Role of AI chatbots in education: systematic literature review Full Text

Chatbot guides students to learn and reflect

education chatbot

Chatbots in the education sector can help collect feedback from all the stakeholders after each conversation or completion of every process. This can help schools in extracting useful information and attending to matters with poor results. From teachers to syllabus, admissions to hygiene, schools can collect information on all the aspects and become champions in their sector. All rights are reserved, including those for text and data mining, AI training, and similar technologies. Juji automatically aggregates and analyzes demographics data and visualizes the summary. So you can get a quick glance on where users came from and when they interacted with the chatbot.

We also encourage you to access and use chatbots to complete some provided sample tasks. Chatbots serve as valuable assistants, optimizing resource allocation in educational institutions. By efficiently handling repetitive tasks, they liberate valuable time for teachers and staff. As a result, schools can reduce the need for education chatbot additional support staff, leading to cost savings. This cost-effective approach ensures that educational resources are utilized efficiently, ultimately contributing to more accessible and affordable education for all. These educational chatbots are like magical helpers transforming the way schools interact with students.

Whatever the case or project, here are five best practices and tips for selecting a chatbot platform. One of the ways CSUNny has built and maintained a connection with students is by giving it a consistent voice. One professor is the primary writer for CSUNny’s communication so that it’s as relatable as possible.

Looking ahead, allowing students to select specific design aspects of AICs, similar to choosing linguistic features such as target level or accent, could be a crucial step in creating a more adaptive and personalized learning experience. While chatbots serve as valuable educational tools, they cannot replace teachers entirely. Instead, they complement educators by automating administrative tasks, providing instant support, and offering personalized learning experiences.

Develop a comprehensive knowledge base

Artificial intelligence has been a blazingly hot topic in higher education since ChatGPT burst onto the scene in late 2022, stoking early fears that comprehensive, AI-written essays would “blow up” the entire education system. The datasets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request. Seven general research questions were formulated in reference to the objectives.

To address this need, our study investigates EFL teacher candidates’ levels of satisfaction and perceptions of four AICs. The latest chatbot models have showcased remarkable capabilities in natural language processing and generation. Additional research is required to investigate the role and potential of these newer chatbots in the field of education. Therefore, our paper focuses on reviewing and discussing the findings of these new-generation chatbots’ use in education, including their benefits and challenges from the perspectives of both educators and students. The first question identifies the fields of the proposed educational chatbots, while the second question presents the platforms the chatbots operate on, such as web or phone-based platforms. The third question discusses the roles chatbots play when interacting with students.

How Can Schools And Teachers Create Their Chatbots?

Students who used the chatbot received better grades and were more likely to pass than those who did not. Since different researchers with diverse research experience participated in this study, article classification may have been somewhat inaccurate. As such, we mitigated this risk by cross-checking the work done by each reviewer to ensure that no relevant article was erroneously excluded. We also discussed and clarified all doubts and gray areas after analyzing each selected article. While using questionnaires as an evaluation method, the studies identified high subjective satisfaction, usefulness, and perceived usability. The questionnaires used mostly Likert scale closed-ended questions, but a few questionnaires also used open-ended questions.

But staffing customer service departments to meet unpredictable demand, day or night, is a costly and difficult endeavor. The ability of AI chatbots to accurately process natural human language and automate personalized service in return creates clear benefits for businesses and customers alike. Some studies mentioned limitations such as inadequate or insufficient dataset training, lack of user-centered design, students losing interest in the chatbot over time, and some distractions. One of them presented in (D’mello & Graesser, 2013) asks the students a question, then waits for the student to write an answer. Then the motivational agent reacts to the answer with varying emotions, including empathy and approval, to motivate students. Similarly, the chatbot in (Schouten et al., 2017) shows various reactionary emotions and motivates students with encouraging phrases such as “you have already achieved a lot today”.

Los Angeles School District Launched a Splashy AI Chatbot. What Exactly Does It Do? – EdSurge

Los Angeles School District Launched a Splashy AI Chatbot. What Exactly Does It Do?.

Posted: Thu, 02 May 2024 10:16:47 GMT [source]

Teachers’ expertise and human touch are indispensable for fostering critical thinking, emotional intelligence, and meaningful connections with students. Chatbots for education work collaboratively with teachers, optimizing the online learning process and creating an enriched educational ecosystem. The Design Experience dimension (DEX) underscored the importance of user-friendly interfaces and engaging multimedia content in fostering user engagement and satisfaction. The findings uncovered the necessity for enhancements in adaptive user interfaces, as well as the incorporation of social media and emerging technologies, to simulate the human-student interaction and enrich the language learning experience.

That’s a great user experience—and satisfied customers are more likely to exhibit brand loyalty. A notable example of a study using questionnaires is ‘Rexy,’ a configurable educational chatbot discussed in (Benedetto & Cremonesi, 2019). The questionnaires elicited feedback from participants and mainly evaluated the effectiveness and usefulness of learning with Rexy. However, a few participants pointed out that it was sufficient for them to learn with a human partner. Chatbots have been utilized in education as conversational pedagogical agents since the early 1970s (Laurillard, 2013). Pedagogical agents, also known as intelligent tutoring systems, are virtual characters that guide users in learning environments (Seel, 2011).

Although this technology is currently in the prototype phase, the Hewitt‘s Foundation has organized a competition between the most famous essay scorers. According to the report written by Huyen Nguyen and Lucio Dery, from the Department of Computer Science at Stanford University, the winning app had 81% correlation with the human grader. Users should stay informed about the latest developments and best practices in AI ethics.

education chatbot

Nonetheless, the existing review studies have not concentrated on the chatbot interaction type and style, the principles used to design the chatbots, and the evidence for using chatbots in an educational setting. Chatbots, also known as conversational agents, enable the interaction of humans with computers through natural language, by applying the technology of natural language processing (NLP) (Bradeško & Mladenić, 2012). In fact, the size of the chatbot market worldwide is expected to be 1.23 billion dollars in 2025 (Kaczorowska-Spychalska, 2019).

Chatbots can help students navigate the admissions and enrollment process, providing information on application requirements, deadlines, and procedures. They can also provide information on campus tours, program offerings, and financial aid opportunities. SPACE10 (IKEA’s research and design lab) published a fascinating survey asking people what characteristics they would like to see in a virtual AI assistant. Beyond gender and form of the bot, the survey revealed many open questions in the growing field of human-robot interaction (HRI). Most learning happens in the 99.9% of our lives when we are not in a classroom. The COVID-19 pandemic pushed educators and students out of their classrooms en masse.

What are educational chatbots?

While many different chatbots and LLMs exist, we choose to highlight four prominent chatbots currently available for free. Each has some unique characteristics and nuanced differences in how developers built and trained them, though these differences are not significant for our purposes as educators. We encourage you to try accessing these chatbots as you explore their capabilities. Consider conducting surveys or focus groups to gather input on what services or information students and faculty would like to see provided through the chatbot. By automating routine tasks and inquiries, institutions can allocate resources to more complex issues and support students and faculty more effectively.

Some educational institutions are increasingly turning to AI-powered chatbots, recognizing their relevance, while others are more cautious and do not rush to adopt them in modern educational settings. Consequently, a substantial body of academic literature is dedicated to investigating the role of AI chatbots in education, their potential benefits, and threats. AI chatbots equipped with sentiment analysis capabilities can play a pivotal role in assisting teachers. By comprehending student sentiments, these chatbots help educators modify and enhance their teaching practices, creating better learning experiences. Promptly addressing students’ doubts and concerns, chatbots enable teachers to provide immediate clarifications, fostering a more conducive and effective learning environment. Six (16.66%) articles presented educational chatbots that exclusively operate on a mobile platform (e.g., phone, tablet).

education chatbot

They can also provide information on extracurricular activities, sports teams, and volunteer opportunities. A scripted chatbot, also called a rule-based chatbot, can engage in conversations by following a decision tree that has been mapped out by the chatbot designer, and follow an if/then logic. In contrast, NLP chatbots, which use Artificial Intelligence, make sense of what the person writes and respond accordingly (NLP stands for Natural Language Processing).

This user-friendly option provides convenient and efficient access to information, enhancing the overall student experience and streamlining administrative processes. Whether it’s admission-related inquiries or general questions, educational chatbots offer a seamless and time-saving alternative, empowering students with instant and accurate assistance at their fingertips. Through interactive conversations, thought-provoking questions, and the delivery of intriguing information, https://chat.openai.com/ chatbots in education captivate students’ attention, making learning an exciting and rewarding adventure. By creating a sense of connection and personalized interaction, these AI chatbots forge stronger bonds between students and their studies. Learners feel more immersed and invested in their educational journey, driven by the desire to explore new topics and uncover intriguing insights. Table 10 shows the details of the experiments the surveyed studies had used.

AI chatbots can help with developing scenarios, role-playing a situation, and providing feedback. For example, you might prompt the chatbot to create a realistic ethical dilemma that applies to the discipline or to role-play as a patient or client in a relevant scenario. The process of organizing your knowledge, teaching it to someone, and responding to that person reinforces your own learning on that topic (Carey, 2015).

This sophistication, drawing upon recent advancements in large language models (LLMs), has led to increased customer satisfaction and more versatile chatbot applications. Expanding on the necessity for improved customization in AICs, the integration of different features can be proposed to enhance chatbot-human personalization (Belda-Medina et al., 2022). These features include the ability to customize avatars (age, gender, voice, etc.) similar to intelligent conversational agents such as Replika. For example, incorporating familiar characters from cartoons or video games into chatbots can enhance engagement, particularly for children who are learning English by interacting with their favorite characters. Furthermore, by incorporating Augmented Reality (AR) technology, avatars can be launched and video calls can be enabled on social platforms such as Kuki.ai, thereby adding a layer of personal interaction.

A higher Chat PG is an AI-powered virtual assistant designed for educational institutions. These chatbots simulate human conversation and provide instant support to students, faculty, and staff. They can answer common questions, provide personalized guidance, and perform administrative tasks. The traditional education system faces several issues, including overcrowded classrooms, a lack of personalized attention for students, varying learning paces and styles, and the struggle to keep up with the fast-paced evolution of technology and information. As the educational landscape continues to evolve, the rise of AI-powered chatbots emerges as a promising solution to effectively address some of these issues.

In terms of the evaluation methods used to establish the validity of the articles, two related studies (Pérez et al., 2020; Smutny & Schreiberova, 2020) discussed the evaluation methods in some detail. However, this study contributes more comprehensive evaluation details such as the number of participants, statistical values, findings, etc. In this approach, the agent acts as a novice and asks students to guide them along a learning route. Rather than directly contributing to the learning process, motivational agents serve as companions to students and encourage positive behavior and learning (Baylor, 2011).

In modern educational institutions, student feedback is the most important factor for assessing a teacher’s work. Most schools and universities have upgraded their feedback collection process by shifting from print to online forms. While chatting with bots, students will have the chance to explain their claims. On the other hand, the bot can be trained to ask additional questions based on their previous answers.

5 RQ5 – What are the principles used to guide the design of the educational chatbots?

Examples include Rexy (Benedetto & Cremonesi, 2019), which helps students enroll in courses, shows exam results, and gives feedback. Another example is the E-Java Chatbot (Daud et al., 2020), a virtual tutor that teaches the Java programming language. Most researchers (25 articles; 69.44%) developed chatbots that operate on the web (Fig. 5). For example, KEMTbot (Ondáš et al., 2019) is a chatbot system that provides information about the department, its staff, and their offices. Other chatbots acted as intelligent tutoring systems, such as Oscar (Latham et al., 2011), used for teaching computer science topics. Moreover, other web-based chatbots such as EnglishBot (Ruan et al., 2021) help students learn a foreign language.

The adoption of educational chatbots is on the rise due to their ability to provide a cost-effective method to engage students and provide a personalized learning experience (Benotti et al., 2018). Chatbot adoption is especially crucial in online classes that include many students where individual support from educators to students is challenging (Winkler & Söllner, 2018). Moreover, chatbots may interact with students individually (Hobert & Meyer von Wolff, 2019) or support collaborative learning activities (Chaudhuri et al., 2009; Tegos et al., 2014; Kumar & Rose, 2010; Stahl, 2006; Walker et al., 2011).

Follow this step-to-step guide to enable chatbot Q&A for intended users, e.g., students or instructors. In a TED Talk that was released this week, Khan explained the potential benefits of AI across the field of education, likening the possibilities to a personalized tutor for every student. Sal Khan, the founder of Khan Academy, an educational nonprofit that aims to provide free learning resources, is not necessarily fearful of the technology. For example, an e-commerce company could deploy a chatbot to provide browsing customers with more detailed information about the products they’re viewing.

education chatbot

They also employ advanced speech technologies to ensure accessible and humanlike dialogues (Petrović & Jovanović, 2021). Additionally, AICs today can also incorporate emerging technologies like AR and VR, and gamification elements, to enhance learner motivation and engagement (Kim et al., 2019). The CHISM results, particularly in the Language Experience (LEX) dimension, revealed significant insights about the teacher candidates’ perceptions of the four evaluated chatbots. When examining why none of the AICs achieved moderate satisfaction in the LEX dimension, it is crucial to consider each AIC’s design and target audience limitations, as pointed out in previous research (Gokturk, 2017; Hajizadeh, 2023).

Assessing students’ perception of learning and usability is expected as questionnaires ultimately assess participants’ subjective opinions, and thus, they don’t objectively measure metrics such as students’ learning. As an example of an evaluation study, the researchers in (Ruan et al., 2019) assessed students’ reactions and behavior while using ‘BookBuddy,’ a chatbot that helps students read books. The researchers recorded the facial expressions of the participants using webcams. It turned out that the students were engaged more than half of the time while using BookBuddy. You can foun additiona information about ai customer service and artificial intelligence and NLP. In general, the followed approach with these chatbots is asking the students questions to teach students certain content. After defining the criteria, our search query was performed in the selected databases to begin the inclusion and exclusion process.

The study mentioned in (Mendez et al., 2020) conducted two focus groups to evaluate the efficacy of chatbot used for academic advising. While students were largely satisfied with the answers given by the chatbot, they thought it lacked personalization and the human touch of real academic advisors. Finally, the chatbot discussed by (Verleger & Pembridge, 2018) was built upon a Q&A database related to a programming course. Nevertheless, because the tool did not produce answers to some questions, some students decided to abandon it and instead use standard search engines to find answers.

AI chatbots can be attentive to – and train on – students’ learning habits and areas of difficulty. It has been scientifically proven that not everyone understands and learns in the same way. To cater to the needs of every student in terms of complex topics or subjects, chatbots can customize the learning plan and make sure that students gain maximum knowledge – in the classroom and even outside.

Ava AI Chatbot Could Help Ease The School College Counseling Crisis – Forbes

Ava AI Chatbot Could Help Ease The School College Counseling Crisis.

Posted: Tue, 07 May 2024 18:13:24 GMT [source]

You might then use the chatbot to generate examples or suggest useful methods (Gewirtz, n.d.). Begin by telling the chatbot that you would like to develop a fictional short story and that you’d like its assistance in developing your ideas. Try different ways of interacting and responding to the chatbot to get a sense of its capabilities. Go to claude.ai/login and sign in with an email address or Google account to access the Claude chatbot. ChatGPT, developed by OpenAI, uses the Generative Pre-training Transformer (GPT) large language model. As of July 2023, it is free to those who sign up for an account using an email address, Google, Microsoft, or Apple account.

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