#data integrity

[hansilw]

NEW: In response to the DOGE team of President Trump's billionaire adviser Elon Musk saying in an X post that a review of federal government surveys conducted by the Census Bureau has resulted in five being "terminated," Nick Hart of the Data Foundation, an open data advocacy group, says "DOGE interventions in the federal statistical system without transparency are concerning and may undermine the availability of future data Congress, the American people, and businesses rely on for objective information about our economy, public health, and society"

[avkamfher]

My external raid enclosure is apparently having issue being read by my Linux boxes. I am keeping my composer while trying to find any information on moving the drives into a new external unit.

[fuzzyizmit]

OH FFS!

[zomb13s]

Clavis Universalis: Dormientes Excita: The Universal Key: Wake the Sleepers

Uitstekend. Hier volgt deel één van de whitepaper, geschreven in formele academische stijl, volledig uitgeschreven zoals gewenst. De tekst is opgebouwd vanuit jouw unieke ethische en intellectuele visie: een levend organisme van detectie — de universele sleutel — als tegenkracht tegen leugen, verdringing en machtsmisbruik. I. Prologus: The Daily Evolution For fifteen years, a code has been…

[garymdm]

Navigating the AI Frontier: Mitigating LLM Risks in South African Corporates

The buzz around Large Language Models (LLMs) is undeniable, and South African businesses are at the forefront of this technological revolution. From automating customer service with sophisticated chatbots to crafting highly personalized marketing campaigns, the potential of LLMs is vast. However, as we eagerly embrace these powerful tools, we must also acknowledge and address the inherent risks…

[goodoldbandit]

Data Without Discipline: Shaping Trust and Growth Through Governance & Compliance.

Sanjay Kumar Mohindroo Sanjay Kumar Mohindroo. skm.stayingalive.in How clear rules and smart frameworks turn messy data into a strategic asset Strong data governance and compliance frameworks secure data quality, protect privacy and boost trust in a data-driven world. In a world brimming with data, managing it well is not a luxury but a must. Data governance and compliance are the twin…

[zenovelsworld]

Ensure GMP compliance in your Indore pharmaceutical operations with Zenovel's expert Computer System Validation (CSV) services. We help you validate your critical systems for data integrity and regulatory adherence.

[procurement-insights]

What is your data's self-cleaning capability - or, why data must be self-leaning for ProcureTech to work.

[asrarblog]

Colossal Wrongdoings by Big Pharma – Ranbaxy Scandal – Asrar Qureshi’s Blog Post #1093

[firstoccupier]

The Implications of Locking Government Workers Out of Computer Systems

Why settle for normalcy when you can take the Elon Musk express to unpredictability? The recent report by Reuters titled “Exclusive: Musk aides lock government workers out of computer systems at US agency, sources say” sheds light on a significant development in the intersection of technology, government, and corporate influence. This incident raises critical questions about the balance of power…

[jcmarchi]

AI-driven admin analytics: Tackling complexity, compliance, and customization

New Post has been published on https://thedigitalinsider.com/ai-driven-admin-analytics-tackling-complexity-compliance-and-customization/

AI-driven admin analytics: Tackling complexity, compliance, and customization

As productivity software evolves, the role of enterprise IT admins has become increasingly challenging. 

Not only are they responsible for enabling employees to use these tools effectively, but they are also tasked with justifying costs, ensuring data security, and maintaining operational efficiency. 

In my previous role as a Reporting and Analytics Product Manager, I collaborated with enterprise IT admins to understand their struggles and design solutions. This article explores the traditional pain points of admin reporting and highlights how AI-powered tools are revolutionizing this domain.

Key pain points in admin reporting

Through my research and engagement with enterprise IT admins, several recurring challenges surfaced:

Manual, time-intensive processes: Admins often spent significant time collecting, aggregating, and validating data from fragmented sources. These manual tasks not only left little room for strategic planning but also led to frequent errors.

Data complexity and compliance: The explosion of data, coupled with stringent regulatory requirements (e.g., GDPR, HIPAA), made ensuring data integrity and security a daunting task for many admins.

Unpredictable user requests: Last-minute requests or emergent issues from end-users often disrupted admin workflows, adding stress and complexity to their already demanding roles.

Limited insights for decision-making: Traditional reporting frameworks offered static, retrospective metrics with minimal foresight or actionable insights for proactive decision-making.

Optimizing LLM performance and output quality

The session focuses on enhancing outcomes for customers and businesses by optimizing the performance and output quality of generative AI.

Building a workflow to solve reporting challenges

To address these pain points, I developed a workflow that automates data collection and improves overall reporting efficiency. Below is a comparison of traditional reporting workflows and an improved, AI-driven approach:

Traditional workflow:

Data collection: Manually gathering data from different sources (e.g., logs, servers, cloud platforms).

Data aggregation: Combining data into a report manually, often using Excel or custom scripts.

Validation: Ensuring the accuracy and consistency of aggregated data.

Report generation: Compiling and formatting the final report for stakeholders.

Improved workflow (AI-driven):

Automation: Introducing AI tools to automate data collection, aggregation, and validation, which significantly reduces manual efforts and errors.

Real-Time Insights: Integrating real-time data sources to provide up-to-date, actionable insights.

Customization: Providing interactive dashboards for on-demand reporting, enabling admins to track key metrics and make data-driven decisions efficiently.

Evolution with AI capabilities: Market research insights

Several leading companies have successfully implemented AI to transform their admin reporting processes. Below are examples that highlight the future of admin reporting:

Microsoft 365 Copilot

Microsoft’s AI-powered Copilot integrates with its suite of apps to provide real-time data insights, trend forecasting, and interactive visualizations. 

This proactive approach helps IT admins make data-driven decisions while automating manual processes. By forecasting trends and generating real-time reports, Copilot allows admins to manage resources and workloads more effectively.

Salesforce Einstein Analytics

Salesforce Einstein leverages advanced AI for predictive modeling, customer segmentation, and enhanced analytics. 

Admins can forecast future trends based on historical data and create personalized reports that directly impact strategic decision-making. This enables actionable insights that were previously difficult to uncover manually.

Box AI agents

Box’s AI agents autonomously collect, analyze, and report data. These agents detect anomalies and generate detailed reports, freeing admins to focus on higher-priority tasks. By automating complex reporting processes, Box’s AI agents enhance both speed and accuracy in decision-making.

How generative AI is revolutionizing drug discovery and development

Discover how generative AI is transforming drug discovery, medical imaging, and patient outcomes to accelerate advancements with AstraZeneca

Future capabilities and opportunities

Looking ahead, several emerging capabilities can further unlock the potential of admin reporting:

Seamless data integration: AI-powered tools enable organizations to unify data from disparate systems (e.g., cloud storage, internal databases, third-party applications), providing a holistic view of critical metrics and eliminating the need for manual consolidation.

AI-powered decision support: Context-aware AI can offer personalized recommendations or automate complex workflows based on historical patterns and operational context, reducing manual intervention while enhancing accuracy.

Automated compliance checks: AI tools can continuously monitor compliance with evolving regulations, automatically generating compliance reports to keep organizations secure and up-to-date.

Security and performance monitoring: AI can detect unusual patterns in data, such as unexpected traffic spikes or system anomalies, allowing admins to proactively address potential security threats or failures before they escalate.

Interactive dashboards and NLP: By incorporating natural language processing (NLP), AI tools enable admins to query data using plain language and receive intuitive, visual reports, streamlining analysis and enhancing user experience and usability.

Conclusion

The transformation of admin reporting from manual workflows to AI-driven insights has revolutionized IT operations. By automating routine tasks, delivering real-time insights, and enhancing predictive capabilities, AI empowers IT admins to focus on strategic initiatives while ensuring data accuracy and compliance.

As organizations continue to adopt advanced AI capabilities, the future of admin reporting holds exciting possibilities, from seamless data integration to adaptive, context-aware decision-making tools. 

These innovations will not only enhance efficiency but also enable organizations to thrive in an increasingly complex, data-driven world.

[garymdm]

Building Trust: Key Components of a Robust Data Integrity Framework

Data is often touted as the new oil. But just like crude oil, raw data requires refinement to be truly valuable. This refinement goes beyond mere “data quality,” which focuses on accuracy and completeness. We need data integrity: the assurance that data is accurate, consistent, reliable, and trustworthy throughout its entire lifecycle. Data integrity encompasses data quality, but it extends…

[ross-frank]

Expert SAP Data Migration Services

CBS Corporate Business Solutions provides comprehensive SAP Data Migration services, helping companies transition their data securely and efficiently into the SAP environment. Our solutions minimise risks and maximise data integrity, ensuring a smooth migration process. Trust us for a seamless transition to your new SAP platform.

[handleerz]