Connect with us

Innovation and Technology

Trust, But Verify the Data Feeding Your AI Systems

Published

on

Trust, But Verify the Data Feeding Your AI Systems

The Backbone of AI: Data

The Challenge of Data Quality and Reliability

Artificial intelligence is only as good as the data behind it — and that’s a big problem. A recent survey shows that only about half of executives believe their data is ready to meet the demands of AI.

Data Concerns

More than half of executives with companies adopting AI, 54%, are worried about the reliability and quality of their data, according to a survey by Dun & Bradstreet. Other concerns include data security (46%), data privacy violations (43%), sensitive or proprietary information disclosure (42%), and data’s amplification of bias (26%).

Data Quality and Timeliness

Data quality, timelines, and consistency have been slowing down technology progress for decades — since business intelligence tools emerged in the 1980s, to the data analytics revolution in the early 2000s, to today’s AI activity.

The Importance of Trustworthy Data

Observers across the industry agree that actionable data is still too few and far between for the AI world. As a result, trust is lacking in today’s AI projects. "Organizations don’t have enough visibility into their data — even with the basics of who owns it, its source, or who has modified it," said Kunju Kashalikar, senior director of product management with Pentaho.

Security Implications

Untrustworthy data "means possibly feeding proprietary or biased data into machine models, likely breaching IP and data protection rules," said Kashalikar. "It also makes it difficult to establish accountability for regulatory compliance. Data must be catalogued at the source with easily understandable terminology so it can flow through various projects like AI with the ability to have streamlined discovery."

The Need for Integrated Data

AI-based applications "cannot be implemented securely without knowledge of proper access controls applied to the data in question," said David Brauchler, technical director at NCC Group. "The quality, quantity, and nature of data are all paramount. For training purposes, data quality and quantity have a direct impact on the resultant model."

The Road to Success

To move forward with AI, it’s critical that data is well-prepared and integrated, said Mary Hamilton, managing director and global lead for Accenture’s Innovation Center Network. "This includes making all relevant data accessible to AI agents in real-time, including unstructured data, through APIs or microservices." She emphasized the need for seamless and integrated data environments to achieve the full potential of AI.

Conclusion

In conclusion, the quality and reliability of data are critical components for the success of AI. As the industry continues to advance, it’s essential to prioritize the development of trustworthy and integrated data systems to ensure the reliability and effectiveness of AI applications.

FAQs

  • What is the main challenge in AI development?
    • The main challenge in AI development is the quality and reliability of data.
  • What are the concerns of executives regarding AI?
    • The concerns of executives regarding AI include data security, data privacy violations, sensitive or proprietary information disclosure, and data’s amplification of bias.
  • How can organizations ensure the success of AI projects?
    • Organizations can ensure the success of AI projects by prioritizing the development of trustworthy and integrated data systems.
  • What is the importance of data integration in AI?
    • Data integration is crucial for achieving the full potential of AI, as it enables the seamless and real-time exchange of data between systems and applications.
Continue Reading
Click to comment

Leave a Reply

Your email address will not be published. Required fields are marked *

Innovation and Technology

Technology and Infrastructure

Published

on

Technology and Infrastructure

In today’s fast-paced digital landscape, technology and infrastructure have become the backbone of every organization, enabling businesses to operate efficiently, improve productivity, and drive growth. As the world becomes increasingly interconnected, the need for reliable and scalable infrastructure has never been more pressing. In this article, we’ll explore the importance of technology and infrastructure in driving business success and provide insights on how to implement effective digital transformation strategies.

What is Digital Transformation?

Digital transformation is the integration of digital technology into all areas of a business, fundamentally changing how it operates and delivers value to customers. It involves the use of digital tools, processes, and systems to improve efficiency, reduce costs, and enhance customer experiences. In today’s rapidly changing business environment, digital transformation is no longer a choice, but a necessity for survival.

The Role of Technology in Digital Transformation

Technology is a critical enabler of digital transformation, providing the tools and platforms needed to drive innovation and growth. From cloud computing and artificial intelligence to the Internet of Things (IoT) and blockchain, technology is revolutionizing the way businesses operate. With the right technology, organizations can:

  • Automate manual processes, reducing costs and increasing efficiency
  • Enhance customer experiences through personalized interactions and real-time data analysis
  • Drive innovation through data-driven decision-making and experimentation
  • Scale operations globally, reaching new markets and customers

The Importance of Infrastructure in Digital Transformation

Infrastructure is the foundation upon which technology is built. It’s the backbone of every organization, providing the necessary support for digital transformation. A robust infrastructure enables:

  • Scalability, ensuring businesses can adapt to changing market conditions and customer demands
  • Reliability, minimizing downtime and ensuring business continuity
  • Security, protecting sensitive data and preventing cyber threats
  • Flexibility, allowing for easy integration with new technologies and systems

Implementing Effective Digital Transformation Strategies

Implementing digital transformation requires a clear strategy, stakeholder buy-in, and a phased approach. Here are some key steps to consider:

  • Assess Current State: Identify areas of inefficiency, bottlenecks, and opportunities for improvement
  • Define Goals: Establish clear goals and objectives, aligning with business strategy
  • Choose the Right Technology: Select the right technology tools and platforms to support digital transformation
  • Develop a Phased Approach: Implement change incrementally, allowing for continuous improvement and adaptation
  • Foster Collaboration: Encourage cross-functional teams and stakeholder engagement to drive adoption and change management

Challenges and Opportunities in Digital Transformation

While digital transformation offers many benefits, it also presents challenges and risks. Some common challenges include:

  • Resistance to Change: Employee resistance to new technologies and processes
  • Lack of Resources: Inadequate budget, talent, or infrastructure
  • Data Quality: Poor data quality, leading to inaccurate decision-making
  • Cybersecurity: Increased risk of cyber attacks and data breaches

Opportunities, on the other hand, include:

  • Increased Efficiency: Automation and process optimization
  • Improved Customer Experience: Personalized interactions and real-time data analysis
  • Innovation: Access to new markets, products, and services
  • Data-Driven Decision Making: Evidence-based decision-making and experimentation

Conclusion

In conclusion, technology and infrastructure are critical components of digital transformation, enabling businesses to operate efficiently, improve productivity, and drive growth. By implementing effective digital transformation strategies, organizations can unlock new opportunities, overcome challenges, and thrive in today’s fast-paced digital landscape.

FAQs

What is Digital Transformation?

Digital transformation is the integration of digital technology into all areas of a business, fundamentally changing how it operates and delivers value to customers.

What Role Does Technology Play in Digital Transformation?

Technology is a critical enabler of digital transformation, providing the tools and platforms needed to drive innovation and growth.

What is the Importance of Infrastructure in Digital Transformation?

Infrastructure is the foundation upon which technology is built, providing the necessary support for digital transformation, enabling scalability, reliability, security, and flexibility.

How Do I Implement Effective Digital Transformation Strategies?

Implementing digital transformation requires a clear strategy, stakeholder buy-in, and a phased approach. Assess the current state, define goals, choose the right technology, develop a phased approach, and foster collaboration.

What Are the Challenges and Opportunities in Digital Transformation?

Common challenges include resistance to change, lack of resources, data quality, and cybersecurity, while opportunities include increased efficiency, improved customer experience, innovation, and data-driven decision making.

Continue Reading

Innovation and Technology

Ransomware Strikes

Published

on

Ransomware Strikes

Ransomware Is On The Rise

The bad news is that the ransomware threat has not gone away despite successful law enforcement disruption to leading criminal operators such as LockBit during 2024, and the FBI has just issued an urgent security advisory regarding one notorious cybercrime actor. The good news is that while the threat from ransomware actors is growing, it’s growing relatively slowly. A Jan. 31 analysis had reported attack incidents rising by 15% from 2023 to 2024, but a Feb. 20 Symantec Threat Hunter report shows a much slower growth of just 3%. The conclusion to be drawn is the same, whatever number you prefer, and that’s ransomware is here to stay. One particular ransomware group, however, is proving more problematic than most in terms of growth. According to a Feb. 18 Reliaquest analysis, BlackLock has grown more than any other, with a whopping 1,425% increase in activity since quarter three of 2024.

What You Need To Know About The BlackLock Ransomware Threat

The Reliaquest security analysts have predicted that, if the current trajectory continues, BlackLock will become the most active ransomware player during 2025. Given that it has been observed targeting enterprises across a broad range of sectors and geographies, that could prove very problematic indeed. By analyzing the activity of the group and its primary spokesperson called $$$, yes, really, on underground crime forums alongside communication and infrastructure intelligence, Reliaquest was able to reveal the features that set BlackLock apart from the crowd in what is a very competitive criminal landscape.

Features That Set BlackLock Apart

One of these was the way that BlackLock protects the data-leak site from researchers and victims looking to download exfiltrated data and assess the scope of any breach incident. Send too many GET requests and it will stop sending responses, automated or frequent data download attempts are met with files empty of anything but contact details. “A technique we’d never seen before,” the researchers said, “likely designed to frustrate investigators, forcing them to manually download files one by one.” Such roadblocks are used to good effect to ramp up the pressure on target organizations to pay up quickly and before they have had a chance to evaluate incident reach properly.

Recruitment of Key Players

BlackLock also actively recruits key players which are referred to as “traffers” to assist with the early stages of any ransomware attack. Through adverts and posting by the aforementioned $$$, these associates are engaged to “drive malicious traffic, steer victims to harmful content, and help establish initial access for campaigns.” Emphasizing a desire for growth over operational security concerns could prove problematic as BlackLock comes to the attention of the FBI and others. “In contrast,” the researchers said, “posts seeking higher-level developer and programmer roles are far more discreet, with details and resumes shared privately instead.”

Mitigating The BlackLock Ransomware Threat

  1. Disable unnecessary services—turn off unused management services such as vMotion, Simple Network Management Protocol (SNMP), and redundant HTTPS interfaces to minimize attack surfaces.
  2. Enable strict lockdown mode—to complicate BlackLock’s ability to exploit weak interfaces, configure ESXi hosts to allow management exclusively through vCenter.
  3. Restrict network access—use identity-aware firewalls or strict access control lists to block BlackLock from accessing ESXi hosts or moving laterally.

In addition, the report concluded that enabling multi-factor authentication and disabling Remote Desktop Protocol on unnecessary systems should be regarded as a given when securing any networks against the ransomware threat.

Conclusion

Ransomware is a serious threat that requires attention and action to mitigate. By understanding the features that set BlackLock apart from other ransomware threats, organizations can take steps to secure their networks and protect themselves against this growing threat.

FAQs

Q: What is BlackLock ransomware?

A: BlackLock is a type of ransomware that is rapidly growing in popularity and activity.

Q: What are the features that set BlackLock apart from other ransomware threats?

A: BlackLock protects its data-leak site, actively recruits key players, and uses roadblocks to frustrate investigators and pressure target organizations to pay up quickly.

Q: How can organizations mitigate the BlackLock ransomware threat?

A: Organizations can disable unnecessary services, enable strict lockdown mode, restrict network access, and enable multi-factor authentication and disabling Remote Desktop Protocol on unnecessary systems.

Continue Reading

Innovation and Technology

Underestimating China’s Competitors

Published

on

Underestimating China’s Competitors

The Risks of Underestimating Competition from China

A Growing Economic Powerhouse

China has become a significant player in the global economy, with its GDP growing from $4.6 trillion in 2004 to over $13.6 trillion in 2020. This rapid growth has led to increased global trade and investment, making China a major competitor in various industries. However, many companies and countries are still underestimating the risks associated with doing business with China.

Risks of Underestimation

Insufficient Research and Analysis

Many companies fail to conduct thorough research on the Chinese market, leading to a lack of understanding of local business practices, regulations, and cultural nuances. This can result in costly mistakes, such as misjudging local competition, underestimating market size, or failing to comply with regulations.

Inadequate Protection of Intellectual Property

China has a history of intellectual property theft and counterfeiting. Companies may underestimate the risk of their intellectual property being stolen or copied, leading to significant financial losses and damage to their brand reputation.

Dependence on a Single Market

Companies may underestimate the risks of relying too heavily on a single market, in this case, China. A significant portion of their revenue comes from China, making them vulnerable to fluctuations in the Chinese market, trade tensions, or economic downturns.

Over-Reliance on Local Partners

Companies may underestimate the risks of over-relying on local partners or middlemen in China. This can lead to a lack of control over the supply chain, inadequate quality control, and potential corruption.

Consequences of Underestimation

Financial Losses

Underestimating the risks of doing business in China can result in significant financial losses due to intellectual property theft, mismanagement, or misjudging the market.

Reputation Damage

A failure to comply with local regulations or protect intellectual property can damage a company’s reputation, leading to a loss of customer trust and potential brand collapse.

Supply Chain Disruptions

Dependence on a single market or over-reliance on local partners can lead to supply chain disruptions, resulting in delayed production, increased costs, or even product recalls.

Conclusion

In conclusion, underestimating the risks of doing business with China can have severe consequences for companies and countries. It is essential to conduct thorough research, protect intellectual property, diversify supply chains, and maintain a strong presence in the market. By acknowledging the risks and taking proactive measures, companies can minimize the potential pitfalls and capitalize on the opportunities presented by the Chinese market.

FAQs

Q: What are the most common risks associated with doing business in China?
A: The most common risks include intellectual property theft, misjudging the market, over-reliance on local partners, and underestimating the competition.

Q: How can companies protect themselves from these risks?
A: Companies can protect themselves by conducting thorough research, diversifying their supply chains, protecting intellectual property, and maintaining a strong presence in the market.

Q: What are the consequences of underestimating the risks of doing business in China?
A: The consequences of underestimating the risks of doing business in China can include financial losses, reputation damage, and supply chain disruptions.

Continue Reading
Advertisement

Our Newsletter

Subscribe Us To Receive Our Latest News Directly In Your Inbox!

We don’t spam! Read our privacy policy for more info.

Trending