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NoneShare Tweet Share Share Email In an era where data is the new currency, safeguarding user information has become a paramount challenge for tech giants. With public scrutiny intensifying, companies must navigate the fine line between innovation and privacy. Ajay Krishnan Prabhakaran, a senior data engineer in Silicon Valley, offers a rare glimpse into the meticulous strategies employed to ensure data integrity. The Data Lifecycle: From Collection to Deletion Every interaction, whether it is a login, a post, or even a scroll, generates data. Ajay explains, “Each piece of data is annotated at the time of logging to distinguish between sensitive and non-sensitive information.” Sensitive data, like user IDs, is flagged to ensure its handling adheres to strict privacy protocols. These annotations are a cornerstone for ensuring privacy is baked into the system from the ground up. To illustrate, consider how a social media platform might handle user data. When a user logs in, their session data is tagged with a unique identifier that is separate from their personal information. This separation ensures that even if the session data is accessed, it cannot be directly linked back to the individual without additional authorization. This method not only protects user privacy but also complies with regulatory requirements. The annotated data is stored in Hive, a robust system designed for massive-scale data processing and analysis. Data retention policies are carefully calibrated to balance operational needs with privacy considerations. For instance, detailed logs containing user-specific information are retained for only a few weeks, while aggregated and anonymized data, compressed into summaries, can be stored for years to support long-term analytical needs. This approach allows companies to derive valuable insights without compromising individual privacy. When users choose to delete their accounts, the company faces the challenge of erasing all traces of their information. Ajay’s team developed an innovative solution by introducing replacement IDs (rids). At the time of data logging, user IDs are linked to rids in a secure mapping table. When an account is deleted, the corresponding row in the mapping table is removed, effectively anonymizing the data and severing any connection to the user. This process not only ensures compliance with privacy laws but also builds trust with users by demonstrating a commitment to their privacy. Preventing Data Misuse: A Multi-Layered Approach Storing data securely is only part of the equation; preventing unauthorized access and misuse is equally critical. Ajay highlights a two-year project his team undertook to develop a data lineage tracking system. This tool maps the flow of data across applications and flags any unauthorized data sharing or movement. This capability is essential for meeting stringent regulatory requirements like GDPR, which mandates transparency and accountability in data handling. To ensure legitimate use cases comply with privacy standards, thorough audits are conducted regularly. These audits require demonstrating that the requested data access is essential for integrity purposes and aligns with strict privacy protocols. He emphasizes the importance of this oversight, saying, “We must ensure every bit of data usage is justified and transparent.” To further bolster security, systems are designed with advanced monitoring tools that detect anomalies in real-time. Whether it’s identifying unusual access patterns or potential data breaches, these tools act as a frontline defense, ensuring threats are addressed proactively. For example, machine learning algorithms can be employed to recognize patterns that deviate from the norm, allowing for swift intervention before any damage occurs. Moreover, companies are increasingly adopting zero-trust architectures, which assume that threats could be internal as well as external. This approach requires continuous verification of user identities and access privileges, minimizing the risk of unauthorized data access. By implementing such comprehensive security measures, companies can significantly reduce the likelihood of data breaches and misuse. The Bigger Picture: Balancing Innovation and Privacy Beyond technical solutions, Ajay underscores the importance of fostering a company-wide culture of accountability. Regular third-party audits, stringent penalties for privacy violations, and a commitment to transparency are all critical to maintaining user trust. He believes this cultural foundation is what differentiates companies that excel in privacy protection from those that fall short. He also highlights the ethical dimensions of data engineering. “It’s not just about solving problems; it’s about considering the societal impact of the solutions we implement,” he notes. By designing tools and processes that prioritize user privacy, engineers contribute to a broader vision of ethical innovation. This approach ensures that technological advancements are aligned with societal values and expectations. In addition, companies are increasingly engaging with stakeholders, including users, regulators, and advocacy groups, to ensure their privacy practices meet evolving expectations. This dialogue helps companies stay ahead of potential issues and fosters a sense of shared responsibility for data protection. Looking Ahead: The Future of Data Privacy As artificial intelligence and machine learning redefine how data is utilized, the complexity of safeguarding privacy will only increase. His insights highlight the importance of staying ahead of emerging challenges. Detecting AI-generated profiles, refining models to prevent fraud, and addressing the nuances of cross-border data flows are just a few of the issues that will dominate the data privacy landscape in the coming years. He emphasizes that adaptability and continuous learning are crucial for engineers working in this space. “The landscape is evolving rapidly. We must remain agile and committed to innovation,” he says. In a world increasingly reliant on digital platforms, the stakes for data privacy have never been higher. By combining technical expertise with a steadfast commitment to ethical practices, engineers like Ajay are not only safeguarding user data but also setting the stage for a more secure and trustworthy digital ecosystem. Related Items: Securing Trust in a Digital World , Trust in a Digital World Share Tweet Share Share Email Comments
Cowboys and Commanders ride losing streaks into the NFC East rivals' 1st meeting this seasonPrescription Writing Software Market May Set a New Epic Growth Story with DrFirst, NextGen Healthcare 11-30-2024 11:08 AM CET | IT, New Media & Software Press release from: HTF Market Intelligence Consulting Pvt. Ltd. Prescription Writing Software Market HTF MI recently introduced Global Prescription Writing Software Market study with 143+ pages in-depth overview, describing about the Product / Industry Scope and elaborates market outlook and status (2024-2032). The market Study is segmented by key regions which is accelerating the marketization. At present, the market is developing its presence and some of the key players in this Report Include: Allscripts, eClinicalWorks, Cerner Corporation, DrFirst, NextGen Healthcare, Practice Fusion Download Sample Report PDF (Including Full TOC, Table & Figures) 👉 https://www.htfmarketintelligence.com/sample-report/global-prescription-writing-software-market?utm_source=Saroj_openpr&utm_id=Saroj According to HTF MI, the Prescription Writing Software Market is estimated to reach USD 8.5 by 2030, currently pegged at USD 3.2. In 2019 the market size was USD1.8 since then the growth rate of 12.5% The Prescription Writing Software market is segmented by Types (Cloud-based, Mobile-based, On-premise, Integrated EHR, Specialty-specific), Application (Hospitals, Clinics, Pharmacies, Telemedicine, Ambulatory care) and by Geography (North America, LATAM, West Europe, Central & Eastern Europe, Northern Europe, Southern Europe, East Asia, Southeast Asia, South Asia, Central Asia, Oceania, MEA). Definition: Prescription writing software digitizes the process of creating and managing prescriptions, reducing errors and improving patient safety. Integrated with EHR systems, these solutions enable seamless communication between healthcare providers and pharmacies. The rise in telemedicine and mobile healthcare drives adoption, offering efficient and accurate prescription management. Market Trends: Integration with telehealth platforms, AI for prescription analytics Market Challenges: Resistance to digital adoption in developing regions, Cybersecurity risks Dominating Region: North America Fastest-Growing Region: Asia-Pacific The titled segments and sub-section of the market are illuminated below: In-depth analysis of Prescription Writing Software market segments by Types: Cloud-based, Mobile-based, On-premise, Integrated EHR, Specialty-specific Detailed analysis of Prescription Writing Software market segments by Applications: Hospitals, Clinics, Pharmacies, Telemedicine, Ambulatory care Get 10-25% Discount on Immediate purchase 👉 https://www.htfmarketintelligence.com/request-discount/global-prescription-writing-software-market?utm_source=Saroj_openpr&utm_id=Saroj Geographically, the detailed analysis of consumption, revenue, market share, and growth rate of the following regions: •The Middle East and Africa (South Africa, Saudi Arabia, UAE, Israel, Egypt, etc.) •North America (United States, Mexico & Canada) •South America (Brazil, Venezuela, Argentina, Ecuador, Peru, Colombia, etc.) •Europe (Turkey, Spain, Turkey, Netherlands Denmark, Belgium, Switzerland, Germany, Russia UK, Italy, France, etc.) •Asia-Pacific (Taiwan, Hong Kong, Singapore, Vietnam, China, Malaysia, Japan, Philippines, Korea, Thailand, India, Indonesia, and Australia). Buy Now Latest Edition of Prescription Writing Software Market Report 👉 https://www.htfmarketintelligence.com/buy-now?format=3&report=8549 Prescription Writing Software Market Research Objectives: - Focuses on the key manufacturers, to define, pronounce and examine the value, sales volume, market share, market competition landscape, SWOT analysis, and development plans in the next few years. - To share comprehensive information about the key factors influencing the growth of the market (opportunities, drivers, growth potential, industry-specific challenges and risks). - To analyze the with respect to individual future prospects, growth trends and their involvement to the total market. - To analyze reasonable developments such as agreements, expansions new product launches, and acquisitions in the market. - To deliberately profile the key players and systematically examine their growth strategies. FIVE FORCES & PESTLE ANALYSIS: In order to better understand market conditions five forces analysis is conducted that includes the Bargaining power of buyers, Bargaining power of suppliers, Threat of new entrants, Threat of substitutes, and Threat of rivalry. • Political (Political policy and stability as well as trade, fiscal, and taxation policies) • Economical (Interest rates, employment or unemployment rates, raw material costs, and foreign exchange rates) • Social (Changing family demographics, education levels, cultural trends, attitude changes, and changes in lifestyles) • Technological (Changes in digital or mobile technology, automation, research, and development) • Legal (Employment legislation, consumer law, health, and safety, international as well as trade regulation and restrictions) • Environmental (Climate, recycling procedures, carbon footprint, waste disposal, and sustainability) Points Covered in Table of Content of Global Prescription Writing Software Market: Chapter 01 - Prescription Writing Software Executive Summary Chapter 02 - Market Overview Chapter 03 - Key Success Factors Chapter 04 - Global Prescription Writing Software Market - Pricing Analysis Chapter 05 - Global Prescription Writing Software Market Background or History Chapter 06 - Global Prescription Writing Software Market Segmentation (e.g. Type, Application) Chapter 07 - Key and Emerging Countries Analysis Worldwide Prescription Writing Software Market Chapter 08 - Global Prescription Writing Software Market Structure & worth Analysis Chapter 09 - Global Prescription Writing Software Market Competitive Analysis & Challenges Chapter 10 - Assumptions and Acronyms Chapter 11 - Prescription Writing Software Market Research Methodology Thanks for reading this article; you can also get individual chapter-wise sections or region-wise report versions like North America, LATAM, Europe, Japan, Australia or Southeast Asia. Nidhi Bhawsar (PR & Marketing Manager) HTF Market Intelligence Consulting Private Limited Phone: +15075562445 sales@htfmarketreport.com About Author: HTF Market Intelligence Consulting is uniquely positioned to empower and inspire with research and consulting services to empower businesses with growth strategies, by offering services with extraordinary depth and breadth of thought leadership, research, tools, events, and experience that assist in decision-making. This release was published on openPR.
B. Riley Lowers Oaktree Specialty Lending (NASDAQ:OCSL) Price Target to $15.00The Syrian conflict, which has raged on for over a decade, has left a trail of devastation and human suffering in its wake. The involvement of various domestic and international actors has further complicated the situation, making a resolution seem increasingly elusive. However, President Biden's willingness to engage with all Syrian groups reflects a new approach aimed at fostering a more inclusive and comprehensive process towards achieving peace and stability in the region.NEW YORK, Dec. 21, 2024 (GLOBE NEWSWIRE) -- WHY: Rosen Law Firm, a global investor rights law firm, reminds purchasers of ordinary shares of ASML Holding N.V. (NASDAQ: ASML) between January 24, 2024 and October 15, 2024, both dates inclusive (the “Class Period”), of the important January 13, 2025 lead plaintiff deadline. SO WHAT: If you purchased ASML ordinary shares during the Class Period you may be entitled to compensation without payment of any out of pocket fees or costs through a contingency fee arrangement. WHAT TO DO NEXT: To join the ASML class action, go to https://rosenlegal.com/submit-form/?case_id=31159 or call Phillip Kim, Esq. at 866-767-3653 or email case@rosenlegal.com for more information. A class action lawsuit has already been filed. If you wish to serve as lead plaintiff, you must move the Court no later than January 13, 2025. A lead plaintiff is a representative party acting on behalf of other class members in directing the litigation. WHY ROSEN LAW: We encourage investors to select qualified counsel with a track record of success in leadership roles. Often, firms issuing notices do not have comparable experience, resources, or any meaningful peer recognition. Many of these firms do not actually litigate securities class actions, but are merely middlemen that refer clients or partner with law firms that actually litigate cases. Be wise in selecting counsel. The Rosen Law Firm represents investors throughout the globe, concentrating its practice in securities class actions and shareholder derivative litigation. Rosen Law Firm achieved the largest ever securities class action settlement against a Chinese Company at the time. Rosen Law Firm was Ranked No. 1 by ISS Securities Class Action Services for number of securities class action settlements in 2017. The firm has been ranked in the top 4 each year since 2013 and has recovered hundreds of millions of dollars for investors. In 2019 alone the firm secured over $438 million for investors. In 2020, founding partner Laurence Rosen was named by law360 as a Titan of Plaintiffs’ Bar. Many of the firm’s attorneys have been recognized by Lawdragon and Super Lawyers. DETAILS OF THE CASE: According to the lawsuit, during the Class Period, defendants made false and/or misleading statements and/or failed to disclose that: (1) the issuers being faced by suppliers, like ASML, in the semiconductor industry were much more severe than defendants had indicated to investors; (2) the pace of recovery of sales in the semiconductor industry was much slower than defendants had publicly acknowledged; (3) defendants had created the false impression that they possessed reliable information pertaining to customer demand and anticipated growth, while also downplaying risk from macroeconomic and industry fluctuations, as well as stronger regulations restricting the export of semiconductor technology, including the products that ASML sells; and (4) as a result, defendants’ statements about ASML’s business, operations, and prospects lacked a reasonable basis. When the true details entered the market, the lawsuit claims that investors suffered damages. To join the ASML class action, go to https://rosenlegal.com/submit-form/?case_id=31159 or call Phillip Kim, Esq. toll-free at 866-767-3653 or email case@rosenlegal.com for information on the class action. No Class Has Been Certified. Until a class is certified, you are not represented by counsel unless you retain one. You may select counsel of your choice. You may also remain an absent class member and do nothing at this point. An investor’s ability to share in any potential future recovery is not dependent upon serving as lead plaintiff. Follow us for updates on LinkedIn: https://www.linkedin.com/company/the-rosen-law-firm , on Twitter: https://twitter.com/rosen_firm or on Facebook: https://www.facebook.com/rosenlawfirm/ . Attorney Advertising. Prior results do not guarantee a similar outcome. Contact Information: Laurence Rosen, Esq. Phillip Kim, Esq. The Rosen Law Firm, P.A. 275 Madison Avenue, 40th Floor New York, NY 10016 Tel: (212) 686-1060 Toll Free: (866) 767-3653 Fax: (212) 202-3827 case@rosenlegal.com www.rosenlegal.com
In conclusion, Ding Yanyuhang's stellar performance against Zhou Qi and the Xinjiang Flying Tigers underscores his immense talent, work ethic, and impact on the game. As he continues to shine on the court and make a case for being one of the top players in the CBA, the narrative of his rise to stardom will undoubtedly be one to watch in the coming seasons.
In a world where digital manipulation and filters reign supreme, Wen Yongshan's face serves as a reminder of the timeless beauty of simplicity. There is a purity to her features, a clarity that is both refreshing and rare in our modern age. When bathed in the soft glow of film, her face takes on a luminous quality that is nothing short of captivating, drawing us in and refusing to let go.No. 16 South Carolina 17, No. 12 Clemson 14
The modus operandi of this scheme typically begins with a group of fraudsters identifying potential targets who are in desperate need of cash. These targets are often individuals with poor credit scores or limited access to traditional forms of financing. The fraudsters approach these individuals, promising them large sums of money in exchange for taking out an auto loan in their name. In return, the fraudsters offer a small fraction of the loan amount to the target, typically around $30,000, as compensation for their participation in the scheme.
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