Digital Transformation and Change Management: An Analysis of the Impact of Artificial Intelligence and Big Data Implementation on Organizational Performance

Authors

  • Yesa Cahayaning Ramadhani Sekolah Tinggi Ilmu Ekonomi Indonesia (STIESIA) Surabaya Author
  • Dian Arlupi Utami Universitas Negeri Surabaya Author

DOI:

https://doi.org/10.62872/tsp44n91

Keywords:

Digital Transformation, Change Management, Artificial Intelligence, Big Data, Organizational Performance

Abstract

Digital transformation through the application of artificial intelligence (AI) and big data has become a key strategy in improving organizational performance in various sectors. The implementation of these technologies enables increased operational efficiency, accelerated decision-making, and innovation in services and products. However, on the other hand, organizations face various challenges, including technology infrastructure readiness, employee resistance to change, and data security risks. Therefore, an effective change management strategy is needed to ensure the successful implementation of AI and big data in supporting digital transformation. This research uses a qualitative approach with case study method and literature review. Case studies were conducted on organizations that have implemented AI and big data to analyze their impact on operational performance and business strategy. Data was collected through in-depth interviews with key stakeholders, observation of work processes, and analysis of organizational documents. In addition, a literature review was used to identify findings from previous research on the enablers and barriers of digital technology implementation.  The results show that the implementation of AI and big data has a positive impact on organizational performance, especially in improving efficiency, decision-making accuracy, and innovation. However, successful implementation is strongly influenced by the organization's readiness to face technical and cultural challenges. Organizations that have visionary leadership, effective change management strategies, and training programs for employees tend to be more successful in adopting digital technologies.

Downloads

Download data is not yet available.

References

Akbar, M. R. F., Farid, M. S., Pambudining, Z. C., & Putra, A. (2024). Analisis Efektivitas Kepemimpinan Kharismatik Terhadap Kinerja Dan Keberhasilan Organisasi: Studi Kasus Industri Manufaktur. Indonesian Journal Of Public Administration Review, 1(3), 16-16. Https://Doi.Org/10.47134/Par.V1i3.2549

Alet, J. (2024). Effective Integration Of Artificial Intelligence: Key Axes For Business Strategy. Journal Of Business Strategy, 45(2), 107-114. Https://Doi.Org/10.1108/Jbs-01-2023-0005

Amalia, S. N., Ghoniyah, I., Widiyanti, R. N., Hidayat, R., & Ikaningtyas, M. (2024). Menyusun Strategi Bisnis Berbasis Teknologi: Membangun Keunggulan Kompetitif Di Era Digital. Economics And Business Management Journal (Ebmj), 3(01), 12-19. Https://Www.Ejournal-Rmg.Org/Index.Php/Ebmj/Article/View/193

Amelia, N. F., Marcella, D. M., Semesta, H. J., Budiarti, S., & Usman, S. F. (2024). Implementasi Artificial Intelligence (Ai) Dalam Pembentukan Peraturan Perundang-Undangan Di Indonesia. Eksekusi: Jurnal Ilmu Hukum Dan Administrasi Negara, 2(1), 56-70. Https://Doi.Org/10.55606/Eksekusi.V2i1.789

Anggrahini, T., Widyastuti, S., & Sihite, M. (2023). Pengaruh Internal Kontrol, Organization Behaviour Dan Digitalisasi Terhadap Kinerja Perusahaan. Jurnal Locus Penelitian Dan Pengabdian, 2(11), 1079-1093. Https://Doi.Org/10.58344/Locus.V2i11.1860

Arifana, D. (2015). Pengaruh Manajemen Perubahan Terhadap Gaya Kepemimpinan Serta Dampaknya Pada Motivasi Kerja Dan Kinerja Karyawan Di Pt Bank Tabungan Pensiunan Nasional Purna Bakti Cabang Jember. Relasi: Jurnal Ekonomi, 11(2). Https://Doi.Org/10.31967/Relasi.V11i2.80

Asrul, A. (2024). Transpormasi Bisnis Di Era Digital: Peluang, Tantangan, Dan Strategi Inovasi. Jurnal Minfo Polgan, 13(2), 2294-2298. Https://Doi.Org/10.33395/Jmp.V13i2.14431

Attah, R. U., Ogunsola, O. Y., & Garba, B. M. P. (2023). Leadership In The Digital Age: Emerging Trends In Business Strategy, Innovation, And Technology Integration. Iconic Research And Engineering Journals, 6(9), 389-411.

Bhuiyan, M. S. (2024). The Role Of Ai-Enhanced Personalization In Customer Experiences. Journal Of Computer Science And Technology Studies, 6(1), 162-169. Https://Doi.Org/10.32996/Jcsts.2024.6.1.17

Cetindamar, D., Abedin, B., & Shirahada, K. (2021). The Role Of Employees In Digital Transformation: A Preliminary Study On How Employees’ Digital Literacy Impacts Use Of Digital Technologies. Ieee Transactions On Engineering Management.

Díaz-Arancibia, J., Hochstetter-Diez, J., Bustamante-Mora, A., Sepúlveda-Cuevas, S., Albayay, I., & Arango-López, J. (2024). Navigating Digital Transformation And Technology Adoption: A Literature Review From Small And Medium-Sized Enterprises In Developing Countries. Sustainability, 16(14), 5946. Https://Doi.Org/10.3390/Su16145946

Edward, A. V., & Frinaldi, A. (2024). Pengaruh Budaya Organisasi Terhadap Penciptaan Perilaku Inovatif Dalam Meningkatkan Kinerja Organisasi Publik. Polyscopia, 1(3), 62-68. Https://Doi.Org/10.57251/Polyscopia.V1i3.1336

Firdaus, I. T., Tursina, M. D., & Roziqin, A. (2021). Transformasi Birokrasi Digital Di Masa Pandemi Covid-19 Untuk Mewujudkan Digitalisasi Pemeritahan Indonesia. Kybernan: Jurnal Studi Kepemerintahan, 4(2), 226-239. Https://Doi.Org/10.35326/Kybernan.V4i2.1244

Godwin, G., Junaedi, S. R. P., Hardini, M., & Purnama, S. (2024). Inovasi Bisnis Digital Untuk Mendorong Pertumbuhan Umkm Melalui Teknologi Dan Adaptasi Digital. Adi Bisnis Digital Interdisiplin Jurnal, 5(2), 41-47. Https://Doi.Org/10.34306/Abdi.V5i2.1172

Hamdan, A., Alareeni, B., Hamdan, R., & Dahlan, M. A. (2024). Incorporation Of Artificial Intelligence, Big Data, And Internet Of Things (Iot): An Insight Into The Technological Implementations In Business Success. Journal Of Decision Systems, 33(2), 195-198. Https://Doi.Org/10.1080/12460125.2022.2143618

Hanelt, A., Bohnsack, R., Marz, D., & Antunes Marante, C. (2021). A Systematic Review Of The Literature On Digital Transformation: Insights And Implications For Strategy And Organizational Change. Journal Of Management Studies, 58(5), 1159-1197. Https://Doi.Org/10.1111/Joms.12639

Holmström, J. (2022). From Ai To Digital Transformation: The Ai Readiness Framework. Business Horizons, 65(3), 329-339. Https://Doi.Org/10.1016/J.Bushor.2021.03.006

Ilham, I. (2024). Manajemen Sumber Daya Manusia. Https://Repository.Penerbitwidina.Com/Uk/Publications/588314/Manajemen-Sumber-Daya-Manusia

Imran, F., Shahzad, K., Butt, A., & Kantola, J. (2021). Digital Transformation Of Industrial Organizations: Toward An Integrated Framework. Journal Of Change Management, 21(4), 451-479. Https://Doi.Org/10.1080/14697017.2021.1929406

Judijanto, L., Sudarmanto, E., Bakri, A. A., Susanto, E., & Kalsum, U. (2024). Pengaruh Peran Teknologi Blockchain Terhadap Efisiensi Proses Pelaporan Keuangan Dan Akuntansi Pada Industri Perbankan Di Indonesia. Sanskara Akuntansi Dan Keuangan, 2(03), 165-174. Https://Sj.Eastasouth-Institute.Com/Index.Php/Sak/Article/View/388

Kirana, A. Y., Saifudin, M., Mukhlisin, M. M., Fatmawati, N., & Ansori, M. I. (2023). Transformasi Digital Terhadap Sumber Daya Manusia Sebagai Upaya Meningkatkan Kapabilitas Perusahaan. Digital Bisnis: Jurnal Publikasi Ilmu Manajemen Dan E-Commerce, 2(4), 19-36. Https://Doi.Org/10.30640/Digital.V2i4.1707

Kusumasari, I. R., Hidayat, R., Sophia, Z. A., Maghfiroh, F. M., & Anggraini, A. D. (2024). Dampak Sosial Pengambilan Keputusan Berbasis Artificial Intelligence Terhadap Dinamika Ketenagakerjaan. Journal Of Macroeconomics And Social Development, 2(2), 12-12. Https://Doi.Org/10.47134/Jmsd.V2i2.531

Muzakir, U., Baharuddin, B., Manuhutu, A., & Widoyo, H. (2023). Penerapan Kecerdasan Buatan Dalam Sistem Informasi: Tinjauan Literatur Tentang Aplikasi, Etika, Dan Dampak Sosial. Jurnal Review Pendidikan Dan Pengajaran (Jrpp), 6(4), 1163-1169.Https://Doi.Org/10.31004/Jrpp.V6i4.20719

Nahuway, V. F. (2024). Manajemen Perkantoran Modern Di Era Digitalisasi: Suatu Tinjauan Literatur. Jurnal Administrasi Terapan, 3(1), 303-314. Https://Www.Ejournal-Polnam.Ac.Id/Index.Php/Jat/Article/View/2584

Ningsih, T. H., Sugiantoro, D., Taribuka, M. F., Febriansyah, M. F., Faradhiba, D. G. E., Pradana, M. A. D. R., & Mokodompit, E. A. (2025). Strategi Inovasi, Kewirausahaan Dan Platform Dalam Mempertahankan Keunggulan Kompetitif. Jurnal Manajemen Dan Kewirausahaan, 17(1), 41-53. Https://Doi.Org/10.55598/Jmk.V17i1.17

Okeleke, P. A., Ajiga, D., Folorunsho, S. O., & Ezeigweneme, C. (2024). Predictive Analytics For Market Trends Using Ai: A Study In Consumer Behavior. International Journal Of Engineering Research Updates, 7(1), 36-49. Https://Doi.Org/10.53430/Ijeru.2024.7.1.0032

Oktaviani, E., Asrinur, A., Prakoso, A. W. I., & Madiistriyatno, H. (2023). Transformasi Digital Dan Strategi Manajemen. Oikos Nomos: Jurnal Kajian Ekonomi Dan Bisnis, 16(1), 16-26. Https://Ejurnal.Ung.Ac.Id/Index.Php/Onm/Article/View/20322

Omowole, B. M., Olufemi-Philips, A. Q., Ofadile, O. C., Eyo-Udo, N. L., & Ewim, S. E. (2024). Big Data For Smes: A Review Of Utilization Strategies For Market Analysis And Customer Insight. International Journal Of Frontline Research In Multidisciplinary Studies, 5(1), 001-018. Https://Doi.Org/10.56781/Ijsrms.2024.5.2.0044

Ononiwu, M. I., Onwuzulike, O. C., & Shitu, K. (2024). The Role Of Digital Business Transformation In Enhancing Organizational Agility. World Journal Of Advanced Research And Reviews, 23(3), 285-308. Https://Doi.Org/10.30574/Wjarr.2024.23.3.2670

Oyekunle, D., & Boohene, D. (2024). Digital Transformation Potential: The Role Of Artificial Intelligence In Business. International Journal Of Professional Business Review: Int. J. Prof. Bus. Rev., 9(3), 1.

Pramudya, A. A., Purnama, M. R., Andarbeni, N. S., Nurjayanti, P., & Anshori, M. I. (2023). Implementasi Budaya Kerja Dan Gaya Kepemimpinan Terhadap Peningkatan Kinerja Karyawan. Sammajiva: Jurnal Penelitian Bisnis Dan Manajemen, 1(4), 24-40. Https://Doi.Org/10.47861/Sammajiva.V1i4.505

Pratama, G., & Elistia, E. (2020). Analisis Motivasi Kerja, Kepemimpinan Transformasional Dan Budaya Organisasi Terhadap Kinerja Karyawan Dimediasi Kepuasan Kerja Pada Angkatan Kerja Generasi Z. Jurnal Ekonomi: Journal Of Economic, 11(02). Https://Jeconomics.Esaunggul.Ac.Id/Index.Php/Jeco/Article/View/5

Putranti, H. R. D. (2024). Integrasi Teori Dan Praktik Manajemen Talenta Dinamika Tantangan Era Teknologi. Yayasan Dpi. Https://Badanpenerbit.Org/Index.Php/Dpipress/Article/View/1454

Putri, N. D., Haslindah, H., Marwati, P. K. S., Hermawansyah, W., Bustan, B., & Ilahi, A. A. A. (2023). Dampak Budaya Organisasi Terhadap Inovasi Dalam Perusahaan Teknologi: Sebuah Penelitian Kualitatif. Jurnal Ilmiah Multidisiplin Amsir, 2(1), 137-144. Https://Doi.Org/10.62861/Jimat%20amsir.V2i1.403

Rahmasari, S. (2023). Strategi Adaptasi Bisnis Di Era Digital: Menavigasi Perubahan Dan Meningkatkan Keberhasilan Organisasi. Karimah Tauhid, 2(3), 622-637. Https://Doi.Org/10.30997/Karimahtauhid.V2i3.9281

Rane, N. L., Paramesha, M., Choudhary, S. P., & Rane, J. (2024). Artificial Intelligence, Machine Learning, And Deep Learning For Advanced Business Strategies: A Review. Partners Universal International Innovation Journal, 2(3), 147-171. Https://Doi.Org/10.5281/Zenodo.12208298

Rasulong, I., Salam, R., Yusuf, M., & Abdullah, I. (2024). Implikasi Kepribadian Gen Z Bagi Daya Saing Organisasi: Suatu Kajian Sytematic Literature Review. Liquidity Jurnal Ilmu Manajemen Dan Bisnis, 2(2), 13-20. Https://Jurnal.Usy.Ac.Id/Index.Php/Liquidity/Article/View/46

Rismanto, C., Metris, D., Rasyiddin, A., & Priyanto, R. (2025). Strategi Pengembangan Organisasi: Penerapan Metode Agile Melalui Transformasi Inovasi, Budaya Organisasi, Digitalisasi, Dan Manajemen Pemasaran Untuk Meningkatkan Kinerja Perusahaan. Al-Kalam: Jurnal Komunikasi, Bisnis Dan Manajemen, 12(1), 1-17. Https://Ojs.Uniska-Bjm.Ac.Id/Index.Php/Alkalam/Article/View/16352

Sabrina, N., Istiqomah, N., Humaya, S., & Burhan, M. R. (2024). Dilema Perusahaan Kepada Generasi Gen Z Dari Dampak Positif Dan Negatif Perilaku Cyberloafing. Al-Dalil: Jurnal Ilmu Sosial, Politik, Dan Hukum, 2(3), 8-16. Https://Ejournal.Indrainstitute.Id/Index.Php/Al-Dalil/Article/View/1070

Salsabila, T. H., Indrawati, T. M., & Fitrie, R. A. (2024). Meningkatkan Efisiensi Pengambilan Keputusan Publik Melalui Kecerdasan Buatan. Journal Of Internet And Software Engineering, 1(2), 21-21. Https://Doi.Org/10.47134/Pjise.V1i2.2401

Simanjuntak, E. N., Irmayani, D., & Nasution, F. A. (2024). Tinjauan Penerapan Kecerdasan Buatan Dalam Keamanan Jaringan Tantangan Dan Prospek Masa Depan. Jurnal Ilmu Komputer Dan Sistem Informasi (Jikomsi), 7(2), 370-375. Https://Ejournal.Sisfokomtek.Org/Index.Php/Jikom/Article/View/3578

Tarigan, N. E., Laili, F. R., Hidayat, T. S., Hidayat, R., & Ikaningtyas, M. (2024). Membangun Keunggulan Bisnis Digital: Sinergi Perencanaan Sumber Daya Manusia Strategis Dan Artificial Intelligence. Karya: Jurnal Pengabdian Kepada Masyarakat, 4(1), 179-185. Https://Jurnalfkip.Samawa-University.Ac.Id/Karya_Jpm/Article/View/688

Wati, K. L., & Rajuddin, W. O. N. (2025). Transformasi Digital Dalam Manajemen Bisnis: Tantangan Dan Peluang Di Era Industri 4.0. Jurnal Ekonomi Dan Bisnis, 5(1), 206-213. Https://Doi.Org/10.56145/Ekobis.V5i1.317

Wijaya, F., Rohman, A. H., Hendly, E., Christi, T. A., Setiawan, T. E., & Ningsih, R. Y. (2024). Meninjau Daya Saing Agensi Kreatif Di Era Industri 5.0. Economics And Digital Business Review, 5(2), 18-27. Https://Www.Ojs.Stieamkop.Ac.Id/Index.Php/Ecotal/Article/View/1909

Xu, M., Zhang, Y., Sun, H., Tang, Y., & Li, J. (2024). How Digital Transformation Enhances Corporate Innovation Performance: The Mediating Roles Of Big Data Capabilities And Organizational Agility. Heliyon, 10(14).

Zubaidah, S. (2020, November). Self Regulated Learning: Pembelajaran Dan Tantangan Pada Era Revolusi Industri 4.0. In Prosiding Snpbs (Seminar Nasional Pendidikan Biologi Dan Saintek) (Pp. 1-19). Https://Proceedings.Ums.Ac.Id/Snpbs/Article/View/706

Downloads

Published

2025-02-28

How to Cite

Digital Transformation and Change Management: An Analysis of the Impact of Artificial Intelligence and Big Data Implementation on Organizational Performance. (2025). Maneggio, 2(1), 226-236. https://doi.org/10.62872/tsp44n91

Similar Articles

121-130 of 157

You may also start an advanced similarity search for this article.