进行了回顾。因此,二级研究方法和观察进行了创建概述和分类。这种分类已被用于识别相关案例。研究结果对文献有如下补充。首先,将非接触式购物与创新商业模式进行匹配。其次,对德国非接触式购物解决方案的现状进行了分析,并定义了一套标准。这项研究列出了所有主要的非接触式购物解决方案。第三,本研究考察了两种新的商业模式,即自动售货机和步入式商店,以满足新冠肺炎大流行时期消费者行为和需求的变化。原创性/价值本文提供了对零售行业最新趋势的更深入的了解,并提请注意颠覆性的商业模式以及购物解决方案的功能和特点。新冠肺炎疫情期间推出的新商店概念,形成了24小时全天候购物和非接触式购物的独特销售主张。
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引用次数: 1
Big data analytics capabilities and innovation effect of dynamic capabilities, organizational culture and role of management accountants 大数据分析能力与动态能力的创新效应、组织文化与管理会计师的角色
IF 2 Q3 REGIONAL & URBAN PLANNING Pub Date : 2022-03-17 DOI: 10.1108/fs-08-2021-0161
Sabra Munir, Siti Zaleha Abdul Rasid, M. Aamir, Farrukh Jamil, Ishfaq Ahmed
PurposeThis paper aims to assess the impact of big data analytics capabilities (BDAC) on organizational innovation performance through process-oriented dynamic capabilities (PODC), as a mediator, as well as the moderating roles of organizational culture (OC) and management accountants, in this artificial intelligence (AI) era. This paper also aims to provide information on the emerging trends and implications of the abovementioned relationships by focusing on these relationships and interactions.Design/methodology/approachThis exploratory study used the close-ended questionnaire approach based on the resource-based view and socio-materiality theories. This included sending questionnaires to top-level management, including Chief Financial Officer/Chief Executive Officers/Chief Information Officers (CFO/CEOs/CIOs), having an in-depth understanding of the concepts, practical applications and usage of big data as well as BDAC.181 valid questionnaire-based responses were analyzed using the partial least square structural equation modelling technique and bootstrapping moderated mediation method.FindingsThis study provides empirical insights into how BDAC impact innovative performance through PODC as well as the moderating effects of OC and management accountants. This involves a shift in focus from almost standardized approaches to developing BDAC without contextual focus on approaches that are much more heterogeneously related to each organization and hence are more focused on the context of the pharmaceutical industry.Research limitations/implicationsThe main aim of key research questions in this study is to increase the contributions of BDAC toward improving innovation performance in the presence of the abovementioned variables and relationships that exist between them. The chosen research approach can be improved by carrying out interviews with the top management to obtain more relevant and detailed information for developing a better understanding of the abovementioned relationships.Practical implicationsThis study outlines how organizations that are developing BDAC approaches can focus on relevant factors and variables to help their initiatives and its role in organizational innovative performance. This will also help them develop sustainable competitive advantage in manufacturing concerns, specifically in the health industry, namely, the pharmaceutical industry.Originality/valueThis study investigated the effects and implications of big data on organizations in the AI era that aim to achieve innovation performance. At the same time, it provides an original understanding of the contextual importance of investing in BDAC development. It also considers the role of management accountants as a bridge between data scientists and business managers in a big data environment, especially in the pharmaceutical industry. The current study used first-time data from surveys involving CFOs, CEOs or CIOs of pharmaceutical companies in Paki
目的本文旨在通过面向过程的动态能力(PODC)作为中介,以及组织文化(OC)和管理会计师在人工智能时代的调节作用,评估大数据分析能力(BDAC)对组织创新绩效的影响。本文还旨在通过关注这些关系和互动,提供有关上述关系的新趋势和影响的信息。设计/方法论/方法这项探索性研究采用了基于资源观和社会物质性理论的封闭式问卷调查方法。这包括向包括首席财务官/首席执行官/首席信息官(CFO/CEO/CIO)在内的高层管理层发送问卷,深入了解这些概念,使用偏最小二乘结构方程建模技术和自举调节中介方法分析了大数据的实际应用和使用,以及BDAC 181基于问卷的有效回答。研究结果本研究提供了BDAC如何通过PODC影响创新绩效的实证见解,以及OC和管理会计师的调节作用。这涉及到将重点从几乎标准化的方法转移到开发BDAC,而不关注与每个组织的异质性更强的方法,因此更关注制药行业的背景。研究局限性/含义本研究中关键研究问题的主要目的是在存在上述变量及其之间存在关系的情况下,增加BDAC对提高创新绩效的贡献。所选择的研究方法可以通过与最高管理层进行访谈来改进,以获得更相关和详细的信息,从而更好地理解上述关系。实际含义本研究概述了正在制定BDAC方法的组织如何关注相关因素和变量,以帮助其举措及其在组织创新绩效中的作用。这也将有助于他们在制造业发展可持续的竞争优势,特别是在健康行业,即制药行业。原创性/价值本研究调查了大数据对人工智能时代旨在实现创新绩效的组织的影响和影响。同时,它提供了对BDAC发展投资的背景重要性的原始理解。它还认为,在大数据环境中,特别是在制药行业,管理会计师是数据科学家和业务经理之间的桥梁。目前的研究使用了来自巴基斯坦制药公司首席财务官、首席执行官或首席信息官调查的首次数据,并使用自举调节中介分析分析对拟议模型进行了分析。
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引用次数: 9
Modelling the factors in the adoption of artificial intelligence in Indian management institutes 对印度管理机构采用人工智能的因素进行建模
IF 2 Q3 REGIONAL & URBAN PLANNING Pub Date : 2022-03-17 DOI: 10.1108/fs-09-2021-0181
Samant Shant Priya, V. Jain, Meenu Shant Priya, Sushil Kumar Dixit, Gaurav Joshi
PurposeThis study aims to examine which organisational and other factors can facilitate the adoption of artificial intelligence (AI) in Indian management institutes and their interrelationship.Design/methodology/approachTo determine the factors influencing AI adoption, a synthesis-based examination of the literature was used. The interpretative structural modelling (ISM) method is used to determine the most effective factors among the identified ones and the inter-relationship among the factors, while the Decision-Making Trial and Evaluation Laboratory (DEMATEL) method is used to analyse the cause-and-effect relationships among the factors in a quantitative manner. The approaches used in the analysis aid in understanding the relationship among the factors affecting AI adoption in management institutes of India.FindingsThis study concludes that leadership support plays the most significant role in the adoption of AI in Indian management institutes. The results from the DEMATEL analysis also confirmed the findings from the ISM and Matrice d’ Impacts croises- multiplication applique and classment (MICMAC) analyses. Remarkably, no linkage factor (unstable one) was reported in the research. Leadership support, technological context, financial consideration, organizational context and human resource readiness are reported as independent factors.Practical implicationsThis study provides a listing of the important factors affecting the adoption of AI in Indian management institutes with their structural relationships. The findings provide a deeper insight about AI adoption. The study's societal implications include the delivery of better outcomes by Indian management institutes.Originality/valueAccording to the authors, this study is a one-of-a-kind effort that involves the synthesis of several validated models and frameworks and uncovers the key elements and their connections in the adoption of AI in Indian management institutes.
本研究旨在研究哪些组织和其他因素可以促进印度管理机构采用人工智能(AI)及其相互关系。设计/方法/方法为了确定影响人工智能采用的因素,采用了基于综合的文献检查。采用解释结构建模(ISM)方法确定识别的因素中最有效的因素以及因素之间的相互关系,采用决策试验与评价实验室(DEMATEL)方法定量分析因素之间的因果关系。分析中使用的方法有助于理解影响印度管理机构采用人工智能的因素之间的关系。本研究得出结论,领导支持在印度管理机构采用人工智能方面发挥了最重要的作用。DEMATEL分析的结果也证实了ISM和matrix d ' Impacts croises-乘法贴花和分类(MICMAC)分析的结果。值得注意的是,研究中未发现任何连锁因子(不稳定因子)。领导支持、技术背景、财务考虑、组织背景和人力资源准备被报告为独立因素。本研究列出了影响印度管理机构采用人工智能的重要因素及其结构关系。这些发现为人工智能的采用提供了更深入的见解。该研究的社会影响包括印度管理学院提供了更好的结果。原创性/价值根据作者的说法,这项研究是一项独一无二的努力,涉及几个经过验证的模型和框架的综合,并揭示了印度管理机构采用人工智能的关键因素及其联系。
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引用次数: 2
Foresights for big data across industries 跨行业的大数据前瞻
IF 2 Q3 REGIONAL & URBAN PLANNING Pub Date : 2022-02-22 DOI: 10.1108/fs-02-2021-0059
F. Almeida
PurposeThe purpose of this study is to explore the potential and growth of big data across several industries between 2016 and 2020. This study aims to analyze the behavior of interest in big data within the community and to identify areas with the greatest potential for future big data adoption.Design/methodology/approachThis research uses Google Trends to characterize the community’s interest in big data. Community interest is measured on a scale of 0–100 from weekly observations over the past five years. A total of 16 industries were considered to explore the relative interest in big data for each industry.FindingsThe findings revealed that big data has been of high interest to the community over the past five years, particularly in the manufacturing, computers and electronics industries. However, over the 2020s the interest in the theme decreased by more than 15%, especially in the areas where big data typically had the greatest potential interest. In contrast, areas with less potential interest in big data such as real estate, sport and travel have registered an average growth of less than 10%.Originality/valueTo the best of the author’s knowledge, this study is original in complementing the traditional survey approaches launched among the business communities to discover the potential of big data in specific industries. The knowledge of big data growth potential is relevant for players in the field to identify saturation and emerging opportunities for big data adoption.
目的本研究的目的是探索2016年至2020年间几个行业大数据的潜力和增长。本研究旨在分析社区内对大数据感兴趣的行为,并确定未来大数据采用潜力最大的领域。设计/方法论/方法这项研究使用谷歌趋势来描述社区对大数据的兴趣。根据过去五年的每周观察,社区兴趣以0-100为尺度进行衡量。共考虑了16个行业来探索每个行业对大数据的相对兴趣。调查结果显示,在过去五年里,大数据一直受到社会的高度关注,尤其是在制造业、计算机和电子行业。然而,在20世纪20年代,人们对这个主题的兴趣下降了15%以上,尤其是在大数据通常具有最大潜在兴趣的领域。相比之下,对房地产、体育和旅游等大数据不太感兴趣的领域的平均增长率不到10%。原创性/价值据作者所知,这项研究是对商业界为发现大数据在特定行业的潜力而推出的传统调查方法的补充。大数据增长潜力的知识与该领域的参与者相关,以确定大数据采用的饱和和新兴机会。
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引用次数: 2
Technological intelligence for circular supply chain: a co-citation analysis approach 循环供应链的技术智能:一种共引分析方法
IF 2 Q3 REGIONAL & URBAN PLANNING Pub Date : 2022-02-22 DOI: 10.1108/fs-11-2021-0226
Aynur Kirbac, Serhat Burmaoglu, Dilek Ozdemir Gungor
PurposeThe COVID-19 pandemic has disrupted the supply chains, and this brought researchers and practitioners to think about more on circular supply chains (CSC). The CSC concept has been discussed in the literature more than a decade. This study aims to find out the theoretical roots of CSC by analyzing scholarly articles in literature.Design/methodology/approachThis paper uses document cocitation analysis for reaching this aim. After retrieving data from Web of Science database, this paper explores data set by considering used references of these publications and clusters them based on their title terms and visualizes them by using cosine similarity index.FindingsThis paper concludes that CSC is mainly discussed along with sustainability, sustainable supply chains and green supply chains, where the focus is integrating circular economy principles to supply chain management (SCM). On the other hand, although resiliency is an essential characteristic of SCM, contribution of CSC to supply chain resilience is neglected in the literature.Research limitations/implicationsCSC will gain importance in near future to increase national/firm productivity, and findings of this paper will give researchers insights for furthering their studies.Social implicationsTo avoid supply chain and market collapse caused by natural disruptions, supply chain resilience is of paramount importance. According to the findings of this paper, the authors believe that business resilience in COVID-19-restricted environment may have exit point by using circular perspective.Originality/valueThe importance of CSC has increased due to the disruptions caused by the COVID-19 pandemic. Therefore, this unique study was undertaken to investigate the evolution of this crucial topic with evidence from the literature through a cocitation analysis.
目的新冠肺炎大流行扰乱了供应链,这促使研究人员和从业者更多地思考循环供应链(CSC)。CSC的概念已经在文献中讨论了十多年。本研究旨在通过分析文献中的学术文章,找出CSC的理论根源。设计/方法论/方法本文采用文献分析法来达到这一目的。在从Web of Science数据库中检索数据后,本文通过考虑这些出版物的使用参考文献来探索数据集,并根据它们的标题术语对它们进行聚类,并使用余弦相似性指数对它们进行可视化。本文的结论是,CSC主要与可持续性、可持续供应链和绿色供应链一起讨论,重点是将循环经济原则与供应链管理相结合。另一方面,尽管弹性是供应链管理的一个基本特征,但CSC对供应链弹性的贡献在文献中被忽视了。研究局限性/含义CSC在不久的将来将在提高国家/企业生产力方面发挥重要作用,本文的研究结果将为研究人员进一步研究提供见解。社会影响为了避免自然中断导致的供应链和市场崩溃,供应链弹性至关重要。根据本文的研究结果,作者认为,通过循环视角,企业在新冠疫情限制环境中的韧性可能具有退出点。原创/价值由于新冠肺炎大流行造成的混乱,CSC的重要性有所增加。因此,进行这项独特的研究是为了通过联合分析,利用文献中的证据来调查这一关键主题的演变。
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引用次数: 3
Consumers’ sustainable online purchase behaviour during COVID-19 pandemic: the role of relational benefit and site commitment COVID-19大流行期间消费者的可持续在线购买行为:关系利益和网站承诺的作用
IF 2 Q3 REGIONAL & URBAN PLANNING Pub Date : 2022-02-15 DOI: 10.1108/fs-01-2021-0012
M. R. H. Polas, M. Tabash, Asghar Afshar Jahanshahi, Bulbul Ahamed
PurposeThis study aims to investigate the factors that influence the sustainable online purchase intentions of consumers during the COVID-19 pandemic. This study also examines the role of relational benefit and site commitment in the study model.Design/methodology/approachData were obtained from a survey of 356 Bangladeshi consumers who were voluntarily using the internet during the COVID-19 pandemic. Data were analyzed using partial least square structural equation modelling with Smart PLS 3.0 and SPSS V25 tools.FindingsThe results show a positive and significant relationship between consumers’ personal innovativeness and impulse purchase orientation with their relational benefit and site commitment, social influence with relational benefit, relational benefit with site commitment, site commitment with the intention to purchase. Moreover, the study found that relational benefit mediates the relationship between impulse purchase orientation and social influence with site commitment. The results also indicate that site commitment mediates the relationship between personal innovativeness and impulse purchase orientation with the intention to purchase. The results further indicate that site commitment mediates the relationship between relational benefit and intention to purchase.Practical implicationsThe findings allow online stores to consider crucial factors in their policies when making strategic decisions regarding the factors impacting consumers’ online purchasing intention during the COVID-19 pandemic.Originality/valueIn this study, a research framework is developed with a focus on the sustainable consumer intention to purchase. This study, therefore, adds to the existing literature by analyzing the factors that determine online purchase intentions during the COVID-19 pandemic in Bangladesh, given the limited number of studies on the online consumer behavioral intentions in related circumstances to COVID-19.
目的本研究旨在调查新冠肺炎大流行期间影响消费者可持续在线购买意愿的因素。本研究还考察了关系效益和站点承诺在研究模型中的作用。设计/方法/方法数据来自对356名在新冠肺炎大流行期间自愿使用互联网的孟加拉国消费者的调查。使用Smart PLS 3.0和SPSS V25工具,使用偏最小二乘结构方程建模对数据进行分析。研究结果表明,消费者的个人创新性和冲动性购买取向与他们的关系利益和网站承诺、社会影响与关系利益、关系利益与网站承诺、网站承诺与购买意向之间存在正相关。此外,研究发现,关系利益在冲动购买取向和社会影响与网站承诺之间起中介作用。研究结果还表明,站点承诺在个人创新性和冲动性购买取向与购买意愿之间起中介作用。研究结果进一步表明,站点承诺在关系利益和购买意愿之间起中介作用。实际含义研究结果使网店在就新冠肺炎大流行期间影响消费者在线购买意愿的因素做出战略决策时,能够考虑其政策中的关键因素。创意/价值在本研究中,制定了一个研究框架,重点关注可持续的消费者购买意愿。因此,鉴于对新冠肺炎相关情况下在线消费者行为意向的研究数量有限,本研究通过分析在孟加拉国新冠肺炎大流行期间决定在线购买意向的因素,对现有文献进行了补充。
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引用次数: 5
AI adoption in the hiring process – important criteria and extent of AI adoption 招聘过程中的人工智能采用——人工智能采用的重要标准和程度
IF 2 Q3 REGIONAL & URBAN PLANNING Pub Date : 2022-02-01 DOI: 10.1108/fs-07-2021-0144
Prachi A. Bhatt
PurposeIn the context of new workplace environment, this study aims to study and generate insights about artificial intelligence (AI) adoption in hiring process of firms. It is very relevant when AI is dramatically reshaping hiring function in the changing scenario.Design/methodology/approachThe objectives are achieved with the help of three studies involving Delphi method to explore the criteria for AI adoption decision. Followed by two multi criteria decision-making techniques, i.e. analytic hierarchy process to identify weights of the criteria and fuzzy technique for order preference by similarity to ideal solution to assess the extent of AI adoption in hiring.FindingsThe findings reveal that information security and return on investment are considered two very important criteria by human resources managers while contemplating the adoption of AI in hiring process. It was found that AI adoption will be suitable at the sourcing and initial screening stages of hiring. And the suitability of the hiring stage where AI can be applied has been found to have changed from before and after the onset of COVID-19 pandemic situation. The findings and its discussion assist and enhance better decisions about AI adoption in hiring processes of firms amid changing scenario – external and internal to a firm.Research limitations/implicationsFindings also highlight research implications for future research studies in this emerging area.Practical implicationsResults act as a starting point for other human resources managers, who are still pondering over the idea of adopting AI in hiring in future.Originality/valueThis paper through a systematic approach contributes by identifying important evaluation criteria influencing AI adoption in firms and extent of its application in the stages of hiring. It makes a substantial contribution to the under-developed yet emerging paradigm of AI based hiring in practice and research.
目的在新的工作环境背景下,本研究旨在研究并深入了解企业招聘过程中采用人工智能的情况。当人工智能在不断变化的场景中戏剧性地重塑招聘功能时,这一点非常重要。设计/方法论/方法这些目标是在涉及德尔菲方法的三项研究的帮助下实现的,以探索人工智能采用决策的标准。其次是两种多准则决策技术,即确定准则权重的层次分析法和通过与理想解的相似性确定订单偏好的模糊技术,以评估人工智能在招聘中的采用程度。调查结果显示,人力资源经理在考虑在招聘过程中采用人工智能时,认为信息安全和投资回报是两个非常重要的标准。研究发现,人工智能的采用将适用于招聘的采购和初步筛选阶段。研究发现,与新冠肺炎疫情爆发前后相比,人工智能可以应用的招聘阶段的适宜性发生了变化。研究结果及其讨论有助于并加强在公司外部和内部不断变化的情况下,在公司招聘过程中采用人工智能的更好决策。研究局限性/含义研究结果还强调了这一新兴领域未来研究的研究含义。实际含义结果是其他人力资源经理的出发点,他们仍在思考未来在招聘中采用人工智能的想法。独创性/价值本文通过系统的方法,确定了影响企业采用人工智能的重要评估标准及其在招聘阶段的应用程度。它为实践和研究中尚未开发但新兴的基于人工智能的招聘模式做出了重大贡献。
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引用次数: 2
An integrated approach for the evaluation of corporate foresight: the example of a Russian corporation 评估企业远见的综合方法:以俄罗斯公司为例
IF 2 Q3 REGIONAL & URBAN PLANNING Pub Date : 2022-01-27 DOI: 10.1108/fs-10-2021-0189
A. Sokolova, K. Vishnevskiy
PurposeThe purpose of this study is to develop an integrated approach to evaluating corporate foresight (CF) studies at all stages of its implementation and to test this approach using the example of a Russian state-owned corporation.Design/methodology/approachThe use of foresight by companies as a part of their strategic activities is growing but still rather limited. To increase the effectiveness of foresight at the corporate level and ensure its justification, special approaches and criteria for its evaluation should be developed. To develop the approach to evaluation of CF which would be useful at all stages of foresight realization, at first, the authors focused the authors’ attention on identification of main challenges, problem and barriers, which arise during foresight process on the one hand, and exploring success factors and lessons learnt from different case studies on the other hand. On the basis of this literature analysis, the authors have formed a long list of evaluation criteria, which reflect accumulated experience in the field and all-important aspects to make foresight project successful and effective. On the next step, the authors related these criteria with stages of foresight realization and evaluation category. For pilot testing of this methodology, the authors used a case of Russian state-owned corporation.FindingsThis paper has presented an integrated approach to the evaluation of CF projects. The logic of the evaluation process of CF at all stages of its implementation is proposed; key evaluation topics (concept, objectives, project team, design of the project, project methodology, stakeholders, implementation, resources, results and its dissemination, effects and impact and barriers) are identified, and the corresponding sets of criteria are formed.Originality/valueThe originality of the work lies in using a wide experience of national foresight studies evaluation for corporations. The suggested approach could be used as a framework for CF evaluation. It was tested on the Russian state-owned company RussX.
目的本研究的目的是开发一种综合方法来评估企业远见(CF)研究在实施的各个阶段,并以俄罗斯国有企业为例对这种方法进行测试。设计/方法论/方法公司将远见作为其战略活动的一部分的使用正在增加,但仍然相当有限。为了提高公司一级前瞻性的有效性并确保其合理性,应制定对其进行评估的特殊方法和标准。为了开发在实现远见的所有阶段都有用的CF评估方法,首先,作者一方面将注意力集中在识别远见过程中出现的主要挑战、问题和障碍上,另一方面探索成功因素和从不同案例研究中吸取的教训。在文献分析的基础上,作者形成了一长串的评价标准,这些标准反映了在该领域积累的经验以及使前瞻性项目成功和有效的重要方面。下一步,作者将这些标准与远见实现阶段和评价类别联系起来。对于这种方法的试点测试,作者使用了一个俄罗斯国有企业的案例。发现本文提出了一种综合评价CF项目的方法。提出了CF实施各个阶段的评估过程的逻辑;确定了关键的评估主题(概念、目标、项目团队、项目设计、项目方法、利益相关者、实施、资源、结果及其传播、效果和影响以及障碍),并形成了相应的标准集。独创性/价值这部作品的独创性在于运用了对企业进行国家前瞻性研究评估的广泛经验。建议的方法可作为CF评估的框架。它在俄罗斯国有公司RussX上进行了测试。
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引用次数: 0
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Foresight
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