Category Archives: Uncategorized

Multi-Fact Table Modeling in Power BI: Enhancing Analytical Depth in Complex Pharma Dashboards

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Authors: Ajay Kumar Kota

Abstract: In the pharmaceutical industry, data complexity and fragmentation pose significant challenges to delivering unified, actionable insights. Traditional single-fact table models in Power BI often fall short when integrating data from multiple domains such as sales, prescriptions, marketing, and clinical operations. This article explores the strategy and implementation of multi-fact table modeling in Power BI, a powerful approach to unify diverse datasets while preserving analytical integrity and granularity. We examine the architecture of multi-fact models, the challenges of schema design and granularity alignment, and the importance of shared dimensions and bridge tables. The article also delves into advanced DAX techniques for managing filter contexts, optimizing performance, and delivering accurate KPIs across disparate data sources. A real-world pharmaceutical case study is included to illustrate practical applications and business impact.

DOI: https://doi.org/10.5281/zenodo.16024582

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Unified BI Strategy for Enterprise Migration: Aligning Qlik, Tableau, and Power BI for Seamless Reporting

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Authors: Ajay Kumar Kota

Abstract: In today's complex enterprise environments, organizations often operate multiple business intelligence (BI) platforms such as Qlik, Tableau, and Power BI across various departments. While each tool offers unique capabilities, this fragmented approach can lead to inconsistent reporting, duplicated efforts, and governance challenges. This article explores the strategic importance of developing a unified BI framework that aligns these tools within a centralized governance and data architecture. It discusses the drivers behind BI unification—including digital transformation, compliance, and cost optimization—while addressing the technical and organizational challenges of multi-tool environments. A detailed case study demonstrates how an enterprise successfully integrated multiple BI platforms to reduce costs and improve data trust. The article concludes with best practices and a future outlook, emphasizing the importance of flexibility, interoperability, and user empowerment in driving long-term analytics success. A unified BI strategy is presented not as tool consolidation, but as a cohesive vision that ensures consistent, trusted, and actionable insights across the entire organization.

DOI: https://doi.org/10.5281/zenodo.16023841

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Holistic Healing With Architecture

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Authors: Shreeya Atul Joshi, Prof. Anand Pande , Dr. Sudhir V. Dhomane

Abstract: In today’s fast-paced world marked by rising stress levels, pollution, sedentary lifestyles, and increasing mental health challenges, the need for healing extends beyond medical interventions to the very spaces we inhabit. Architecture, traditionally viewed as a means to provide shelter and functionality, is now being recognized as a powerful tool for supporting physical, mental, emotional, and spiritual well-being. This paper explores the concept of Holistic Healing with Architecture, focusing on how built environments can be intentionally designed to facilitate healing and inner balance.The study draws from ancient Indian philosophies such as Ayurveda, Vastu Shastra, and the Panchamahabhutas (Five Elements), along with modern design practices like biophilic design, sensory architecture, sustainable building practices, and climate responsiveness. It proposes that healing architecture is not just about aesthetics or comfort, but about crafting spaces that harmonize with nature, enhance emotional equilibrium, and restore health through sensory and environmental connection.Key elements discussed include the use of natural materials, healing colors, airflow, daylighting, water bodies, soundscapes, plant integration, spatial geometry, and sacred symbolism. The paper analyzes case studies of wellness centers, holistic hospitals, and traditional Indian ashrams to understand the spatial qualities that promote calmness, reduce stress, and encourage introspection.Further, the study focuses on user-centric design—how spaces impact not just patients, but caregivers, therapists, and visitors. The integration of courtyards, meditation zones, aromatherapy gardens, and elemental zoning (based on Vastu) is explored as a method to infuse healing qualities throughout a facility.This paper also presents a conceptual framework derived from the integration of spiritual wisdom and scientific understanding to develop design strategies that support healing. The goal is to create environments where architecture becomes an active participant in the healing process—where every wall, window, and walkway contributes to health, harmony, and happiness.Ultimately, the research promotes a paradigm shift in design thinking, encouraging architects to approach projects not just as structures to be built, but as living systems to be nurtured—systems that have the potential to heal people and reconnect them with the rhythms of nature and themselves.

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Translating Business Logic Into Technical Design: Mockup-to-Metadata Model For BI Projects

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Authors: Ajay Kumar Kota

Abstract: In successful Business Intelligence (BI) projects, the transition from business requirements to technical implementation is often the most critical—and misunderstood—phase. This article introduces a structured approach for translating business logic into robust technical design through a "Mockup-to-Metadata" model. It explores how initial user mockups and conceptual dashboards can be methodically mapped to metadata layers, data models, and technical specifications. Emphasis is placed on identifying KPIs, filter logic, hierarchies, and aggregations early in the design process to avoid ambiguity and ensure alignment. By standardizing the translation process, BI teams can bridge the gap between non-technical business users and data architects, reduce project rework, and deliver consistent, scalable, and validated analytics solutions. Through practical frameworks, step-by-step mapping strategies, and a pharma-based case study, the article demonstrates how to build metadata-driven BI systems that are agile, auditable, and stakeholder-centric. This approach empowers organizations to foster collaboration, maintain governance, and accelerate delivery in complex BI environments.

DOI: https://doi.org/10.5281/zenodo.16022434

 

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Improving Students Assessment in E-learning

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Authors: Professor Sakshi M. Rahangdale, Ms. Aachal Harinkhede, Ms. Dolly Raghorte, Ms. Jyoti Patle

Abstract: With the increasing reliance on digital platforms for education, e-learning has emerged as a powerful alternative to traditional classroom instruction. However, assessing students effectively in online environments poses numerous challenges, including issues of academic integrity, student engagement, technological access, and diverse learning styles. This paper focuses on improving student assessment practices in e-learning by exploring both pedagogical and technological innovations. It examines the limitations of conventional assessments like timed exams and emphasizes the need for more adaptive, continuous, and formative evaluation techniques. Advanced tools such as learning analytics, AI-driven assessment systems, and gamified quizzes are discussed for their potential to enhance objectivity and provide real-time feedback. Furthermore, the paper highlights the importance of inclusive assessment strategies that consider learners with varied needs, ensuring accessibility and fairness. It also underscores the need for teacher training in digital pedagogy to effectively design and implement online assessments. Strategies such as peer assessment, project-based evaluation, open-book exams, and scenario-based learning are proposed to make assessments more reflective of real-world understanding. By addressing technological, pedagogical, and ethical dimensions of e-assessment, this study aims to provide a comprehensive framework for educators and policymakers to design more robust, student-centered assessment systems in virtual learning environments. The insights presented can contribute to improving learning outcomes, promoting academic honesty, and increasing student satisfaction in e-learning ecosystems.

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Hydrogen Operated Internal Combustion Vehicle

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Authors: Mr. P.G.Gavade

Abstract: Now a days in every country like India we have a scarcity of fossil fuels. A hydrogen vehicle is a vehicle that uses hydrogen as its onboard fuel for motive power. Hydrogen vehicles include hydrogen fueled space rockets, as well as automobiles and other transportation vehicles. The credential part of this paper gives the theoretical application of hydrogen cells in vehicles of the modern century for lower emissions and higher efficiency. As the quantity of fossil fuels are very limited that is why we need an alternative source of energy or the fuels so we can save the fossils fuels for our future generation and the hydrogen.

DOI: https://doi.org/10.5281/zenodo.15964355

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Applications Of Radiology In Ophthalomology

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Authors: Fiza Shabir Mir

Abstract: Radiology plays a crucial role in ophthalmology by providing non-invasive imaging techniques for diagnosis and managing ocular diseases. The advancements in imaging technologies, modalities such as MRI, CT, USG and Optical Coherence Tomography (OCT) have significantly improved the detection of retinal, orbital and neuro-ophthalmic conditions. This paper explores the applications of radiological imaging in ophthalmology, highlighting recent techniques, advancements and their clinical impact.

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Mechanical Behavior of Fly Ash-Based SIFCON Reinforced with Hooked-End Steel Fibers for High-Strength and Sustainable Structures

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Authors: P.Parthiban, Dasari Sai Vishnu Babu, Shaik Mustafa, Molla Baji

Abstract: Slurry-Infiltrated Fibrous Concrete (SIFCON) is a high-performance cementitious composite recognized for its outstanding ductility, impact resistance, and strength. This study evaluates the effects of varying hooked-end steel fiber content (1%, 3%, 5%, 7%, and 9%) and partial fly ash replacement on the flexural behavior of SIFCON. Designed to enhance sustainability and structural efficiency, the research explores how different fiber volumes and matrix compositions influence mechanical performance. Using simply supported beams tested under three-point bending, key parameters such as load capacity, deflection, crack patterns, and energy absorption are assessed. The findings reveal that flexural strength and toughness improve with increased fiber content, peaking at 8% volume. However, higher fiber concentrations lead to workability challenges and fiber clustering, which hinder stress uniformity. The study concludes that fly ash-based SIFCON with optimized fiber reinforcement offers a sustainable and robust solution for structural applications requiring superior flexural performance.

DOI: https://doi.org/10.5281/zenodo.15963222

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Governance at Scale: Managing IAM and Policy Enforcement across AWS and GCP

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Authors: Harish Govinda Gowda

Abstract: As enterprises accelerate their multi-cloud strategies, managing Identity and Access Management (IAM) and enforcing governance policies across platforms like AWS and GCP has become a top priority. These cloud providers offer distinct IAM models, policy enforcement tools, and logging mechanisms, creating complexity for organizations seeking consistent security, compliance, and operational control. This article explores a comprehensive governance framework for managing IAM and policy enforcement at scale in a dual-cloud environment. It examines core architectural principles, identity federation strategies, scalable IAM design, and automation practices using infrastructure-as-code and policy-as-code tools. Additionally, it highlights native policy enforcement mechanisms such as AWS Service Control Policies and GCP Organization Constraints, while outlining approaches for centralized monitoring, auditing, and anomaly detection. Through a real-world case study of a financial services platform, the article illustrates how cross-cloud governance can be automated, monitored, and evolved to meet business and regulatory demands. The piece concludes with lessons learned, technical recommendations, and a blueprint for sustainable cloud governance in large-scale environments.

DOI: https://doi.org/10.5281/zenodo.15917433

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Runbook Engineering and SOP Design in High-Availability Environments: A Playbook for DevOps Teams

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Authors: Harish Govinda Gowda

Abstract: In modern high-availability environments, runbooks and Standard Operating Procedures (SOPs) serve as foundational tools for maintaining system reliability, enabling rapid incident response, and ensuring compliance. As organizations scale their DevOps and Site Reliability Engineering (SRE) practices, the need for structured, version-controlled, and automation-ready documentation becomes increasingly urgent. This article explores the principles and practices of runbook engineering and SOP design, offering a practical playbook for DevOps teams operating in complex, cloud-native infrastructures. Through real-world case studies and forward-looking strategies, it highlights how well-designed documentation not only reduces mean time to resolution (MTTR) but also empowers teams to automate responses, facilitate onboarding, and meet regulatory requirements. With insights into intelligent triggers, governance models, and AI-driven operational tooling, this guide aims to elevate runbooks and SOPs from static artifacts to dynamic, self-healing components of platform resilience.

DOI: https://doi.org/10.5281/zenodo.15916756

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