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Why should data & industry professionals consider shifting from traditional data & AI methods to Ontology & Knowledge Graphs? Traditional data management and AI approaches have been the backbone of digital transformation for years. However, as the data & its landscape evolves, new methods are emerging that provide deeper insights and richer context of data. Enter Ontologies and Knowledge Graphs Here’s why these technologies are gaining traction and why upskilling in this space is the future: 1. From Siloed Data to Connected Knowledge: Traditional data models often struggle with integration—data silos, mismatched terminologies, and schema inconsistencies. Ontologies act as a universal translator, aligning disparate data into a single, interconnected ecosystem. With knowledge graphs, you can see relationships across datasets in a way that’s simply not feasible with traditional techniques. 2. Context is King: AI models built on traditional data sources are often limited by their lack of context, resulting in “flat” insights. Ontologies and Knowledge Graphs enrich data with semantic context, transforming AI from mere pattern recognition to true understanding and reasoning. The result? AI that is more explainable, reliable, and actionable. This means shifting from diagnostic, descriptive, predictive analysis to prescriptive analysis. 3. A Shift from Reactive to Proactive Intelligence: Traditional data strategies focus on historical analysis—what happened and why. By leveraging Ontologies and Knowledge Graphs, you can evolve to proactive intelligence: understanding complex relationships, predicting future trends, and making informed decisions based on the broader knowledge network. 4. Better Governance and Compliance: In regulated industries, traditional methods often require complex and manual data lineage tracking. Ontologies provide a formalized, transparent structure that not only makes compliance simpler but also ensures data traceability at every level. This is especially critical when ensuring that AI models are aligned with ethical and legal standards. 5. Future-Proofing of industry: As data becomes the lifeblood of every organization, being fluent in Ontology and Knowledge Graphs will be a key differentiator. Professionals who can bridge the gap between data engineering, analytics, and semantic modeling will be in high demand. Think of this as the evolution of data expertise from tables and schemas to graphs and meaning. If you’re still using conventional data models and BI tools, it might be time to start exploring how Ontologies and Knowledge Graphs can elevate your digital & data strategy. The future of data & AI isn’t just about collecting information it’s about understanding it. Happy to connect & discuss😀 #DataScience #DataManagement #OntologyEngineering #KnowledgeGraphs #AI #DataStrategy #BusinessIntelligence #DataInnovation #FutureOfData #SemanticWeb #BigData #DataGovernance #DigitalTransformation #DataAnalytics

This post highlights on how knowledge graphs can transform the way many companies looking at #data & #ai in their optimisation & transformation journey for Pharma industry !! Imagine months of efforts reduced to hours !! Some Pharma Use Case with Knowledge Graphs: 1) #DataIntegration and #Interoperability: Knowledge graphs enable pharmaceutical companies to integrate data from diverse sources, ensuring seamless interaction between different datasets. This is essential in pharmaceutical research where data spans multiple disciplines and formats. 2)#KnowledgeManagement: With the power of knowledge graphs, organizations can create a unified view of their data, turning fragmented information into actionable insights. This boosts knowledge sharing and enhances decision-making processes across the company. 3)#RegulatoryCompliance: Knowledge graphs help ensure compliance with stringent regulatory requirements by providing a transparent, traceable, and auditable data management system, which is critical in the highly regulated pharma sector. 4) R&D Efficiency: Leveraging knowledge graphs, pharmaceutical research and development becomes more efficient, enabling researchers to quickly access, analyze, and extract insights from data—accelerating the drug development process. 5)#SemanticDataEnrichment: Knowledge graphs allow companies to enrich their data semantically, providing AI and machine learning models with deeper, context-rich data, which enhances predictive analytics and discovery. For a detailed discussion & understanding can reach out to Jitsu Sheth , Palak Dave #Pharma #DataIntegration #KnowledgeGraphs #Research #Compliance #AI #MachineLearning #Innovation #Healthcare www.aarth.io www.eccenca.com

Unlocking the Future of Automobile Manufacturing: How ECCENCA Simplifies Complex Processes with Knowledge Graphs Key use cases: 1.Supply Chain Transparency: Leveraging ECCENCA to integrate data from suppliers, enhancing transparency and risk management. 2.Product Lifecycle Management: Connecting data across design, production, and service stages for improved decision-making. 3.Regulatory Compliance: Ensuring traceability and compliance with global automotive standards through ECCENCA’s solutions. 4. Process & Engineering Data Knowledge Graphs: Unifying Process knowledge & engineering data across departments for more efficient product development. 5. Digital Twin and IoT Integration: Simulating vehicle performance in real-time for optimization under a unified platform. 6. Sustainability Tracking: Analyzing environmental impact data to meet sustainability goals, including significant CO2 emission reductions by 2027. #AutomotiveInnovation #KnowledgeGraphs #SupplyChainManagement #DigitalTransformation #ProductLifecycle #Sustainability #IoT #RegulatoryCompliance #DigitalTwin #EngineeringExcellence eccenca (Graph Platfotm) - Aarth Software Pvt Ltd(Graph Solution)

"On this auspicious Krishna Janmashtami, #Aarth Software wishes you divine blessings and endless inspiration in your personal and professional journey. May Lord Krishna guide you towards success and happiness." #aarth #graphdata #knowledgegraphs

May the vibrant colours of #Holi fill joy, success & prosperity this year. Wishing all #linkedinfam a colourful & Happy Holi from all of us !!! Aarth Software Pvt Ltd

Good bye and see you soon Ahmedabad….what an amazing city with so much more to explore. Likely a great rolemodel for a modern India rising to new prominence. Thank you to all our hosts and the marvelous conversations that we had. We will be back soon! Aarth Software Pvt Ltd Jitsu Sheth , Vikas Virupaksh and Shobhan Shah …will be seeing you next week in Mumbai!

Second meeting of the day….amazing company with inspiring leadership ….very clear vision on data and AI strategy….thank you for hosting us today! Jitsu Sheth , Vikas Virupaksh , Shobhan Shah Now off to Ahmedabad and a day packed with exciting discussions….stay tuned! Thanks to our partners Aarth Software Pvt Ltd for spearheading the advent of #neurosymbolicAI to India together with eccenca

Second day in India and the impressive journey keeps going on. The ambitions of this country, its people and the achievements they have already made are mindblowing. Thanks to our partners Aarth Software Pvt Ltd for organizing yet another inspiring customer meet-up. You guys are rocking this: Jitsu Sheth , Vikas Virupaksh Shobhan Shah

Modern Indian enterprises would surprise you! They don’t only offer unique and best in class work environments. They also expect only the best of and for themselves. Best in class tech, leapfrogging the cue to be leaders in applied AI are just a few of the aspirations that I heard during my 3rd day of visiting businesses in India. Many thanks to our partners at Aarth Software Pvt Ltd for developing #neurosymbolicAI and #knowledgegraph skills that allow us to jointly bring groundbreaking innovations and valuable solutions to the Indian market.

Happy New Year 2024 !! Wishing everyone a prosperous and joyful New Year! let 2024 bring new opportunities, achievements, and moments of growth. Grateful for the collaboration and connections in the past year, looking forward to another year of success together. #HappyNewYear #2024Goals