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Title: :  Online Recruitment Detection And Prevention Techniques
PaperId: :  27471
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 5 2025
DUI:    16.0415/IJARIIE-27471
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Pratiksha AshtekarLoknete Gopinathji Munde Institute of Engineering Education & Research,nashik
Manisha Karad Loknete Gopinathji Munde Institute of Engineering Education & Research,nashik
Jyoti Pawar Loknete Gopinathji Munde Institute of Engineering Education & Research,nashik
Pooja Dhakne Loknete Gopinathji Munde Institute of Engineering Education & Research,nashik
Monali Rajput Loknete Gopinathji Munde Institute of Engineering Education & Research,nashik

Abstract

Artificial inteligence and machine learning engineering
Online Recruitment Fraud, Job Posting Scam Detection, Natural Language Processing, BERT, RoBERTa.
Online Recruitment Fraud (ORF) is a rising challenge in the digital recruitment industry, where malicious actors post fraudulent job advertisements to mislead applicants. These scams often mimic legitimate postings, making them difficult to detect with traditional rule-based approaches. Compounding the challenge is the issue of class imbalance, as fraudulent cases form only a small portion of datasets. This project introduces a comprehensive framework combining contextual language representations, data preprocessing, and imbalanced learning techniques such as SMOTE variants. Experimental evaluations demonstrate improved recall for fraudulent cases, supporting real-world use cases like analyst triage and automated screening. The system is designed to be accurate, robust, and explainable, with provisions for low-latency deployment and ongoing adaptability against adversarial attacks

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IJARIIE Pratiksha Ashtekar, Manisha Karad , Jyoti Pawar , Pooja Dhakne , and Monali Rajput . "Online Recruitment Detection And Prevention Techniques" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 5 2025 Page 194-200
MLA Pratiksha Ashtekar, Manisha Karad , Jyoti Pawar , Pooja Dhakne , and Monali Rajput . "Online Recruitment Detection And Prevention Techniques." International Journal Of Advance Research And Innovative Ideas In Education 11.5(2025) : 194-200.
APA Pratiksha Ashtekar, Manisha Karad , Jyoti Pawar , Pooja Dhakne , & Monali Rajput . (2025). Online Recruitment Detection And Prevention Techniques. International Journal Of Advance Research And Innovative Ideas In Education, 11(5), 194-200.
Chicago Pratiksha Ashtekar, Manisha Karad , Jyoti Pawar , Pooja Dhakne , and Monali Rajput . "Online Recruitment Detection And Prevention Techniques." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 5 (2025) : 194-200.
Oxford Pratiksha Ashtekar, Manisha Karad , Jyoti Pawar , Pooja Dhakne , and Monali Rajput . 'Online Recruitment Detection And Prevention Techniques', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 5, 2025, p. 194-200. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Online_Recruitment_Detection_And_Prevention_Techniques_ijariie27471.pdf (Accessed : ).
Harvard Pratiksha Ashtekar, Manisha Karad , Jyoti Pawar , Pooja Dhakne , and Monali Rajput . (2025) 'Online Recruitment Detection And Prevention Techniques', International Journal Of Advance Research And Innovative Ideas In Education, 11(5), pp. 194-200IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Online_Recruitment_Detection_And_Prevention_Techniques_ijariie27471.pdf (Accessed : )
IEEE Pratiksha Ashtekar, Manisha Karad , Jyoti Pawar , Pooja Dhakne , and Monali Rajput , "Online Recruitment Detection And Prevention Techniques," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 5, pp. 194-200, Sep-Oct 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/Online_Recruitment_Detection_And_Prevention_Techniques_ijariie27471.pdf [Accessed : ].
Turabian Pratiksha Ashtekar, Manisha Karad , Jyoti Pawar , Pooja Dhakne , and Monali Rajput . "Online Recruitment Detection And Prevention Techniques." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 5 ().
Vancouver Pratiksha Ashtekar, Manisha Karad , Jyoti Pawar , Pooja Dhakne , and Monali Rajput . Online Recruitment Detection And Prevention Techniques. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(5) : 194-200. Available from: https://ijariie.com/AdminUploadPdf/Online_Recruitment_Detection_And_Prevention_Techniques_ijariie27471.pdf
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