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April 14.2025
3 Minutes Read

How Enterprise Customer Decisioning is Transforming AI Learning Paths

Confident man in blue suit smiling, related to Enterprise Customer Decisioning.

The Transformative Potential of Enterprise Customer Decisioning

In today's rapidly evolving business landscape, organizations are constantly seeking innovative approaches to enhance their decision-making processes. The concept of Enterprise Customer Decisioning stands at the forefront of this evolution, merging advanced technologies such as AI, machine learning, and big data analytics to redefine how companies operate. This shift not only introduces greater efficiency but also empowers businesses with the tools necessary to adapt to changing market conditions.

Understanding the Key Components

At its core, Enterprise Customer Decisioning leverages predictive algorithms to glean insights from vast datasets. This capability allows organizations to foresee patterns in customer behavior, enabling them to make informed decisions swiftly. For instance, a retail company using AI can analyze purchasing data in real time to tailor marketing strategies to customer preferences, significantly boosting engagement and sales.

The Advantages of AI and Machine Learning in Decision Making

One of the standout features of Enterprise Customer Decisioning is its reliance on AI and machine learning for predictive insights. With these technologies, businesses can identify trends and patterns that would typically go unnoticed. For example, by employing machine learning algorithms to analyze past customer interactions, companies can optimize inventory management or improve product placements based on anticipated demands.

Real-Time Data Integration: The Game-Changer

The integration of real-time data is another hallmark of modern decision-making processes. Organizations are increasingly prioritizing solutions that can process vast amounts of data instantly. This immediacy allows decision-makers to react quickly to market shifts, enhancing operational agility. For example, financial institutions can monitor transactional data to quickly detect fraud, fortifying their risk management strategies.

Ensuring Transparency and Compliance

In a world where regulatory pressures are intensifying, ensuring the transparency of decision-making processes becomes paramount. Systems that allow for explainability offer a safeguard against compliance risks. Model interpretability ensures that stakeholders can understand how decisions are derived, making audits smoother and validating the effectiveness of algorithms used in decision-making.

Creating Personalized Customer Experiences

At the heart of Enterprise Customer Decisioning is the drive towards personalization. By harnessing analytics, businesses gain a deeper understanding of their clientele. For example, streaming services employ algorithms that recommend content based on viewing history, significantly enhancing user satisfaction and loyalty. Personalized experiences reflect a commitment to customer-centric strategies that drive long-term relationships.

AI Generative Tools: Fueling Decision Insights

The rise of AI generative tools represents a significant advancement in decision-making capabilities. Tools like Data Maker generate high-quality synthetic data for scenario planning, while digital assistants streamline repetitive tasks, allowing professionals to focus on high-level decision making. Additionally, co-pilot systems serve as intelligent partners in the analysis of complex datasets, providing actionable insights that inform strategy development.

Breaking Down Silos for Cohesive Decision-Making

Modern organizations face the challenge of siloed operation among departments. Effective Enterprise Customer Decisioning helps break down these barriers by integrating diverse decision-making areas such as risk, fraud, and customer service into a unified platform. This holistic view enhances decision accuracy, reduces redundancy, and aligns strategies across functions, maximizing the overall efficiency of operations.

The Future of Decision-Making in Business

As the implementation of advanced analytic technologies skyrockets, the implications for business decision-making are profound. Organizations must embrace these tools to remain competitive, adapting their approaches to meet evolving market demands. For professionals eager to navigate this path, understanding and utilizing AI technologies is crucial. Continuous learning in AI applications not only enhances professional skill sets but also positions individuals as valuable assets to their organizations.

Exploring these emerging technologies and investing in AI learning paths will be essential in shaping future careers. As the landscape evolves, those who can adeptly integrate these tools into their decision-making processes will undoubtedly lead the charge in innovation and growth.

Conclusion: Embracing Change and Innovation

As we navigate this new frontier in decision-making, it’s vital for businesses and individuals alike to embrace change. The integration of AI learning into decision-making processes will unlock unprecedented opportunities. To fully harness this potential, consider exploring educational resources and training in AI technologies. By doing so, you not only propel your organization's growth but also position yourself at the cutting edge of technology-driven insights.

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06.27.2025

Understanding Fraud's Psychological Tactics: Insights from Former Fraudsters in the AI Age

Update The Evolving Threat Landscape of Fraud in the AI Age Fraud and financial scams have become increasingly prominent issues, affecting millions of consumers globally. According to the FBI's Internet Crime Complaint Center, the amount lost to scams soared to a staggering $16.6 billion in 2024, marking a 33% increase from the previous year. The implications of this upsurge are far-reaching and necessitate proactive measures in the digital age. Lessons from Former Fraudsters: Insights from the Top At the recent SAS Innovate conferences, two former fraudsters, Frank Abagnale and Alex Wood, took to the stage to share crucial insights gleaned from their pasts. Both individuals have transformed their lives and now educate businesses on how to defend against the very tactics they once employed. Abagnale, well-known for impersonating various professionals and successfully committing large-scale fraud, emphasized a key perspective: understanding the psychology behind fraudsters is essential for combating fraud effectively. The Psychology Behind Fraud One of the critical lessons shared by Abagnale was that fraud is fundamentally a human problem. He pointed out that the methods employed by fraudsters rely heavily on psychological elements: urgency, authority, and fear are often manipulated to coerce victims into making hasty decisions. With the advancement of AI technologies, such as Generative AI, these psychological tactics have only become more sophisticated, making it imperative for consumers and organizations alike to educate themselves about these risks. Importance of Education in Combating Fraud During his keynote address, Abagnale stressed the three key pillars of protection against fraud: prevention, verification, and response. Education plays a crucial role in this framework. Understanding the tactics employed by fraudsters equips individuals and organizations to develop stronger safeguards and preventative measures. This notion is echoed by the statistics from SAS’ Faces of Fraud study, revealing that consumers expect greater efforts from organizations to protect their data and financial interests. Implications for Businesses and Consumers The landscape of fraud has shifted significantly with the rise of digital platforms and advanced technologies. Today, 90% of consumers believe corporations should do more to shield them from fraudulent actions. This widespread sentiment indicates a significant trust gap; once lost, this trust is challenging to rebuild. Organizations are thus at a pivotal juncture where prioritizing robust defenses against fraud is not only a responsibility but also essential for retaining consumer trust. Future Trends in AI and Fraud Prevention As AI technology continues to evolve, so do the strategies deployed by fraudsters. By fostering conversations around these topics, businesses can remain vigilant and equip themselves with knowledge and tools to counter potential threats more effectively. Continuous investment in AI learning—bolstered by education and awareness—will be paramount in developing superior fraud prevention techniques. Taking Action Against Fraud While technology remains an integral part of fraud prevention, a human-centric approach must not be overlooked. By enhancing their understanding of how fraudsters think and operate, both consumers and organizations can implement more strategic measures to combat fraud. It’s crucial for educational initiatives to prioritize informing populations about financial scams and the tools they can use to avoid falling victim. Closing Thoughts: Empowering Consumers and Organizations The fight against fraud rests on the foundation of knowledge and proactive measures. By following the lessons of those who have walked the path of deception, we can take significant strides toward creating a more secure financial landscape. Organizations, consumers, and technology providers must collaborate in order to combat these sophisticated threats effectively. Now is the time to embrace AI learning paths that enhance our understanding of fraud and its implications. If you are interested in protecting yourself against fraud, take the time to educate yourself about the psychological tactics used by fraudsters and the importance of creating a robust action plan.

06.27.2025

The Critical Role of Data Engineers in Driving AI Success

Update The Unsung Hero of AI: Understanding the Role of Data Engineers In a world increasingly dominated by artificial intelligence (AI), data engineers sit quietly beneath the surface, much like vital plumbing that supports a functioning home. While the flashy AI dashboards and machine-learning models catch the eye, it’s data engineers who construct the foundational pipelines that ensure clean, usable data flows seamlessly into these sophisticated platforms. Why the Spotlight is Now on Data Engineers AI technology is booming, implemented across numerous sectors including healthcare, retail, and finance. Its efficacy largely hinges on the quality of the data it processes. Without well-structured and accurate data, even the most advanced AI systems can falter. As noted in the trending discussions surrounding AI, the real bottleneck lies in data management. As demand escalates for AI-driven solutions, companies find themselves in search of professionals skilled in the nuances of data engineering. Explosive Growth in Demand Recent statistics underscore this trend. According to NASSCOM’s 2023–24 Digital Talent Report, there exists a staggering gap of over 1.4 million roles in data and AI, with a significant portion attributed to data engineering. Job postings for AI roles have surged by 119%, while those specific to data engineering have nearly doubled, increasing by 98%. Major corporations, such as Tech Mahindra, Accenture, and Infosys, are actively on the lookout for data engineers to spearhead their data modernization and cloud transformation initiatives. The Skills that Set Data Engineers Apart Contrary to popular belief, you don’t need to be a coding prodigy to become a successful data engineer. Many individuals transitioning into this field come from varied backgrounds, including business analysis and cloud support, making the profession more accessible. Key skills that potential data engineers should develop include: SQL: Mastery of this language is crucial, as it’s the backbone of data manipulation. Data Pipelines: Understanding ETL (Extract, Transform, Load) or ELT processes is fundamental. Cloud Proficiency: Familiarity with platforms like Azure, AWS, or Google Cloud Platform is becoming increasingly important. Data Modeling: Knowledge of concepts such as star schema and Snowflake can set candidates apart. Additionally, skills in Python for automation, data orchestration, and API integration can greatly enhance one’s career prospects. Learning the Ropes: How to Become a Data Engineer The educational landscape for data engineers is diverse, with countless resources available to prospective learners. Bootcamps, online tutorials, and formal degree programs provide foundational knowledge and technical skills. Online search trends reveal a growing interest in courses tailored to aspiring data engineering professionals, with many seeking out specific programs to fit their learning paths in data management. Future Trends: What Makes This Profession So Promising As businesses increasingly rely on data to drive strategic decisions, the demand for skilled data engineers will only continue to grow. Experts predict that data-driven innovation will redefine industries, pushing organizations to invest in robust data structures. This creates a fertile ground for future career advancements and opportunities in data engineering. There’s no doubt: those with a knack for data will find themselves in high demand, playing a pivotal role in the burgeoning AI landscape. Conclusion: The Call to Action In conclusion, as AI permeates more sectors, the spotlight on data engineers not only highlights their crucial role but also offers insights into a career with expansive growth potential. If you’re considering a career in technology or looking to pivot into data engineering, begin building your skill set today. Dive into online tutorials, join data-focused communities, and explore educational opportunities. The world of AI is swelling with possibilities, and data engineers are at the forefront of this evolution—ready to pave the way for the next wave of technological advancements.

06.27.2025

Could AI Learning Path Resemble Prince's Musical Genius? Let's Explore!

Update Data and AI: A Lesson from a Music Legend While attending the SAS Innovate on Tour event in London, I found myself grappling with an intriguing comparison: could the world of data and artificial intelligence (AI) share parallels with the legendary artistry of Prince? Given Prince’s transformative music and the revolutionary potential of AI, one might argue that both realms aim for innovation and engagement. Uncovering the Connection: Prince's Influence on Data Insights The event took place at Kings Place, a venue noted not only for its acoustics but also as the stage for Prince's unforgettable surprise concert. It was a fitting backdrop to discuss how AI can amplify productivity by drawing an unexpected connection between a pop icon and a powerful technology. Just as Prince was known for his multifaceted talent, data and AI technologies are remarkably versatile and can be applied across various industries. The Versatility of AI: Beyond Basic Functions Much like Prince's ability to master a wide array of instruments, AI systems such as SAS® Viya® Workbench demonstrate versatility in their applications. For instance, businesses can utilize AI for predictive analytics, customer insights, and operational efficiencies, adapting its rich functionalities to meet their unique challenges. This capability echoes Prince’s signature style, where he blurred genre lines and constantly reinvented his sound. Real-World Applications: From Jam Sessions to Productive Sessions The intersection of performance arts and technology could incite a re-evaluation of how we perceive AI's role in business today. At SAS Innovate, attendees witnessed demos showing that the art of analytics isn't confined to dry computations but rather can be engaging and intuitive. By utilizing AI, organizations can turn their data into melodies of insights—an orchestration of information that drives decisions as effectively as a Prince jam session captivates its audience. The Power of Collaboration: AI as a Team Player One of the keys to Prince's success was his collaboration with other talented artists. Similarly, AI thrives on partnerships—whether through collaborative software development or integration with other business systems. This aspect is crucial as organizations shift towards an AI learning path, embedding AI tools within their workforce structures to unlock new opportunities and drive innovation. Navigating Misconceptions: The Real Potential of AI A common misconception about AI is that it threatens jobs. However, much like Prince used his talents to elevate other artists, AI's true potential lies in augmenting human capabilities. By automating routine tasks and providing data-driven insights, AI empowers workers to focus on strategic endeavors, ultimately enhancing productivity across teams. The Path Forward: AI as a Key Player in Business Innovation As we move forward, the challenge is not only to integrate AI but to harness it creatively, much like a musician adapts to the rhythm of innovation. The insight garnered from sessions like those at SAS Innovate encourages us to explore how AI can reshape our work environments, offering an evolution of productivity akin to how music has evolved over decades. Final Thoughts: Your Call to Action So, where do you fit in? Whether you are looking to enhance your understanding of AI technology or implement a more data-driven strategy in your organization, take inspiration from Prince's legacy. Embrace the versatility of AI and consider how it can transform your operations. Don't just watch the future unfold—be an active participant in shaping it, creating a symphony where data and creativity intertwine.

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#721","city":"Greenville","state":"SC","zip":"29341","email":"support@divinewebconsultants.com","tos":"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","privacy":"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