Hello everyone. Good morning. Today I will be discussing how blockchain technology is pathed to revolutionize tested data integrity and compliance management across regulated industries like healthcare, finance, and pharmaceuticals. Let's get into that one. In 2023, global spending on regulatory complaints reached a strategy $8.7 billion. Additionally, the average cost per data breach instant is $4.35 million. Since 2020, there has been a 56% increase in data integrity requirements. Organizations is regulatory industries face increasingly complaints, complex complaints, landscapes. The financial burden is substantial with complaints, costs continuing to rise annually beyond direct costs. The reparation damage from complaints, failures can be devastating. Meeting the requirements of regulations like hipaa. Sarbanes Oxley and FDA 21 CFR Part 11 demands sophisticated approaches to data management that the traditional systems struggle to provide efficiently. So core feature of blockchain. Blockchains core features are immutability, decentralization, and smart contracts. These can significantly enhance data security and operational efficiency in these high stakes environments. Immutability ensures that once data is recorded, it cannot be altered or deleted. Providing a reliable audit trial decentralization reduces the risk of signal. Single pint of failure and hanahans data security and distributing data across multiple nodes. Smart contracts, automate complaints processes, ensuring that regulatory requirements are met without manual intervention. So how blockchain technology will work in the healthcare industry. Organization face unprecedented data management challenges with patient data doubling approximately every 73 days. The industry processes over 5.2 petabytes of sensitive information daily, all of which must comply with HIPAA and other regulatory frameworks. Blockchains. Implementation in healthcare have demonstrated a 99 point to 97% success rate in maintaining data integrity and have reduced unauthorized access attempts by 96 1%. These improvements directly translate to better patient outcomes, reduced compliance costs, and minimize risk of regulatory penalties. Blockchain technology is proving to be essential in managing the explosive growth. Of healthcare data while ensuring complaints and enhancing patient care. So let us discuss now how blockchain technology will work, is helping the finance industry. Traditional complaints methods involve manual audits, which are high cost and time intensive. However, with block blockchain implementation, we can leverage smart contracts and distributor ledgers to streamline this process. Organizations in financial sector has been early adopters of blockchain for complaints management, and the results have been impressive. They have reported a 72.8% decrease in complaints related costs, and compared to traditional systems, perhaps more significant. Is the 86.3% reduction in data integrity incidents, which has dramatically decreased the risk of regulatory penalties and reputational damage. These improvements stem from blockchain's ability to create immutable audit trials and automate complaints verification through smart contracts. Blockchain technology is proving to be a game changer in reducing complaints costs, and enhancing data integrity in the financial sector Now. We will discuss how blockchain technology helps the pharmaceutical industry. Pharmaceutical companies face particularly stringent regulatory requirements with the 56% increase in data integrity requirements since 2020. The FDA 21 CFR Part 11 mandates. Comprehensive electronic records management with strict controls for data, authenticity, integrity, and non-repudiation blockchain solutions have helped pharmaceutical organizations decrease validation time by 45% while maintaining a and impressive 99 point 99% AC accuracy in data verification. This improvement is critical in an industry where data integrity directly impacts patient safety and regulatory approval timelines. Blockchain technology is proving essential in maintaining high standards of data accuracy and complaints in the pharmaceutical sector. Now let us discuss the benefits of the blockchain technology. Blockchain's futures collectively enhance data security. Reading the reducing the risk of breaches. Automating complaints through smart contracts can streamline operations and reduce costs leading to greater operational efficiency. Audit. Audit preparation time. There has been an 85 4 0.5% reduction in the time required to prepare for regulatory audits due to instantly available verified records. Complaints costs. Orions have seen a 76.2% decrease in overall complaints related expenses through automation and reduced need for manual verification error rates. There are 93.1% fewer data integrity errors detected during both internal and external audits compared to traditional systems. Beyond these immediate benefits, orations report substantial operational efficiencies. The automation of compliance processes has freed valuable resources to focus on innovation rather than regulatory maintenance. The consistency of blockchain based complaints system also provides a greater conference in regulatory readiness at all times, not just during audit preparations. So next topic, like how implementation challenges in the blockchain technologies, despite its benefit benefits. There are a lot of challenges in the implementing the blockchain technology. Our nations must navigate the complexity of integration blockchain with existing system while maintaining business continually. Technical challenges around scalability and performance must be addressed, particularly in high transaction in environments. Legacy systems integration, hybrid solutions allow phase implementation with APIs, connecting blockchain to existing infrastructure organizational readiness. Comprehensive training programs and change management strategies are essential to prepare teams for new workflows. Scalability concerns, next generation, consensus mechanisms and side gen implementations can handle high transaction volumes. Regulatory uncertainty, proactive engagement with the regulators and complaints by design approach are crucial to address emerging requirements, successful implementations. Have utilized phase approaches, beginning with specific high value use cases before expanding to enterprise wide deployment. Cross-functional teams, including IT, complaints and business stakeholders have proven essential for addressing both technical and orination challenges. Blockchain technology while promising, requires careful planning and execution to overcome these challenges and achieve successful integration Immutable. Audit trails. So how blockchain technologies in blockchain technology when you use the blockchain technology, how the audit trail audit trails are, how auditing will help the blockchain technology when you are implementing in your industry. One of Blockchain's most valuable compliance feature is its ability to create immutable audit trails. Every data transaction is recorded with cryptographic proof of what change, who changed it, and when the change occurred. This level of detail creates unprecedented transparency for auditors and regulators. Data creation tested data is generated with the cryptographic signature and timestamp validation. A consensus mechanism verifies data integrity across the network. Secure storage data is stored in a tamper proof blocks linked to cryptographically authorized access. Permission access is controlled through smart contracts. Audit verification. Complete history, accessible to author, authorized, audited. So unlike traditional database logs, which can be altered, blockchains distributed consensus mechanism ensures that the audit trail itself cannot be tampered with. This capability directly address the core requirements of most regulatory frameworks, which demand, verifiable record of all data handling. Future applications since tested data management. AI integration means com. Combining blockchain with artificial intelligence will enable product predictive complaints and automated test data generation. This integration will help definitely potential issues before they become regulatory violations. Zero knowledge proofs. Advanced cryptographic techniques like zero knowledge proofs, will allow verification of complaints without exposing sensitive data, enhancing privacy capabilities, cross border complaints. Blockchain will facilitate automated adherence to multiple regulatory frameworks across different directions. The integration of blockchain with emerging technologies promises. To further transform test data management, AI power systems combined with blockchain's, immutable regards, will enable predictive compliance, identifying potential issues before they become regulatory violations. Advanced cryptographic techniques like zero knowledge groups will. Allow organizations to verify complaints without exposing sensitive data, addressing the growing tensions between transparency requirements and privacy regulations. These innovations will be particularly valuable for our nation operating across multiple regulatory detections. Blockchain technology combined with AI and advanced cryptographic techniques is set to revolutionize test data management and comprehensive. Now let us discuss about the key takeaways and the next steps as this current state. Begin by evaluating your organization's complaints, pinpoints, and identifying high value use cases where blockchain can make a significant impact. Pilot implementation. Start with the controlled proof of concept in one regulatory area to test blockchain's effectiveness. Scale strategically expand the implementation based on measurable compliance, improvements and success From the pilot phase, blockchain technology offers transformative potential factors, data integrity and compliance management across, regulated industries, organizations implementing blockchain solutions have demonstrated significant I improvements in data security, audit efficiency, and complaints cost. To begin your blockchain journey, start by identifying specific complaints by pain points where blockchain's capabilities align with your organization's needs. Develop a proof of concept with clearly defined success metrics and engage with both technical and stakeholders. Early in the process with this strategic phased approach, blockchain can revolutionize how you organization manages test data complaints. Thank you for your attention and I look forward to any questions you may have. I would like to extend my heartful thanks to the Con 42 organizers for putting together subject fantastic event. A special thank you to our sponsors for their generous support and to all the attendees for being here and contributing to the success of this conference. I.