Advanced SQL Query Techniques for Data Analysis in Healthcare

Sai Krishna Shiramshetty

doi:10.55544/jrasb.2.4.33

Authors

Sai Krishna Shiramshetty Independent Researcher, USA.

DOI:

https://doi.org/10.55544/jrasb.2.4.33

Keywords:

Advanced SQL, healthcare data analysis, predictive analytics, cohort analysis

Abstract

The experts in complex healthcare databases have acknowledged the need for advanced SQL query skills as more significant and diverse datasets grow in the modern healthcare environment. In this paper, core SQL methods including joins, subqueries, and window functions are explained and used for demonstrating the following practical use cases: predictive analytics, cohort analysis, and operational improvement. Several aspects of how SQL works with current and future technologies including, Artificial Intelligence, Cloud Computing, Big Data Solutions are also discussed. Optimizing health care data analysis requires the resolution of issues including date synthesis, security and performance; nevertheless, SQL continues to play a pivotal role in enhancing the analysis of health care data thus leading to improved management and patient care.

Downloads

Download data is not yet available.

Metrics

Metrics Loading ...

References

Ahmad, R., Hussain, M. Z., Hasan, M. Z., & Afaq, M. A. (2023). Data Models, Semantics, Query languages. UCP Journal of Engineering & Information Technology (HEC Recognized-Y Category), 1(1), 08-19. https://ojs.ucp.edu.pk/index.php/ucpjeit/article/view/165

Akundi, S., Soujanya, R., & Madhuri, P. M. (2020). Big Data analytics in healthcare using Machine Learning algorithms: a comparative study. https://www.learntechlib.org/p/218394/.

Avula, R. (2023). Healthcare data pipeline architectures for ehr integration, clinical trials management, and real-time patient monitoring. Quarterly Journal of Emerging Technologies and Innovations, 8(3), 119-131. https://orcid.org/0009-0006-8476-8544

Dash, S., Shakyawar, S. K., Sharma, M., & Kaushik, S. (2019). Big data in healthcare: management, analysis and future prospects. Journal of big data, 6(1), 1-25. https://doi.org/10.1186/s40537-019-0217-0

Hammad, R., Barhoush, M., & Abed-Alguni, B. H. (2020). A Semantic‐Based Approach for Managing Healthcare Big Data: A Survey. Journal of Healthcare Engineering, 2020(1), 8865808. https://doi.org/10.1155/2020/8865808

Lee, G., Hwang, H., Bae, S., Kwon, Y., Shin, W., Yang, S., ... & Choi, E. (2022). Ehrsql: A practical text-to-sql benchmark for electronic health records. Advances in Neural Information Processing Systems, 35, 15589-15601. https://proceedings.neurips.cc/paper_files/paper/2022/hash/643e347250cf9289e5a2a6c1ed5ee42e-Abstract-Datasets_and_Benchmarks.html

Mandal, K. P., Mukherjee, P., Chattopadhyay, A., & Chakraborty, B. (2022). Xblqps: An extended bengali language query processing system for e-healthcare domain. International Journal of Advanced Computer Science and Applications, 13(7). 10.14569/IJACSA.2022.0130761

Muniswamaiah, M., Agerwala, T., & Tappert, C. C. (2019). Context-aware query performance optimization for big data analytics in healthcare. In 2019 IEEE High Performance Extreme Computing Conference (HPEC-2019) (pp. 1-7). https://ieee-hpec.org/2019/2019Program/program_htm_files/c-PID6100099.pdf

Sreejith, R., & Senthil, S. (2022). [Retracted] Dynamic Data Infrastructure Security for Interoperable e‐Healthcare Systems: A Semantic Feature‐Driven NoSQL Intrusion Attack Detection Model. BioMed Research International, 2022(1), 4080199. https://doi.org/10.1155/2022/4080199

Turhan, S., & Pinarer, O. QUERY PERFORMANCE EVALUATION OVER HEALTH DATA. https://web.archive.org/web/20200507020538id_/http://www.iadisportal.org/components/com_booklibrary/ebooks/201910L013.pdf

Vijayabaskar, S., Thumati, P. R. R., Kanchi, P., Jain, S., & Agarwal, R. (2023). Integrating cloud-native solutions in financial services for enhanced operational efficiency. SHODH SAGAR® Universal Research Reports, 10(4), 402. https://doi.org/10.36676/urr.v10.i4.1355

Rao, P. R., Chaurasia, A. K., & Singh, S. P. (2023). Modern web design: Utilizing HTML5, CSS3, and responsive techniques. Journal of Novel Research and Innovative Development, 1(8), 1–18. https://jnrid.org

Rao, U. P. R., Goel, L., & Kushwaha, G. S. (2023). Analyzing data and creating reports with Power BI: Methods and case studies. International Journal of Novel Trends and Innovation, 1(9), 1–15. IJNTI.

Rao, P. R., Goel, P., & Renuka, A. (2023). Creating efficient ETL processes: A study using Azure Data Factory and Databricks. The International Journal of Engineering Research, 10(6), 816–829.

Rao, P. R., Priyanshi, E., & Vashishtha, S. (2023). Angular vs. React: A comparative study for single-page applications. International Journal of Current Science, 13(1), 1–20. IJCSPUB.

Balasubramaniam, V. S., Thumati, P. R. R., Kanchi, P., Agarwal, R., Goel, O., & Shrivastav, E. A. (2023). Evaluating the impact of agile and waterfall methodologies in large-scale IT projects. International Journal of Progressive Research in Engineering Management and Science, 3(12), 397–412.

Pattabi Rama Rao, E., & Vashishtha, S. (2023). Angular vs. React: A comparative study for single-page applications. International Journal of Computer Science and Programming, 13(1), 875–894.

Gajbhiye, B., Aggarwal, A., & Goel, P. (2023). Security automation in application development using robotic process automation (RPA). Universal Research Reports, 10(3), 167.

Rao, P. R., Goel, P., & Jain, A. (2022). Data management in the cloud: An in-depth look at Azure Cosmos DB. International Journal of Research and Analytical Reviews, 9(2), 656–671. https://www.ijrar.org/

Rao, P. R., Gupta, V., & Khan, S. (2022). Continuous integration and deployment: Utilizing Azure DevOps for enhanced efficiency. Journal of Emerging Technologies and Innovative Research, 9(4), 1–21. JETIR.

Agrawal, S., Khatri, D., Bhimanapati, V., Goel, O., & Jain, A. (2022). Optimization techniques in supply chain planning for consumer electronics. International Journal for Research Publication & Seminar, 13(5), 356.

Khatri, D., Aggarwal, A., & Goel, P. (2022). AI chatbots in SAP FICO: Simplifying transactions. Innovative Research Thoughts, 8(3), Article 1455.

Rao, P. R., Chhapola, A., & Kaushik, S. (2021). Building and deploying microservices on Azure: Techniques and best practices. International Journal of Novel Research and Development, 6(3), 1–16. IJNRD.

Pattabi Rama Rao, E. O. G., & Kumar, D. L. (2021). Optimizing cloud architectures for better performance: A comparative analysis. International Journal of Creative Research Thoughts (IJCRT), ISSN 2320-2882.

Nittala, S. R., Mallikarjun, L., Bhanumathy, V., et al. (2014). Studies on the impact of road traffic noise inside selected schools of Tiruchirappalli city, Tamilnadu, India. Noise & Vibration Worldwide, 45(11), 19–27. https://doi.org/10.1260/0957-4565.45.11.19

Mokkapati, C., Goel, P., & Aggarwal, A. (2023). Scalable microservices architecture: Leadership approaches for high-performance retail systems. Darpan International Research Analysis, 11(1), 92.

Mokkapati, C., Jain, S., & Pandian, P. K. G. (2023). Implementing CI/CD in retail enterprises: Leadership insights for managing multi-billion dollar projects. Shodh Sagar: Innovative Research Thoughts, 9(1), Article 1458.2022

Mokkapati, C., Jain, S., & Pandian, P. K. G. (2022). Designing high-availability retail systems: Leadership challenges and solutions in platform engineering. International Journal of Computer Science and Engineering (IJCSE), 11(1), 87-108.2021

Mokkapati, C., Jain, S., & Jain, S. (2021). Enhancing site reliability engineering (SRE) practices in large-scale retail enterprises. International Journal of Creative Research Thoughts (IJCRT), 9(11). https://www.ijcrt.org/

Alahari, J., Tangudu, A., Mokkapati, C., Khan, S., & Singh, S. P. (2021). Enhancing mobile app performance with dependency management and Swift Package Manager (SPM). International Journal of Progressive Research in Engineering Management and Science, 1(2), 130-138.

Vijayabaskar, S., Tangudu, A., Mokkapati, C., Khan, S., & Singh, S. P. (2021). Best practices for managing large-scale automation projects in financial services. International Journal of Progressive Research in Engineering Management and Science, 1(2), 107-117. https://doi.org/10.58257/IJPREMS12.

Agrawal, S., Chintha, V. R., Pamadi, V. N., Aggarwal, A., & Goel, P. (2023). The role of predictive analytics in inventory management. Shodh Sagar Universal Research Reports, 10(4), 456. https://doi.org/10.36676/urr.v10.i4.1358

Agrawal, S., Murthy, P., Kumar, R., Jain, S., & Agarwal, R. (2023). Data-driven decision making in supply chain management. Innovative Research Thoughts, 9(5), 265–271. https://doi.org/10.36676/irt.v9.i5.1487

Agrawal, S., Antara, F., Chopra, P., Renuka, A., & Goel, P. (2022). Risk management in global supply chains. International Journal of Creative Research Thoughts (IJCRT), 10(12), 221-2668.

Agrawal, S., Khatri, D., Bhimanapati, V., Goel, O., & Jain, A. (2022). Optimization techniques in supply chain planning for consumer electronics. International Journal for Research Publication & Seminar, 13(5), 356.

Joshi, A., Salunkhe, V. R., Agrawal, S., Goel, P., & Gupta, V. (2022). Optimizing ad performance through direct links and native browser destinations. International Journal for Research Publication and Seminar, 13(5), 538-571.

Salunkhe, V., Mahimkar, S., & Shekhar, S., Jain, Prof. Dr. A., & Goel, Prof. Dr. P. (2023). The role of IoT in connected health: Improving patient monitoring and engagement in kidney dialysis. SHODH SAGAR® Universal Research Reports, 10(4), 437.

Salunkhe, Vishwasrao, Thakur, D., Krishna, K., Goel, O., & Jain, Prof. Dr. A. (2023). Optimizing cloud-based clinical platforms: Best practices for HIPAA and HITRUST compliance. Available at SSRN: https://ssrn.com/abstract=4984981

Salunkhe, V., Chintha, V. R., Pamadi, V. N., Jain, A., & Goel, O. (2022). AI-powered solutions for reducing hospital readmissions: A case study on AI-driven patient engagement. International Journal of Creative Research Thoughts, 10(12), 757-764.

Joshi, A., Salunkhe, V. R., & Agrawal, S., Goel, Prof. Dr. P., & Gupta, V. (2022). Optimizing ad performance through direct links and native browser destinations. International Journal for Research Publication and Seminar, 13(5), 538-571.

Salunkhe, V., Chinta, U., Bhimanapati, V. B. R., Jain, S., & Goel, Dr. P. (2022). Clinical quality measures (eCQM) development using CQL: Streamlining healthcare data quality and reporting. Available at SSRN: https://ssrn.com/abstract=4984995 or http://dx.doi.org/10.2139/ssrn.4984995

Salunkhe, V., Ayyagiri, A., Musunuri, A., Jain, Prof. Dr. A., & Goel, Dr. P. (2021). Machine learning in clinical decision support: Applications, challenges, and future directions. Available at SSRN: https://ssrn.com/abstract=4985006 or http://dx.doi.org/10.2139/ssrn.4985006

Joshi, A., Dandu, M. M. K., Sivasankaran, V., Renuka, A., & Goel, O. (2023). Improving delivery app user experience with tailored search features. Universal Research Reports, 10(2), 611-638.

Joshi, A., Arulkumaran, R., Agarwal, N., Aggarwal, A., Goel, P., & Gupta, A. (2023). Cross market monetization strategies using Google mobile ads. Innovative Research Thoughts, 9(1), 480–507.

Nadukuru, S., Joshi, A., Jain, S., Tirupati, K. K., & Chhapola, A. (2023). Advanced techniques in SAP SD customization for pricing and billing. Innovative Research Thoughts, 9(1), 421-449.

Tirupati, K. K., Joshi, A., Singh, S. P., Chhapola, A., Jain, S., & Gupta, A. (2023). Leveraging Power BI for enhanced data visualization and business intelligence. Universal Research Reports, 10(2), 676-711.

Joshi, A., Salunkhe, V. R., Agrawal, S., Goel, P., & Gupta, V. (2022). Optimizing ad performance through direct links and native browser destinations. International Journal for Research Publication and Seminar, 13(5), 538-571.

Cheruku, S. R., & Goel, P., & Jain, U. (2023). Leveraging Salesforce analytics for enhanced business intelligence. Innovative Research Thoughts, 9(5).

Mahadik, S., Murthy, K. K. K., & Cheruku, S. R., Prof.(Dr.) Arpit Jain, & Om Goel. (2022). Agile product management in software development. International Journal for Research Publication & Seminar, 13(5), 453.

Khair, M. A., Murthy, K. K. K., Cheruku, S. R., Jain, S., & Agarwal, R. (2022). Optimizing Oracle HCM cloud implementations for global organizations. International Journal for Research Publication & Seminar, 13(5), 372.

Voola, P. K., Murthy, K. K. K., Cheruku, S. R., Singh, S. P., & Goel, O. (2021). Conflict management in cross-functional tech teams: Best practices and lessons learned from the healthcare sector. International Research Journal of Modernization in Engineering, Technology, and Science, 3(11), 1508–1517. https://doi.org/10.56726/IRJMETS16992

Cheruku, S. R., Renuka, A., & Pandian, P. K. G. Real-time data integration using Talend Cloud and Snowflake. International Journal of Creative Research Thoughts (IJCRT), ISSN 2320-2882, g960–g977..

Voola, P. K., Gangu, K., Pandian, P. K. G., Goel, D. P., & Jain, P. (2021). AI-Driven Predictive Models in Healthcare: Reducing Time-to-Market for Clinical Applications

Alahari, J., Mangal, A., Singiri, S., Goel, O., & Goel, P. (2023). The impact of augmented reality (AR) on user engagement in automotive mobile applications. Innovative Research Thoughts, 9(5), 202-212. https://doi.org/10.36676/irt.v9.i5.1483

Alahari, J., Pakanati, D., Cherukuri, H., & Goel, O., Prof. (Dr.) Arpit Jain. (2023). Best practices for integrating OAuth in mobile applications for secure authentication. SHODH SAGAR® Universal Research Reports, 10(4), 385.

Alahari, J., Thakur, D., Goel, P., Chintha, V. R., & Kolli, R. K. (2022). Enhancing iOS application performance through Swift UI: Transitioning from Objective-C to Swift. International Journal for Research Publication & Seminar, 13(5), 312.

Alahari, J., Kolli, R. K., Eeti, S., Khan, S., & Verma, P. (2022). Optimizing iOS user experience with SwiftUI and UIKit: A comprehensive analysis. International Journal of Creative Research Thoughts, 10(12), f699.

Alahari, J., Tangudu, A., Mokkapati, C., Khan, S., & Singh, S. P. (2021). Enhancing mobile app performance with dependency management and Swift Package Manager (SPM). International Journal of Progressive Research in Engineering Management and Science, 1(2), 130-138.

Vijayabaskar, S., Mangal, A., Singiri, S., Renuka, A., & Chhapola, A. (2023). Leveraging Blue Prism for scalable process automation in stock plan services. Innovative Research Thoughts, 9(5), 216. https://doi.org/10.36676/irt.v9.i5.1484

Vijayabaskar, S., Thumati, P. R. R., Kanchi, P., Jain, S., & Agarwal, R. (2023). Integrating cloud-native solutions in financial services for enhanced operational efficiency. SHODH SAGAR® Universal Research Reports, 10(4), 402. https://doi.org/10.36676/urr.v10.i4.13

Vijayabaskar, S., Mahimkar, S., Shekhar, S., Jain, S., & Agarwal, R. (2022). The role of leadership in driving technological innovation in financial services. International Journal of Creative Research Thoughts, 10(12). ISSN: 2320-2882. https://ijcrt.org/download.php?file=IJCRT2212662.pdf

Vijayabaskar, S., Tangudu, A., Mokkapati, C., Khan, S., & Singh, S. P. (2021). Best practices for managing large-scale automation projects in financial services. International Journal of Progressive Research in Engineering Management and Science, 1(2), 107-117. https://doi.org/10.58257/IJPREMS12

Shi, D., Li, L., Shao, Y., Zhang, W., & Ding, X. (2023). Multimode control strategy for robotic rehabilitation on special orthogonal group SO(3). IEEE Transactions on Industrial Electronics, 71(2), 1749-1757.

Rambabu, S., Sriram, K. K., Chamarthy, S., & Parthasarathy, P. (2021). A proposal for a correlation to calculate pressure drop in reticulated porous media with the help of numerical investigation of pressure drop in ideal & randomized reticulated structures. Chemical Engineering Science, 237, 116518. Pergamon.

Hidayah, R., Chamarthy, S., Shah, A., Fitzgerald-Maguire, M., & Agrawal, S. K. (2019). Walking with augmented reality: A preliminary assessment of visual feedback with a cable-driven active leg exoskeleton (C-ALEX). IEEE Robotics and Automation Letters, 4(4), 3948-3954. IEEE.

Hidayah, R., Jin, X., Chamarthy, S., Fitzgerald, M. M., & Agrawal, S. K. (2018). Comparing the performance of a cable-driven active leg exoskeleton (C-ALEX) over-ground and on a treadmill. In 2018 7th IEEE International Conference on Biomedical Robotics and Biomechatronics (Biorob) (pp. 299-304). IEEE.

Jin, X., Hidayah, R., Chamarthy, S., Fitzgerald, M. M., & Agrawal, S. K. (2018). Comparing the performance of a cable-driven active leg exoskeleton (C-ALEX) over-ground and on a treadmill. In 2018 7th IEEE International Conference on Biomedical Robotics and Biomechatronics (Biorob) (pp. 299-304). IEEE.

Srinivasan, K., Siddharth, C. S., Kaarthic, L. V. A., & Thenarasu, M. (2018). Evaluation of mechanical properties, economic and environmental benefits of partially replacing silica sand with biomass ash for aluminium casting. Materials Today: Proceedings, 5(5), 12984-12992. Elsevier.

Ayyagiri, A., Jain, S., & Aggarwal, A. (2023). Innovations in multi-factor authentication: Exploring OAuth for enhanced security. Innovative Research Thoughts, 9(4).

Arulkumaran, R., Ayyagiri, A., & Musunuri, A., Prof.(Dr.) Punit Goel, & Prof.(Dr.) Arpit Jain. (2022). Decentralized AI for financial predictions. International Journal for Research Publication & Seminar, 13(5), 434.

Mahadik, S., Murthy, K. K. K., & Cheruku, S. R., Prof.(Dr.) Arpit Jain, & Om Goel. (2022). Agile product management in software development. International Journal for Research Publication & Seminar, 13(5), 453.

Salunkhe, V., Ayyagari, A., Musunuri, A., Jain, A., & Goel, P. (2021). Machine learning in clinical decision surt: Applications, challenges, and future directions. International Research Journal of Modernization in Engineering, Technology, and Science, 3(11), 1493–1506. https://doi.org/10.56726/IRJMETS16993

Ayyagari, A., Goel, P., & Verma, P. (2021). Exploring microservices design patterns and their impact on scalability. International Journal of Creative Research Thoughts (IJCRT), 9(8), e532–e551. https://www.ijcrt.org/

Murthy, K. K., Goel, O., & Jain, S. (2023). Advancements in digital initiatives for enhancing passenger experience in railways. Darpan International Research Analysis, 11(1), 40.

Mahadik, S., Murthy, K. K. K., & Cheruku, S. R., Prof.(Dr.) Arpit Jain, & Om Goel. (2022). Agile product management in software development. International Journal for Research Publication & Seminar, 13(5), 453.

Khair, M. A., Murthy, K. K. K., Cheruku, S. R., Jain, S., & Agarwal, R. (2022). Optimizing Oracle HCM cloud implementations for global organizations. International Journal for Research Publication & Seminar, 13(5), 372.

Murthy, K. K. K., Jain, S., & Goel, O. (2022). The impact of cloud-based live streaming technologies on mobile applications: Development and future trends. Innovative Research Thoughts, 8(1).

Murthy, K. K. K., & Gupta, V., Prof.(Dr.) Punit Goel. Transforming legacy systems: Strategies for successful ERP implementations in large organizations. International Journal of Creative Research Thoughts (IJCRT), ISSN 2320-2882, h604–h618.

Voola, P. K., Murthy, K. K. K., Cheruku, S. R., Singh, S. P., & Goel, O. (2021). Conflict management in cross-functional tech teams: Best practices and lessons learned from the healthcare sector. International Research Journal of Modernization in Engineering, Technology, and Science, 3(11), 1508–1517. https://doi.org/10.56726/IRJMETS16992

Arulkumaran, R., Khatri, D. K., Bhimanapati, V., Goel, L., & Goel, O. (2023). Predictive analytics in industrial processes using LSTM networks. Shodh Sagar® Universal Research Reports, 10(4), 512. https://doi.org/10.36676/urr.v10.i4.1361

Arulkumaran, R., Khatri, D. K., Bhimanapati, V., Aggarwal, A., & Gupta, V. (2023). AI-driven optimization of proof-of-stake blockchain validators. Innovative Research Thoughts, 9(5), 315. https://doi.org/10.36676/irt.v9.i5.1490

Arulkumaran, R., Chinta, U., Bhimanapati, V. B. R., Jain, S., & Goel, P. (2023). NLP applications in blockchain data extraction and classification. International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET), 11(7), 32-60. Available at http://www.ijrmeet.org

Arulkumaran, R., Daram, S., Mehra, A., Jain, S., & Agarwal, R. (2022). Intelligent capital allocation frameworks in decentralized finance. International Journal of Creative Research Thoughts (IJCRT), 10(12), 669.

Arulkumaran, R., Ayyagiri, A., Musunuri, A., Goel, P., & Jain, A. (2022). Decentralized AI for financial predictions. International Journal for Research Publication & Seminar, 13(5), 434.

Arulkumaran, R., Mahimkar, S., Shekhar, S., Jain, A., & Jain, A. (2021). Analyzing information asymmetry in financial markets using machine learning. International Journal of Progressive Research in Engineering Management and Science, 1(2), 53-67. https://doi.org/10.58257/IJPREMS16

Tirupati, K. K., Dandu, M. M. K., Balasubramaniam, V. S., Renuka, A., & Goel, O. (2023). End to end development and deployment of predictive models using Azure Synapse Analytics. Innovative Research Thoughts, 9(1), 508–537.

Tirupati, K. K., Mahadik, S., Khair, M. A., Goel, O., & Jain, A. (2022). Optimizing machine learning models for predictive analytics in cloud environments. International Journal for Research Publication & Seminar, 13(5), 611-634. https://doi.org/10.36676/jrps.v13.i5.1530

Tirupati, K. K., Mahadik, S., Khair, M. A., & Goel, O., Jain, A. (2022). Optimizing machine learning models for predictive analytics in cloud environments. International Journal for Research Publication and Seminar, 13(5), 611-642.

Dandu, M. M. K., Joshi, A., Tirupati, K. K., Chhapola, A., Jain, S., & Shrivastav, A. (2022). Quantile regression for delivery promise optimization. International Journal of Computer Science and Engineering (IJCSE, 11(1), 245-276.

Mahadik, S., Chinta, U., Bhimanapati, V. B. R., Goel, P., & Jain, A. (2023). Product roadmap planning in dynamic markets. Innovative Research Thoughts, 9(5), 282. https://doi.org/10.36676/irt.v9.i5.1488

Mahadik, S., Fnu Antara, Chopra, P., Renuka, A., & Goel, O. (2023). User-centric design in product development. Shodh Sagar® Universal Research Reports, 10(4), 473.

Mahadik, S., Murthy, P., Kumar, R., Goel, O., & Jain, A. (2023). The influence of market strategy on product success. International Journal of Research in Modern Engineering and Emerging Technology (IJRMEET), 11(7), 1-31. Available at http://www.ijrmeet.org

Balasubramaniam, V. S., Mahadik, S., Khair, M. A., & Goel, O., & Jain, A. (2023). Effective risk mitigation strategies in digital project management. Innovative Research Thoughts, 9(1), 538–567.

Mahadik, S., Antara, F., Chopra, P., Renuka, A., & Goel, O. (2023). Universal research reports. SSRN. https://ssrn.com/abstract=4985267

Mahadik, S., Mangal, A., Singiri, S., Chhapola, A., & Jain, S. (2022). Risk mitigation strategies in product management. International Journal of Creative Research Thoughts (IJCRT), 10(12), 665.

Mahadik, S., Murthy, K. K. K., Cheruku, S. R., Jain, A., & Goel, O. (2022). Agile product management in software development. International Journal for Research Publication & Seminar, 13(5), 453.

Tirupati, K. K., Mahadik, S., Khair, M. A., & Goel, O., & Jain, A. (2022). Optimizing machine learning models for predictive analytics in cloud environments. International Journal for Research Publication & Seminar, 13(5), 611-637. https://doi.org/10.36676/jrps.v13.i5.1530

Mahadik, S., Khatri, D., Bhimanapati, V., Goel, L., & Jain, A. (2022). The role of data analysis in enhancing product features. SSRN. https://ssrn.com/abstract=4985275

Tirupati, K. K., Mahadik, S., Khair, M. A., & Goel, O., & Jain, A. (2022). Optimizing machine learning models for predictive analytics in cloud environments. International Journal for Research Publication & Seminar, 13(5), 611-642.

Mahadik, S., Kolli, R. K., Eeti, S., Goel, P., & Jain, A. (2021). Scaling startups through effective product management. International Journal of Progressive Research in Engineering Management and Science, 1(2), 68-81.

Upadhyay, A., Oommen, N. M., & Mahadik, S. (2021). Identification and assessment of Black Sigatoka disease in banana leaf. In V. Goar, M. Kuri, R. Kumar, & T. Senjyu (Eds.), Advances in Information Communication Technology and Computing (Vol. 135). Springer, Singapore. https://doi.org/10.1007/978-981-15-5421-6_24

Musunuri, A., Goel, P., & Renuka, A. (2023). Innovations in multicore network processor design for enhanced performance. Innovative Research Thoughts, 9(3), Article 1460.

Musunuri, A., Jain, S., & Aggarwal, A. (2023). Characterization and validation of PAM4 signaling in modern hardware designs. Darpan International Research Analysis, 11(1), 60.

Arulkumaran, R., Ayyagiri, A., & Musunuri, A., Prof. (Dr.) Punit Goel, & Prof. (Dr.) Arpit Jain. (2022). Decentralized AI for financial predictions. International Journal for Research Publication & Seminar, 13(5), 434.

Musunuri, A., Goel, O., & Agarwal, N. (2021). Design strategies for high-speed digital circuits in network switching systems. International Journal of Creative Research Thoughts (IJCRT), 9(9), d842–d860. https://www.ijcrt.org/

Salunkhe, V., Ayyagiri, A., Musunuri, A., Jain, Prof. Dr. A., & Goel, Dr. P. (2021). Machine learning in clinical decision support: Applications, challenges, and future directions. Available at SSRN: https://ssrn.com/abstract=4985006 or http://dx.doi.org/10.2139/ssrn.4985006

Tangudu, A., & Agarwal, D. Y. K. PROF.(DR.) PUNIT GOEL, "Optimizing Salesforce Implementation for Enhanced Decision-Making and Business Performance." International Journal of Creative Research Thoughts (IJCRT), ISSN: 2320, 2882, d814-d832.

Tangudu, A., Jain, S., & Pandian, P. K. G. (2023). "Developing scalable APIs for data synchronization in Salesforce environments." Darpan International Research Analysis, 11(1), 75.

Tangudu, A., Chhapola, A., & Jain, S. (2023). "Integrating Salesforce with third-party platforms: Challenges and best practices." International Journal for Research Publication & Seminar, 14(4), 229. https://doi.org/10.36676/jrps.v14.i4.

Abhishek Tangudu, Akshun Chhapola, & Shalu Jain. (2023). "Leveraging Lightning Web Components for Modern Salesforce UI Development." Innovative Research Thoughts, 9(2), 220–234. https://doi.org/10.36676/irt.v9.i2.1459.

Alahari, J., Tangudu, A., Mokkapati, C., Khan, S., & Singh, S. P. (2021). "Enhancing Mobile App Performance with Dependency Management and Swift Package Manager (SPM)." International Journal of Progressive Research in Engineering Management and Science, 1(2), 130-138.

Vijayabaskar, S., Tangudu, A., Mokkapati, C., Khan, S., & Singh, S. P. (2021). "Best Practices for Managing Large-Scale Automation Projects in Financial Services." International Journal of Progressive Research in Engineering Management and Science, 1(2), 107-117. https://doi.org/10.58257/IJPREMS12.

Abhishek Tangudu, Akshun Chhapola, & Shalu Jain. (2023). "Leveraging Lightning Web Components for Modern Salesforce UI Development." Innovative Research Thoughts, 9(2), 220–234. https://doi.org/10.36676/irt.v9.i2.1459

Agarwal, N., Gunj, R., Chintha, V. R., Pamadi, V. N., Aggarwal, A., & Gupta, V. (2023). GANs for enhancing wearable biosensor data accuracy. SHODH SAGAR® Universal Research Reports, 10(4), 533. https://doi.org/10.36676/urr.v10.i4.13,62

Agarwal, N., Murthy, P., Kumar, R., Goel, O., & Agarwal, R. (2023). Predictive analytics for real-time stress monitoring from BCI. International Journal of Research in Modern Engineering and Emerging Technology, 11(7), 61-97.

Joshi, A., Arulkumaran, R., Agarwal, N., Aggarwal, A., Goel, P., & Gupta, A. (2023). Cross market monetization strategies using Google mobile ads. Innovative Research Thoughts, 9(1), 480–507.

Agarwal, N., Gunj, R., Mahimkar, S., Shekhar, S., Jain, A., & Goel, P. (2023). Signal processing for spinal cord injury monitoring with sEMG. Innovative Research Thoughts, 9(5), 334. https://doi.org/10.36676/irt.v9.i5,1491

Pamadi, V. N., Chhapola, A., & Agarwal, N. (2023). Performance analysis techniques for big data systems. International Journal of Computer Science and Publications, 13(2), 217-236. https://rjpn.org/ijcspub/papers/IJCSP23B1501.pdf

Vadlamani, S., Agarwal, N., Chintha, V. R., Shrivastav, A., Jain, S., & Goel, O. (2023). Cross-platform data migration strategies for enterprise data warehouses. International Research Journal of Modernization in Engineering Technology and Science, 5(11), 1-15. https://doi.org/10.56726/IRJMETS46858

Agarwal, N., Gunj, R., Chintha, V. R., Kolli, R. K., Goel, O., & Agarwal, R. (2022). Deep learning for real-time EEG artifact detection in wearables. International Journal for Research Publication & Seminar, 13(5), 402.

Agarwal, N., Gunj, R., Mangal, A., Singiri, S., Chhapola, A., & Jain, S. (2022). Self-supervised learning for EEG artifact detection. International Journal of Creative Research Thoughts (IJCRT, 10(12).

Balasubramaniam, V. S., Thumati, P. R. R., Kanchi, P., Agarwal, R., Goel, O., & Shrivastav, E. A. (2023). Evaluating the impact of agile and waterfall methodologies in large scale IT projects. International Journal of Progressive Research in Engineering Management and Science, 3(12), 397-412.

Joshi, A., Dandu, M. M. K., Sivasankaran, V., Renuka, A., & Goel, O. (2023). Improving delivery app user experience with tailored search features. Universal Research Reports, 10(2), 611-638.

Tirupati, K. K., Dandu, M. M. K., Balasubramaniam, V. S., Renuka, A., & Goel, O. (2023). End to end development and deployment of predictive models using Azure Synapse Analytics. Innovative Research Thoughts, 9(1), 508–537.

Balasubramaniam, V. S., Mahadik, S., Khair, M. A., & Goel, O., Prof. (Dr.) Jain, A. (2023). Effective risk mitigation strategies in digital project management. Innovative Research Thoughts, 9(1), 538–567.

Dandu, M. M. K., Balasubramaniam, V. S., Renuka, A., Goel, O., Goel, Dr. P., & Gupta, Dr. A. (2022). BERT models for biomedical relation extraction. SSRN. https://ssrn.com/abstract=4985957

Balasubramaniam, V. S., Vijayabaskar, S., Voola, P. K., Agarwal, R., & Goel, O. (2022). Improving digital transformation in enterprises through agile methodologies. International Journal for Research Publication and Seminar, 13(5), 507-537.

Chandramouli, A., Shukla, S., Nair, N., Purohit, S., Pandey, S., & Dandu, M. M. K. (2021). Unsupervised paradigm for information extraction from transcripts using BERT. ECML PKDD 2021. https://doi.org/10.48550/arXiv.2110.00949

Dandu, M. M. K., & Kumar, G. (2021). Composable NLP workflows for BERT-based ranking and QA system. UC San Diego. Retrieved from [https://gaurav5590.github.io/data/UCSD_CASL_Research_Gaurav_Murali.pdf].

Voola, P. K., Avancha, S., Gajbhiye, B., Goel, O., & Jain, U. (2023). Automation in mobile testing: Techniques and strategies for faster, more accurate testing in healthcare applications. Shodh Sagar® Universal Research Reports, 10(4), 420–432. https://doi.org/10.36676/urr.v10.i4.1356

Prathyusha Nama, Purushotham Reddy, & Guru Prasad Selvarajan. (2023). Intelligent Data Replication Strategies: Using AI to Enhance Fault Tolerance and Performance in Multi-Node Database Systems. Well Testing Journal, 32, 110–122. Retrieved from https://welltestingjournal.com/index.php/WT/article/view/11.

Nama, P., Reddy, P., & Selvarajan, G. P. (2023). Intelligent data replication strategies: Using AI to enhance fault tolerance and performance in multi-node database systems. Well Testing Journal, 32, 110–122. Retrieved from https://welltestingjournal.com/index.php/WT/article/view/11

Nama, P., Pattanayak, S., & Meka, H. S. (2023). AI-driven innovations in cloud computing: Transforming scalability, resource management, and predictive analytics in distributed systems. International Research Journal of Modernization in Engineering Technology and Science, 5(12), 4165. https://doi.org/10.56726/IRJMETS47900.

Nama, P., Reddy, P., & Selvarajan, G. P. (2023). Leveraging generative AI for automated test case generation: A framework for enhanced coverage and defect detection. Well Testing Journal, 32(2), 74–91. Retrieved from https://welltestingjournal.com/index.php/WT/article/view/110

Nama, P., Bhoyar, M., Chinta, S., & Reddy, P. (2023, September). Optimizing database replication strategies through machine learning for enhanced fault tolerance in cloud-based environments. Cineforum, 63(03), 30–44.