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Design+                                                                 Design chatbot using activity theory



            Evaluations from the users show that the road sign chatbot   industries, enhancing efficiency, UX, and operational cost
            was not only usable, but it also brought satisfaction to the   management. By automating repetitive tasks, chatbots
            users. This research contributes to the design of effective   reduce the workload on human agents, allowing them to
            chatbots by applying activity theory that provides usability   focus on more complex problems, which improves overall
            and UX to the users.                               service quality and customer satisfaction. 11-13  In educational
              The remainder of this paper is organized as follows.   settings, chatbots help students by answering queries,
            Section 2 reviews related work on chatbot usability, UX, and   offering learning recommendations, and facilitating
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            activity theory, and the role of feedback in chatbots. Section   administrative processes. According to literature,  a
            3 describes a case study of the road sign chatbot, coupled   NLP-based chatbot designed for universities successfully
            with the methodology for designing it. The evaluation of   handled over 90% of student inquiries accurately, saving
            the road sign chatbot from the User Acceptance Test is   time and improving UX.
            discussed in section 4. Section 5 discusses the implications   Data collected by chatbots on customer preferences and
            of these findings. Section 6 concludes the paper and   behaviors provide insights that can help in personalizing
            highlights directions for future research.         services and improving customer experience. For example,
                                                               in e-commerce, chatbots recommend products based on
            2. Related areas                                   user preferences, driving sales, and improving customer

            Road signs are used to guide and warn drivers as well   retention. 15
            as to help control traffic flow among vehicles, bicycles,   Although chatbots offer  many  benefits  for  many
            motorcycles, pedestrians, and others who use the streets.   applications in life, there are many failures. Many chatbots
            They  play a  significant  role  in  traffic,  providing  helpful   fail because they cannot accurately interpret user intent,
            information for drivers and pedestrians to reduce   especially when users phrase their queries in unexpected
            accidents. Therefore, understanding of the road signs   ways. This leads to frustration and abandonment. For
            should be a prerequisite in mitigating and avoiding the   instance, chatbots in customer service settings often
            occurrence of traffic accidents. The Global Positioning   struggle with complex or ambiguous queries, which results
            System (GPS) is a satellite-based navigation technology   in users being redirected to human agents or receiving
            that provides real-time location, velocity, and time data.   unhelpful responses. 16
            Despite the use of GPS for navigation, there are problems
            with its uses. Drivers may rely excessively on GPS,   In their analysis chatbots failures, Huang and
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            neglecting road signs and their surroundings, leading   Dootson  have identified several important reasons why
            to  unsafe behavior. GPS  systems  occasionally provide   chatbots failed. First, chatbot failed because it ignores user
            incorrect or outdated information, causing confusion,   requirements and poor conversation design. The authors
            such as a route is closed due to construction, but the GPS   argue that a chatbot interaction is considered successful
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            device does not show the closure.  The GPS devices can   when the intended task is completed appropriately by the
            divert a driver’s attention from the road, causing accidents   chatbot, indicating that the chatbot is useful. According
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            when the driver glances at the screen to read instructions   to Rodríguez Cardona  et al.,  a chatbot from the user
            instead of focusing on the road.  GPS may not account for   perspective is successful when it can efficiently and
                                     9
            local conditions, cultural norms, or temporary restrictions   satisfactorily perform longer conversations with a user,
            when  GPS  directs  a driver onto  a  restricted-access  road   and the users rate the experiences as enjoyable. This is
            during a festival. Poorly designed user interfaces can   concerned with UX. The authors argue that companies
            confuse drivers, especially when multiple commands or   often  focus  too  much  on technology  but  neglect  the
            features are displayed simultaneously. 10          point of view of the users. Secondly, the chatbots are not
                                                               useful. The chatbots were not able to cover what the users
              Chatbots have emerged as effective tools for enhancing   expected.
            road safety education by providing interactive platforms for
            users to learn about road signs and traffic regulations. They   Usability ensures that users can achieve their goals
            can be used in educational institutions and driving schools   efficiently, effectively, and satisfactorily. Users ought to
            to provide students with an engaging and interactive   perceive the chatbot as an easy-to-use and a smooth-
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            method of learning road signs. By interacting with the   functioning system.   The interface must be intuitive.
            chatbot, users can input images of road signs and receive   A  chatbot  with high usability  enhances  the  UX, builds
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            accurate classifications and explanations, enhancing their   trust, and promotes engagement.
            knowledge and compliance with traffic laws. Chatbots   The UX also plays a pivotal role in the design of effective
            powered by AI provide numerous benefits across various   chatbots, because it directly influences user satisfaction,


            Volume 2 Issue 3 (2025)                         3                            doi: 10.36922/DP025060009
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