International Journal of Emerging Research in Science, Engineering, and Management
Vol. 2, Issue 1, pp. 125-136, January 2026.
This work is licensed under a Creative Commons Attribution 4.0 International License.
B Jhansi
Adimi Hari
Shaik Javeed
Chintham Lakshmi Bhavishya
Katumure Pujitha
Department of CSE, Siddartha Institute of Science and Technology, Puttur, India.
Abstract: The Interview-based AI Model is an intelligent and interactive virtual interview system designed to automate the initial stages of candidate screening in recruitment processes. Leveraging advanced Natural Language Processing (NLP) and Machine Learning (ML) techniques, the system simulates domain-specific interview scenarios, analyzes candidate responses in real time, and provides feedback on communication skills, emotional intelligence, confidence, and domain knowledge. Additionally, it integrates voice-to-text conversion and AI-generated answer detection to ensure authenticity and assess speaking proficiency. This scalable and unbiased tool aims to improve hiring efficiency by offering consistent evaluations and detailed performance summaries, reducing human bias and manual effort.
Keywords: Candidate Screening, Machine Learning, Natural Language Processing, Performance Summary Generation, Virtual Interview System.
References:
- G. S. Rao, M. Jaiganesh, M. A. K, M. A. A. A, N. R and P. K. Parida, “AI Powered Virtual Job Interview Simulator Using Natural Language Processing,” 2025 8th International Conference on Trends in Electronics and Informatics (ICOEI), Tirunelveli, India, 2025, pp. 1413-1421, doi: 10.1109/ICOEI65986.2025.11013504.
- B. Nofal et al., “AI-enhanced interview simulation in the metaverse: Transforming professional skills training through VR and generative conversational AI,” Computers and Education Artificial Intelligence, vol. 8, p. 100347, Dec. 2024, doi: 10.1016/j.caeai.2024.100347.
- J. V. Barpute, O. Wattamwar, S. Pakjade and S. Diwate, “A Survey of AI-Driven Mock Interviews Using GenAI and Machine Learning (InterviewX),” 2024 4th International Conference on Ubiquitous Computing and Intelligent Information Systems (ICUIS), Gobichettipalayam, India, 2024, pp. 217-224, doi: 10.1109/ICUIS64676.2024.10866631.
- F. Pehar, “AI as Synthetic Users in Human-Centred Design: A Systematic Review,” 2025 MIPRO 48th ICT and Electronics Convention, Opatija, Croatia, 2025, pp. 1500-1509, doi: 10.1109/MIPRO65660.2025.11131969.
- S. Muppidi, S. Gadudula, S. R. Vadana, Y. Kondala, N. R. Lingam and A. Potnuru, “Web-based selector-Applicant simulation software,” 2025 International Conference on Intelligent and Innovative Technologies in Computing, Electrical and Electronics (IITCEE), Bangalore, India, 2025, pp. 1-6, doi: 10.1109/IITCEE64140.2025.10915437.
- R. Gacitúa, J. Pereira and M. Klafft, “Explainability in Software Architectural Decisions: The ADR-E Framework and Empirical Evaluation,” in IEEE Access, doi: 10.1109/ACCESS.2025.3648573.
- F. Shahzad, M. I. Durrani, M. Abdullah and M. Ali, “Meet Your Mock Interviewer – MYMI: An AI Powered Mock Interview Simulation App,” 2025 20th International Conference on Emerging Technologies (ICET), Peshawar, Pakistan, 2025, pp. 1-5, doi: 10.1109/ICET66147.2025.11321463.
- S. H. Oh, D. H. Son, H. Y. Yu, S. -K. Yoon and J. E. Kim, “Analysis on the Korean Disaster Survivor Interview Dataset Constructed for AI Model Training,” 2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), Lisbon, Portugal, 2024, pp. 7107-7109, doi: 10.1109/BIBM62325.2024.10822223.
- S. Rajbhar, S. Shelke, A. Singh, Y. Singh and P. Shinde, “AIced-Prep -AI Based Mock Interview Evaluator,” 2025 6th International Conference on Data Intelligence and Cognitive Informatics (ICDICI), Tirunelveli, India, 2025, pp. 1840-1843, doi: 10.1109/ICDICI66477.2025.11135157.
- S. K, A. M, D. R and M. S, “AI-Powered Virtual Interview System: An Intelligent Approach to Automated Candidate Assessment Using NLP and Machine Learning,” 2025 9th International Conference on Inventive Systems and Control (ICISC), Coimbatore, India, 2025, pp. 78-81, doi: 10.1109/ICISC65841.2025.11188384.
- P. Kalaiarasi, S. S. Vali, J. Sony, B. P. K. Reddy and B. S. Reddy, “AI & NLP- based Smart Interview Preparation System,” 2025 7th International Conference on Innovative Data Communication Technologies and Application (ICIDCA), Coimbatore, India, 2025, pp. 1589-1593, doi: 10.1109/ICIDCA66325.2025.11280560.
- Y. -C. Chou, F. R. Wongso, C. -Y. Chao and H. -Y. Yu, “An AI Mock-interview Platform for Interview Performance Analysis,” 2022 10th International Conference on Information and Education Technology (ICIET), Matsue, Japan, 2022, pp. 37-41, doi: 10.1109/ICIET55102.2022.9778999.
