Economics and Econometrics, General Economics, Econometrics and Finance, Multidisciplinary
2
Scopus Publications
12
Scholar Citations
2
Scholar h-index
Scopus Publications
Responsible AI-Enhanced Labor Market Forecasting System for Policy Decision Support Ratnesh Chandra Sharma, Anjali Sankar, Abdullah Abed Hussein, RouaidaKadhim A. Al-Hussein, Manimalathi P, Ayasha Siddiqua Proceedings 2025 International Conference on Recent Innovation in Science Engineering and Technology Icriset 2025, 2025 This paper is to propose a Responsible AI-Enhanced Labor Market Forecasting System that would aid in the fair and conscious policy making. To mitigate bias in labor market data the system applies fairness-aware preprocessing employing the reweighing technique within the IBM AI Fairness 360 (AIF360). Extraction of features is done in a hybrid method by using mutual information with domain-based knowledge so that it is both statistically significant and has policy implications. The forecast is constructed based on the Causal Forest algorithm that allows getting high-quality predictions and simultaneously takes into account the heterogeneous impact of the policy interventions on the employment indicators. The empirical findings indicate that the suggested system is more accurate, fair, and transparent than the traditional models and is both less discriminating and has a high predictive performance. With AIF360, bias and fairness are monitored continuously and this increases accountability. The study can add a generalizable, ethically agreeable model of implementing AI in labor economics, which is likely to enhance the effectiveness of the public policy and social fairness.
A Structural Design for Labor Market System Which Optimizes the Disruptions in the Process through AI Adoption P. Manimalathi, S. Rekha, Ayadh Al-Khalidi, Maki Mahdi Abdulhasan, Baydaa Sh. Z. Abood, D.Sudhir Babu 2024 4th International Conference on Advance Computing and Innovative Technologies in Engineering Icacite 2024, 2024 Recent decades have seen a quick development of artificial intelligence (AI) technologies and their integration into many spheres of human life, substantially influencing labor markets all over the world. Below is given a complete comparative analysis on the impacts of AI adoption in both developed and developing economies. This paper identifies the nuanced dynamics of disruptions in the labor market on account of the adoption of AI. We, therefore, look to an investigation of contextual differences within diverse economic contexts from a multidisciplinary perspective made up of economics, sociology, and technology studies. The first section of this paper summarizes the theoretical frameworks seeking a relationship between the adoption of AI and labor market disruptions. Drawing from existing literature, we highlight mechanisms through which AI technologies reconfigure jobs, job structures, job requirements for skills, and patterns of employment. The main mechanisms along which AI influences labor demand, the character of the jobs being offered, and, in aggregate, economic opportunities of individual agents can be summarized by automation, augmentation, and reconfiguration. From there, we will analyze the impacts of adopting AI in both developed and developing economies. This helps in underlining these divergent trajectories and outcomes, resulting from differences in the techno-readiness, institutional frameworks, and socio-economic context through the use of empirical evidence and case studies.
RECENT SCHOLAR PUBLICATIONS
Responsible AI-Enhanced Labor Market Forecasting System for Policy Decision Support RC Sharma, A Sankar, AA Hussein, RKA Al-Hussein, M P, A Siddiqua 2025 International Conference on Recent Innovation in Science Engineering … , 2025 2025.0
Environmental Sustainability and Economic Performance: Evaluating the Financial Impact on the Indian Economy MV Joghee, G Keerthana, C Jayamala, B Lavaraju, P Manimalathi, ... Revista Latinoamericana de la Papa 29 (1), 409-418 , 2025 2025.0
Environmental Sustainability and Economic Performance: Evaluating the Financial Impact on the Indian Economy MV Joghee, G Keerthana, C Jayamala, B Lavaraju, P Manimalathi, ... Revista Latinoamericana de la Papa 29 (1), 409-418 , 2025 2025.0
AN ANALYTICAL STUDY ON INFLUENCE OF NEUROMARKETING ON CONSUMER BUYING BEHAVIOUR P Manimalathi Indian Journal of Science and Research 5 (4), 137-140 , 2025 2025.0
DETERMINANTS OF EMPLOYEE ENGAGEMENT IN IT INDUSTRY -AN EXPLORATORY STUDY P Manimalathi INTERNATIONAL JOURNAL OF SCIENTIFIC RESEARCH 14 (3), 1-2 , 2025 2025.0
Diving Into Emerging Economies Bottleneck: Industry 4.0 Implications for Circular Economy; An Explorative Study MVKSDKS Philo Daisy Rani L (Louis), Dr AL Sindhu, Dr.P. Manimalathi, Ambati ... Journal of Marketing & Social Research 2 (3), 233–240 , 2025 2025.0
A Study on Factors Influencing Working Women Investment Awareness and Investment Behaviour MMV Joghee, KN Usha, B Patel, AM Rane, P Manimalathi, S Revathy Economic Sciences 21 (1), 449-460 , 2025 2025.0 Citations: 2
A structural design for labor market system which optimizes the disruptions in the process through AI adoption P Manimalathi, S Rekha, A Al-Khalidi, MM Abdulhasan, BSZ Abood, ... 2024 4th International Conference on Advance Computing and Innovative … , 2024 2024.0 Citations: 3
An Economics Analysis of the Factors Influencing Constraints in the Cultivation of Medicinal Plants M P Biogecko 12 (3), 4864-4869 , 2024 2024.0
Impact of CSR on Corporate Sustainability D Santhanakrishnan 2023.0
Agricultural Education Regarding Constraints in the Commercial Cultivation of Medicinal Plants P Manimalathi, S Ramakrishna The Online Journal of Distance Education and e-Learning 11 (1), 124-128 , 2023 2023.0 Citations: 1
Economics of Cultivation of Medicinal and Nonmedicinal Plants in Karur District, Tamilnadu DP Manimalathi Kanpur Philosophers 8 (I(B)), 393-399 , 2021 2021.0
Cost and returns from the cultivation of Gloriosa superba MP Vanitha B Economics 2 (6) , 2013 2013.0 Citations: 3
Women Entrepreneurs in Coimbatore District P Manimalathi Shanlax International Journal of Economics, 1 (2), 98 101 , 2013 2013.0 Citations: 2
Productivity Performance of Rubber Products Manufacturing Industry in India:A Comparison of Pre and Post Reform Period PM B.Vanitha International Journal of Industrial Development Organisation 25 (1), 37-39 , 2012 2012.0
Global Issues in Multidisciplinary Academic Research (GIMAR) P Mishra, A Pasha, S Yadao, A Shukla, A Venkteshwar, S Shrivastav
CHAPTER–67 POLICY FRAMEWORKS AND SUPPORT SYSTEMS FOR GREEN ENTREPRENEURS IN INDIA P Manimalathi, PD Kumar Green Entrepreneurship Startups, 489 , 0
42 Role of Millets in Sustainable Development P Manimalathi Structural and Institutional Dimensions of Sustainable Development Goals … , 0 Citations: 1
DIVERSIFICATION OF AGRICULTURE FROM TRADITIONAL CROPS TO MEDICINAL PLANTS P Manimalathi MULTIDISCIPLINARY, 41 , 0
A Study On The Production Of Selected Medicinal And Nonmedicinal Plants In Aravakurichi Block Karur District P Manimalathi Coimbatore , 0
MOST CITED SCHOLAR PUBLICATIONS
A structural design for labor market system which optimizes the disruptions in the process through AI adoption P Manimalathi, S Rekha, A Al-Khalidi, MM Abdulhasan, BSZ Abood, ... 2024 4th International Conference on Advance Computing and Innovative … , 2024 2024.0 Citations: 3
Cost and returns from the cultivation of Gloriosa superba MP Vanitha B Economics 2 (6) , 2013 2013.0 Citations: 3
A Study on Factors Influencing Working Women Investment Awareness and Investment Behaviour MMV Joghee, KN Usha, B Patel, AM Rane, P Manimalathi, S Revathy Economic Sciences 21 (1), 449-460 , 2025 2025.0 Citations: 2
Women Entrepreneurs in Coimbatore District P Manimalathi Shanlax International Journal of Economics, 1 (2), 98 101 , 2013 2013.0 Citations: 2
Agricultural Education Regarding Constraints in the Commercial Cultivation of Medicinal Plants P Manimalathi, S Ramakrishna The Online Journal of Distance Education and e-Learning 11 (1), 124-128 , 2023 2023.0 Citations: 1
42 Role of Millets in Sustainable Development P Manimalathi Structural and Institutional Dimensions of Sustainable Development Goals … , 0 Citations: 1
Responsible AI-Enhanced Labor Market Forecasting System for Policy Decision Support RC Sharma, A Sankar, AA Hussein, RKA Al-Hussein, M P, A Siddiqua 2025 International Conference on Recent Innovation in Science Engineering … , 2025 2025.0
Environmental Sustainability and Economic Performance: Evaluating the Financial Impact on the Indian Economy MV Joghee, G Keerthana, C Jayamala, B Lavaraju, P Manimalathi, ... Revista Latinoamericana de la Papa 29 (1), 409-418 , 2025 2025.0
Environmental Sustainability and Economic Performance: Evaluating the Financial Impact on the Indian Economy MV Joghee, G Keerthana, C Jayamala, B Lavaraju, P Manimalathi, ... Revista Latinoamericana de la Papa 29 (1), 409-418 , 2025 2025.0
AN ANALYTICAL STUDY ON INFLUENCE OF NEUROMARKETING ON CONSUMER BUYING BEHAVIOUR P Manimalathi Indian Journal of Science and Research 5 (4), 137-140 , 2025 2025.0
DETERMINANTS OF EMPLOYEE ENGAGEMENT IN IT INDUSTRY -AN EXPLORATORY STUDY P Manimalathi INTERNATIONAL JOURNAL OF SCIENTIFIC RESEARCH 14 (3), 1-2 , 2025 2025.0
Diving Into Emerging Economies Bottleneck: Industry 4.0 Implications for Circular Economy; An Explorative Study MVKSDKS Philo Daisy Rani L (Louis), Dr AL Sindhu, Dr.P. Manimalathi, Ambati ... Journal of Marketing & Social Research 2 (3), 233–240 , 2025 2025.0
An Economics Analysis of the Factors Influencing Constraints in the Cultivation of Medicinal Plants M P Biogecko 12 (3), 4864-4869 , 2024 2024.0
Impact of CSR on Corporate Sustainability D Santhanakrishnan 2023.0
Economics of Cultivation of Medicinal and Nonmedicinal Plants in Karur District, Tamilnadu DP Manimalathi Kanpur Philosophers 8 (I(B)), 393-399 , 2021 2021.0
Productivity Performance of Rubber Products Manufacturing Industry in India:A Comparison of Pre and Post Reform Period PM B.Vanitha International Journal of Industrial Development Organisation 25 (1), 37-39 , 2012 2012.0
Global Issues in Multidisciplinary Academic Research (GIMAR) P Mishra, A Pasha, S Yadao, A Shukla, A Venkteshwar, S Shrivastav
CHAPTER–67 POLICY FRAMEWORKS AND SUPPORT SYSTEMS FOR GREEN ENTREPRENEURS IN INDIA P Manimalathi, PD Kumar Green Entrepreneurship Startups, 489 , 0
DIVERSIFICATION OF AGRICULTURE FROM TRADITIONAL CROPS TO MEDICINAL PLANTS P Manimalathi MULTIDISCIPLINARY, 41 , 0
A Study On The Production Of Selected Medicinal And Nonmedicinal Plants In Aravakurichi Block Karur District P Manimalathi Coimbatore , 0