Big Data Analytics: Tools, Technologies, and Real-World Applications – A Review

Authors

DOI:

https://doi.org/10.69968/ijisem.2024v3i3120-126

Keywords:

Big Data Analytics (BDA), Data analysis, Cloud computing, Apache Hadoop, Data Mining, Natural Language Processing (NLP)

Abstract

The need for data analytics and storage has grown exponentially due to the Internet's and the digital economy's quick expansion, and IT departments are finding it very difficult to safeguard and analyze these larger amounts of data. Big Data analytics optimizes client retention and creates new business possibilities by gleaning value from these massive amounts of data. Examine the many studies on tools, methods, and practical applications of big data analytics in this page. It concluded that Big Data Analytics has revolutionized multiple sectors, particularly healthcare, by enabling real-time, data-driven decision-making. Leveraging tools like Hadoop, Map Reduce, and cloud computing, organizations can efficiently manage and analyze vast volumes of structured and unstructured data. Languages such as Python and R, along with techniques like text mining and machine learning, enhance data integration and insight generation. The COVID-19 pandemic highlighted the critical role of big data in driving smarter decisions across industries. As data continues to grow exponentially, Big Data Analytics remains central to innovation, operational efficiency, and informed strategies in the digital age.

References

[1] U. Sivarajah, S. Kumar, V. Kumar, S. Chatterjee, and J. Li, "A study on big data analytics and innovation: From technological and business cycle perspectives," Technol. Forecast. Soc. Change, vol. 202, no. February, p. 123328, 2024,https://doi.org/10.1016/j.techfore.2024.123328

[2] H. Zhang, S. Lee, Y. Lu, X. Yu, and H. Lu, "A Survey on Big Data Technologies and Their Applications to the Metaverse: Past, Current and Future," Mathematics, vol. 11, no. 1, 2023,https://doi.org/10.3390/math11010096

[3] A. Gupta, "A Review Paper on Big Data Analytics," Int. J. Innov. Res. Comput. Sci. Technol., no. 2, pp. 63-69, 2022,https://doi.org/10.58532/V3BACT5P3CH1

[4] A. Islam Jony, "Applications of Real-Time Big Data Analytics," Int. J. Comput. Appl., vol. 144, no. 5, pp. 975-8887, 2016.https://doi.org/10.5120/ijca2016910208

[5] I. A. Ajah and H. F. Nweke, "Big Data and Business Analytics: Trends, Platforms, Success Factors and Applications," Big Data Cogn. Comput., vol. 3, no. 2, pp. 1-30, 2019.https://doi.org/10.3390/bdcc3020032

[6] A. Mehta, K. Solanki, and K. Solanki, "Big Data Analytics: Current Research Trends, Applications, Prospects and Challenges," Spec. Issue - 2021 Int. J. Eng. Res. Technol., vol. 9, no. 5, pp. 187-192, 2021,https://trends.google.com/trends/explore?date=all&q=%2Fm%2F0bs2j8q

[7] A. Singh and N. Shanker, "Redefining Cybercrimes in light of Artificial Intelligence : Emerging threats and Challenges," pp. 192-201, 2024,https://doi.org/10.58532/V3BCAG6P1CH16

[8] H. P. Jones, "Big Data Analytics Tools: a Bibliometric Literature Review," 2016.http://thescholarship.ecu.edu/handle/10342/5615

[9] N. Singh, "A Comprehensive Study on Big Data Techniques, Tools and Challenges," Int. J. Cybern. Informatics, vol. 5, no. 4, pp. 71-79, 2016,https://doi.org/10.5121/ijci.2016.5409

[10] R. Yadav, "BIG DATA ANALYTICS TOOLS AND TECHNOLOGIES USED IN CLOUD ENVIRONMENT," nternational J. Creat. Res. Thoughts, vol. 10, no. 9, pp. 714-723, 2022.

[11] Batko and A. Ślęzak, "The use of Big Data Analytics in healthcare," J. Big Data, vol. 9, no. 1, 2022,https://doi.org/10.1186/s40537-021-00553-4

[12] U. KEKEVİ and A. A. AYDIN, "Real-Time Big Data Processing and Analytics: Concepts, Technologies, and Domains," Comput. Sci., no. 2, pp. 111-123, 2022,https://doi.org/10.53070/bbd.1204112

[13] R. Rawat and R. Yadav, "Big Data: Big data analysis, issues and challenges and technologies," IOP Conf. Ser. Mater. Sci. Eng., vol. 1022, no. 1, 2021,https://doi.org/10.1088/1757-899X/1022/1/012014

[14] H. B. Abdalla, "A brief survey on big data: technologies, terminologies and data-intensive applications," J. Big Data, vol. 9, no. 1, 2022,https://doi.org/10.1186/s40537-022-00659-3

[15] S. Fakheri, "Big Data and Computing Visions A Comprehensive Review of Big Data Applications," Big Data Comput. Visions, vol. 2, no. 1, pp. 9-17, 2022, http://dx.doi.org/10.22105/bdcv.2022.325256.1041

[16] M. S. Kumar and J. Prabhu, "Recent development in big data analytics: Research perspective," Res. Anthol. Artif. Intell. Appl. Secur., vol. 3-4, no. November, pp. 1640-1663, 2020,https://doi.org/10.4018/978-1-7998-7705-9.ch072

[17] A. Badshah, A. Daud, R. Alharbey, A. Banjar, A. Bukhari, and B. Alshemaimri, Big data applications: overview, challenges and future, vol. 57, no. 11. Springer Netherlands, 2024.https://doi.org/10.1007/s10462-024-10938-5

[18] Z. A. Al-Sai et al., "Explore Big Data Analytics Applications and Opportunities: A Review," Big Data Cogn. Comput., vol. 6, no. 4, 2022,https://doi.org/10.3390/bdcc6040157

[19] S. Khan, H. U. Khan, and S. Nazir, "Systematic analysis of healthcare big data analytics for efficient care and disease diagnosing," Sci. Rep., vol. 12, no. 1, pp. 1-21, 2022,https://doi.org/10.1038/s41598-022-26090-5

[20] S. Goundar, A. Bhardwaj, S. Singh, M. Singh, and G. H L, "Big Data and Big Data Analytics: A Review of Tools and its Application," no. May, pp. 1-19, 2021,https://doi.org/10.4018/978-1-7998-6673-2.ch001

[21] Nazia Tazeen and K. S. Rani, "A Survey on Some Big Data Applications Tools and Technologies," Int. J. Recent Technol. Eng., vol. 9, no. 6, pp. 239-242, 2021,https://doi.org/10.35940/ijrte.F5575.039621

[22] C. R. Gujar and D. S. R. Ajmera, "A Study on Big Data Analytics: Technologies & Tools," Int. J. Comput. Appl. Technol. Res., vol. 9, no. 3, pp. 098-101, 2020,https://doi.org/10.7753/IJCATR0903.1002

[23] F. S. F. A. Raheem and I. U. G. Arachchige, "A Study on Big Data Analytics: Platforms and Tools, Challenges, Technologies and Key Applications," J. Inf. Syst. Inf. Technol., vol. 9, no. 3, pp. 098-101, 2020,https://doi.org/10.7753/IJCATR0903.1002

[24] A. Suresh, R. Kumar, E. Kannan, and Sagunthala, "A study on modern big data analytics tools," J. Adv. Res. Dyn. Control Syst., vol. 10, no. 1 Special Issue, pp. 282-285, 2018.

[25] S. Srinivasan and T. Thirumalai Kumari, "Big data analytics tools a review," Int. J. Eng. Technol., vol. 7, no. 3.3, p. 685, 2018,https://doi.org/10.14419/ijet.v7i2.33.15476

Downloads

Published

18-09-2024

Issue

Section

Articles

How to Cite

[1]
Kesavan, E. 2024. Big Data Analytics: Tools, Technologies, and Real-World Applications – A Review. International Journal of Innovations in Science, Engineering And Management. 3, 3 (Sep. 2024), 120–126. DOI:https://doi.org/10.69968/ijisem.2024v3i3120-126.