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"BUSINESS PROCESSES"
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Prompt engineering techniques for semantic enhancement in business process models
by
Ayad, Sarah
,
Alsayoud, Fatimah
in
Artifact identification
,
Artificial intelligence
,
Automation
2024
PurposeThe term knowledge refers to the part of the world investigated by a specific discipline and that includes a specific taxonomy, vocabulary, concepts, theories, research methods and standards of justification. Our approach uses domain knowledge to improve the quality of business process models (BPMs) by exploiting the domain knowledge provided by large language models (LLMs). Among these models, ChatGPT stands out as a notable example of an LLM capable of providing in-depth domain knowledge. The lack of coverage presents a limitation in each approach, as it hinders the ability to fully capture and represent the domain’s knowledge. To solve such limitations, we aim to exploit GPT-3.5 knowledge. Our approach does not ask GPT-3.5 to create a visual representation; instead, it needs to suggest missing concepts, thus helping the modeler improve his/her model. The GPT-3.5 may need to refine its suggestions based on feedback from the modeler.Design/methodology/approachWe initiate our semantic quality enhancement process of a BPM by first extracting crucial elements including pools, lanes, activities and artifacts, along with their corresponding relationships such as lanes being associated with pools, activities belonging to each lane and artifacts associated with each activity. These data are systematically gathered and structured into ArrayLists, a form of organized collection that allows for efficient data manipulation and retrieval. Once we have this structured data, our methodology involves creating a series of prompts based on each data element. We adopt three approaches to prompting: zero-shot, few-shot and chain of thoughts (CoT) prompts. Each type of prompting is specifically designed to interact with the OpenAI language model in a unique way, aiming to elicit a diverse array of suggestions. As we apply these prompting techniques, the OpenAI model processes each prompt and returns a list of suggestions tailored to that specific element of the BPM. Our approach operates independently of any specific notation and offers semi-automation, allowing modelers to select from a range of suggested options.FindingsThis study demonstrates the significant potential of prompt engineering techniques in enhancing the semantic quality of BPMs when integrated with LLMs like ChatGPT. Our analysis of model activity richness and model artifact richness across different prompt techniques and input configurations reveals that carefully tailored prompts can lead to more complete BPMs. This research is a step forward for further exploration into the optimization of LLMs in BPM development.Research limitations/implicationsThe limitation is the domain ontology that we are relying on to evaluate the semantic completeness of the new BPM. In our future work, the modeler will have the option to ask for synonyms, hyponyms, hypernyms or keywords. This feature will facilitate the replacement of existing concepts to improve not only the completeness of the BPM but also the clarity and specificity of concepts in BPMs.Practical implicationsTo demonstrate our methodology, we take the “Hospitalization” process as an illustrative example. In the scope of our research, we have presented a select set of instructions pertinent to the “chain of thought” and “few-shot prompting.” Due to constraints in presentation and the extensive nature of the instructions, we have not included every detail within the body of this paper. However, they can be found in the previous GitHub link. Two appendices are given at the end. Appendix 1 describes the different prompt instructions. Appendix 2 presents the application of the instructions in our example.Originality/valueIn our research, we rely on the domain application knowledge provided by ChatGPT-3 to enhance the semantic quality of BPMs. Typically, the semantic quality of BPMs may suffer due to the modeler's lack of domain knowledge. To address this issue, our approach employs three prompt engineering methods designed to extract accurate domain knowledge. By utilizing these methods, we can identify and propose missing concepts, such as activities and artifacts. This not only ensures a more comprehensive representation of the business process but also contributes to the overall improvement of the model's semantic quality, leading to more effective and accurate business process management.
Journal Article
Blockchain-based business process management (BPM) framework for service composition in industry 4.0
by
Bi Zhuming
,
Da Xu Li
,
Assadaporn, Sapsomboon
in
Advanced manufacturing technologies
,
Automation
,
Blockchain
2020
Business process management (BPM) aims to optimize business processes to achieve better system performance such as higher profit, quicker response, and better services. BPM systems in Industry 4.0 are required to digitize and automate business process workflows and support the transparent interoperations of service vendors. The critical bottleneck to advance BPM systems is the evaluation, verification, and transformation of trustworthiness and digitized assets. Most of BPM systems rely heavily on domain experts or third parties to deal with trustworthiness. In this paper, an automated BPM solution is investigated to select and compose services in open business environment, Blockchain technology (BCT) is explored and proposed to transfer and verify the trustiness of businesses and partners, and a BPM framework is developed to illustrate how BCT can be integrated to support prompt, reliable, and cost-effective evaluation and transferring of Quality of Services in the workflow composition and management.
Journal Article
Are we done with business process compliance: state of the art and challenges ahead
by
Ho-Pun, Lam
,
Moe Thandar Wynn
,
Hashmi, Mustafa
in
Business
,
Business process reengineering
,
Compliance
2018
Literature on business process compliance (BPC) has predominantly focused on the alignment of the regulatory rules with the design, verification and validation of business processes. Previously, surveys on BPC have been conducted with specific context in mind; however, the literature on BPC management research is largely sparse and does not accumulate a detailed understanding on existing literature and related issues faced by the domain. This survey provides a holistic view of the literature on existing BPC management approaches and categorises them based on different compliance management strategies in the context of formulated research questions. A systematic literature approach is used where search terms pertaining keywords were used to identify literature related to the research questions from scholarly databases. From initially 183 papers, we selected 79 papers related to the themes of this survey published between 2000 and 2015. The survey results reveal that mostly compliance management approaches centre around three distinct categories, namely design-time (\\[28\\%\\]), run-time (\\[32\\%\\]) and auditing (\\[10\\%\\]). Also, organisational and internal control-based compliance management frameworks (\\[21\\%\\]) and hybrid approaches make (\\[9\\%\\]) of the surveyed approaches. Furthermore, open research challenges and gaps are identified and discussed with respect to the compliance problem.
Journal Article
Creating AI business value through BPM capabilities
2024
PurposeAlthough businesses continue to take up artificial intelligence (AI), concerns remain that companies are not realising the full value of their investments. The study aims to provide insights into how AI creates business value by investigating the mediating role of Business Process Management (BPM) capabilities.Design/methodology/approachThe integrative model of IT Business Value was contextualised, and structural equation modelling was applied to validate the proposed serial multiple mediation model using a sample of 448 organisations based in the EU.FindingsThe results validate the proposed serial multiple mediation model according to which AI adoption increases organisational performance through decision-making and business process performance. Process automation, organisational learning and process innovation are significant complementary partial mediators, thereby shedding light on how AI creates business value.Research limitations/implicationsIn pursuing a complex nomological framework, multiple perspectives on realising business value from AI investments were incorporated. Several moderators presenting complementary organisational resources (e.g. culture, digital maturity, BPM maturity) could be included to identify behaviour in more complex relationships. The ethical and moral issues surrounding AI and its use could also be examined.Practical implicationsThe provided insights can help guide organisations towards the most promising AI activities of process automation with AI-enabled decision-making, organisational learning and process innovation to yield business value.Originality/valueWhile previous research assumed a moderated relationship, this study extends the growing literature on AI business value by empirically investigating a comprehensive nomological network that links AI adoption to organisational performance in a BPM setting.
Journal Article
The Modeling of Business Processes in the Modern Business Environment
by
Khlystun Anastasiia A.
,
Rozhko Viktor I.
in
automation of business processes
,
business process model
,
entrepreneurship
2023
In the face of fierce competition in almost all areas of business activity, the task of modeling the business processes in the modern business environment is extremely important. The article explores aspects of management and modeling of business processes. The authors analyze available methods and the modern modeling tools for improvement and automation of business processes. The necessity of using the modeling of business processes and its impact on the efficiency and competitiveness of enterprises is determined. Thus, the study determines the economic feasibility of using the modeling of business processes in the context of the modern competitive environment and its impact on improving the efficiency and competitiveness of companies. Using the practical experience of foreign companies, methodical recommendations on the introduction of the business process modeling in the company's management are proposed, due to the need for an integrated approach to organizational management. Particular attention is paid to a detailed study of the experience of applying the modeling of business processes at foreign enterprises, which are now the undisputed leaders in the market. Thanks to the experience of such companies, the study reveals the practical advantages and challenges of using the modeling to achieve optimal business efficiency and increase its competitiveness. The study results show that companies that successfully implement the modeling of business processes are able to effectively adapt to changes in the environment, and promptly implement improvements and innovations. This makes them not only more competitive but also resilient to market challenges. Thus, use of the modeling of business processes is becoming a strategic tool that helps to improve the operational efficiency of an enterprise and ensure its success in today's competitive environment.
Journal Article
BPM and change management
by
Belisari, Sara
,
Binci, Daniele
,
Appolloni, Andrea
in
Ambiguity
,
Business process engineering
,
Business process management
2020
PurposeThe purpose of this paper is to focus on the implementation of an ambidexterity strategy in a large Italian Company that works in the energy field. The aim of the study is to understand how contextual ambidexterity has been achieved during a business process management (BPM) approach by describing the main variables that interacted during the project implementation.Design/methodology/approachThe authors based their study both on primary (direct observation and interviews) and secondary (company manuals, books and procedures) qualitative investigations of BPM approach based on three business process re-engineering (BPR) projects and nine total quality management (TQM) projects, focused on change team behaviors, dynamics and dialogues.FindingsThe authors observed that the implementation of simultaneously radical and incremental change projects has been influenced by the exploration and exploitation activities related to every single TQM and BPR project considered. The findings suggest that the overall project has been influenced by four main underlying variables, which are task specialization and systems interoperability (knowledge transfer), identity and leadership (knowledge conversion) and two output variables (ambiguity and feedback to change), that, by interacting, enable ambidexterity.Research limitations/implicationsBPM is an important option to consider within the ambidexterity theory, being conceptually conceived as an approach in which TQM and BPR actually complement each other. Moreover, the results contextualize the importance of the change management team (CMT) to manage the connections between knowledge creation and refinement, and vice versa, depending particularly on the knowledge conversion process enabled by a flexible team culture. The focus of the study is mainly at the BPR and TQM project level. The authors consider structural ambidexterity and its enabling mechanisms as the framework in which BPM is implemented. Moreover, research limitations are related both to the specificity of the context, a large, highly specialized and mechanistic company and to the qualitative approach that may reduce the generalization of the empirical results.Practical implicationsManagers need to be cognizant and aware both of the BPM techniques, in order to sustain ambidexterity, and of ambiguity and change feedback as variables that enable the effective connection of the different steps of innovation or refinement strategy and, therefore, of ambidexterity. Moreover, the contextual factors such as leadership and people identity should be considered and managed as important variables related to change.Originality/valueThe originality of this paper is related to improving the understanding of how to implement the theoretical concept of ambidexterity in a real world organization, by providing new evidence that highlights the importance of contextual ambidexterity within a structural ambidexterity strategy during a BPM project.
Journal Article
Business process modelling challenges and solutions: a literature review
2016
We have presented a review of the challenges facing business PM. These challenges are categorized into three challenges: (1) between business and IT, difficulty of deriving IT goals from business goals challenges; (2) security issues on business PM challenges; and (3) managing customer power, the rapidly changing business environment and business process (BP) challenges. Also, it presents the limitations of existing business PM frameworks. For example, in the first challenge, the existing literature is limited because they fail to capture the real business environment. Also, it is hard for IT analysts to understand BPs. In the second challenges, the existing methods of IS development fail to successfully integrate security during all development process stages and only deal with specific security requirements, goals and constraints. In the third challenges, no research has been conducted in the area of separating customers into different priority groups to provide services according to their required delivery time, payment history and feedback. Finally, we outline possible further research directions in the business PM domain. A systematic literature review method was used. Our review reports on academic publications on business PM challenges over the 13 years from 2000 to 2012. There are 31 journals as well as the IEEE and ACM databases being searched to identify relevant papers. Our systematic literature review results in that there are 53 journal papers as being the most relevant to our topic. In conclusion, it is not easy to create a good business PM. However, the research have to pay much attention on the area of creating successful business PM by creating secure business PM, manage customer power and create business PM where IT goals can be easily derived from business goals.
Journal Article
Exploring blockchain technology in international trade
by
Wu, Tzu-Ching
,
Chang, Shuchih Ernest
,
Chen, Yi-Chian
in
Access control
,
Blockchain
,
Business process engineering
2019
PurposeThe purpose of this paper is to explore the applicability of blockchain technology in international trade process from a perspective of letter of credit payment.Design/methodology/approachA blockchain-based re-engineering process is designed by employing the blockchain and its affiliated smart contract technology to harvest the benefits of distributed ledger and distributed business workflow automation.FindingsComparative analysis and feasibility study were conducted to identify and validate the prospects, in terms of facilitating process flow and enhancing overall trade performance, of the proposed blockchain-based international trade process model.Practical implicationsTraditional trade processes suffer from a great number of issues about intermediaries, information latency and trust, which, in turn, hinder overall process efficiency. The emerging blockchain technology may have potentials to mitigate those issues by revolutionizing business processes across enterprise borders in various industries.Originality/valueThis study contributes to the conceptual design of a blockchain- and smart-contract-based process along with a provision of practical case in business process re-engineering. Further endeavors devoted to blockchain research and application across different sectors are suggested to reach better performance of business process operations.
Journal Article
SOPA: a framework for sustainability-oriented process analysis and re-design in business process management
by
Klessascheck, Finn
,
Weber, Ingo
,
Pufahl, Luise
in
Activity based costing
,
Biodiversity
,
Business process life cycle
2025
Given the continuous global degradation of the Earth's ecosystem due to unsustainable human activity, it is increasingly important for enterprises to evaluate the effects they have on the environment. Consequently, assessing the impact of business processes on sustainability is becoming an important consideration in the discipline of Business Process Management (BPM). However, existing practical approaches that aim at a sustainability-oriented analysis of business processes provide only a limited perspective on the environmental impact caused. Further, they provide no clear and practically applicable mechanism for sustainability-driven process analysis and re-design. Following a design science methodology, we here propose and study SOPA, a framework for sustainability-oriented process analysis and re-design. SOPA extends the BPM life cycle by use of Life Cycle Assessment (LCA) for sustainability analysis in combination with Activity-based Costing (ABC). We evaluate SOPA and its usefulness with a case study, by means of an implementation to support the approach, thereby also illustrating the practical applicability of this work.
Journal Article