Editors: Shradhanjali Panda, Leena Priyadarshini Singh, V. Ramasamy, S. Balamurugan

Series Title: Applied Machine Learning for IoT and Data Analytics (volume 3)

Behavioural Analytics: Machine Learning Approaches for Predictive Insights

Volume 3

eBook: US $59 Special Offer (PDF + Printed Copy): US $107
Printed Copy: US $77
Library License: US $236
ISBN: 979-8-89881-394-9 (Print)
ISBN: 979-8-89881-393-2 (Online)
Year of Publication: 2026
DOI: 10.2174/97988988139321260301

Introduction

Applied Machine Learning for IoT and Data Analytics (Volume 3) offers a comprehensive exploration of how machine learning transforms behavioural data into actionable intelligence. In an era where data-driven strategies shape competitive advantage, this volume examines how organisations can harness predictive analytics to understand patterns, anticipate risks, and unlock hidden opportunities.

The book introduces the foundational principles of behavioural analytics and advances into practical machine learning applications across diverse domains. It addresses critical integration challenges such as data quality, model reliability, privacy protection, and ethical considerations—highlighting transparency and responsible data governance as essential pillars of modern analytics frameworks.

Through empirical research and real-world case studies, the volume demonstrates how predictive insights can enhance employee engagement, improve customer experiences, optimise marketing performance, and support public safety initiatives. Bridging theory with applied implementation, the book equips readers with both conceptual clarity and practical strategies for deploying machine learning-driven behavioural intelligence in dynamic organisational environments.


Key Features

  • - Comprehensive overview of behavioural analytics and predictive modelling foundations.
  • - Application of machine learning techniques with real-world perspectives on implementation and management.
  • - Insights into improving employee retention, customer engagement, and operational efficiency.
  • - Discussion of integration challenges, including data quality and governance frameworks, with a focus on ethical AI, transparency, data privacy, and responsible analytics practices

Target Readership:

Researchers, academics, postgraduate students, and professionals in machine learning, business analytics, and behavioural science.

Preface

- Pp. i-ii (2)
Shradhanjali Panda, Leena Priyadarshini Singh, V. Ramasamy, S. Balamurugan
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Dedication

- Pp. iii
Shradhanjali Panda, Leena Priyadarshini Singh, V. Ramasamy, S. Balamurugan
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Acknowledgements

- Pp. iv
Shradhanjali Panda, Leena Priyadarshini Singh, V. Ramasamy, S. Balamurugan
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List of Contributors

- Pp. v-vi (2)

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Enhancing Academic Development Through Automatic Speech Recognition and Natural Language Processing

- Pp. 1-13 (13)
Ananya Mitra*

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The Influence of Behavioural Analytics-driven Recommendation Systems on Web-based Purchase Decisions

- Pp. 14-33 (20)
Anita Pareek*, Binita Nanda, Shrutisudha Mishra

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Mapping People Analytics for Strategic Human Resource Management

- Pp. 34-46 (13)
Arjyalopa Mishra*, Sonam Subhadarshini

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Tracing the Journey of Machine Learning in Business, Management, and Allied Disciplines: A Comprehensive Review

- Pp. 47-66 (20)
Jayalaxmi Samal, Ashyashree Praharaj*

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Crime Count Prediction in India

- Pp. 67-76 (10)
Bhabani S. Mohanty, Durga Madhab Mahapatra, Soumendra Kumar Patra*, Aseem Ali

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Leveraging Data Analytics for Sustainable Improvements in Employee Engagement and Organizational Culture

- Pp. 77-94 (18)
Sanjita Lenka*, Subhamanaisini Nayak, Jyotisman Das Mohapatra

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Behavioural Analytics and Natural Language Processing for Data-Driven Business Insights

- Pp. 95-116 (22)
Kushagra Agrawal*, Pracheeta Gupta, Kshitij Krishna, Seba Mohanty, Sugyanta Priyadarshini

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The Dawn of A New Era: Digital Currency and its Impact on Banking

- Pp. 117-126 (10)
Sayangshree Panda, Nandinee Anand, Ritik Kumar Sahoo, Swapnamoyee Palit*

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Exploring the Role of AI in Enhancing Academic Performance: A Study on Management Students of Odisha

- Pp. 127-140 (14)
Swati Mishra*

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Balancing Transparency and Ethics in Behavioural Analytics for Business Insights

- Pp. 141-167 (27)
Tamanna Mohapatra*

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Integrating Digital Technology to Overcome Tourist Difficulties in Puri: A Solution-oriented Approach

- Pp. 168-179 (12)
Sobhana Tripathy, Ananya Mitra*

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Subject Index

- Pp. 180-183 (4)
Shradhanjali Panda, Leena Priyadarshini Singh, V. Ramasamy, S. Balamurugan
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