* . *
  • About
  • Advertise
  • Privacy & Policy
  • Contact
Monday, June 30, 2025
Earth-News
  • Home
  • Business
  • Entertainment
    Susquehanna Raises Penn Entertainment Inc. (PENN) Price Target. – Yahoo Finance

    Susquehanna Raises Price Target for Penn Entertainment Inc. (PENN)

    George Lopez is coming to Spokane – KXLY.com

    George Lopez is coming to Spokane – KXLY.com

    Netflix unveils Dallas immersive venue for fans of hit shows like ‘Squid Game,’ ‘Stranger Things’ – Houston Chronicle

    Step Inside Netflix’s New Dallas Immersive Experience Featuring Hits Like ‘Squid Game’ and ‘Stranger Things

    ‘Puttin’ on the Ritz’: Civic Players bring ‘Young Frankenstein’ to life – Yahoo

    Civic Players Deliver a Hilarious and Unforgettable Performance of ‘Young Frankenstein

    ‘Wheel of Fortune’: Amputee Wins $60,000 After Breaking Incredible ‘Curse’ – Hastings Tribune

    Wheel of Fortune’ Amputee Breaks Incredible ‘Curse’ to Win $60,000!

    North Star Sports & Entertainment Network: Coming soon – KTTC News

    North Star Sports & Entertainment Network: Coming soon – KTTC News

  • General
  • Health
  • News

    Cracking the Code: Why China’s Economic Challenges Aren’t Shaking Markets, Unlike America’s” – Bloomberg

    Trump’s Narrow Window to Spread the Truth About Harris

    Trump’s Narrow Window to Spread the Truth About Harris

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Trending Tags

    • Trump Inauguration
    • United Stated
    • White House
    • Market Stories
    • Election Results
  • Science
  • Sports
  • Technology
    Mirrors in space and underwater curtains: can technology buy us enough time to save the Arctic ice caps? – The Guardian

    Can Technology Like Space Mirrors and Underwater Curtains Buy Us Time to Save the Arctic Ice Caps?

    Naples restaurant owner prepares for hurricane season with new flood technology – Fox4Now.com

    Naples restaurant owner prepares for hurricane season with new flood technology – Fox4Now.com

    Emerging Memory and Storage Technology Market Analysis Report 2025-2034 | AI and HPC Boom Fuels Surging Demand for Fast, Low-Power Memory Devices – Yahoo Finance

    How AI and HPC Are Driving Explosive Growth in Fast, Low-Power Memory Technologies Through 2034

    Ostin Technology (OST): Volatility’s Warning or Contrarian Opportunity? – AInvest

    Ostin Technology (OST): Navigating Market Volatility – Red Flag or Hidden Opportunity?

    St. Francis Medical Center brings advanced robotic surgery technology to Northeast Louisiana – KNOE

    St. Francis Medical Center brings advanced robotic surgery technology to Northeast Louisiana – KNOE

    Wayve Expands Engineering Leadership to Power Next-Gen Autonomous Driving Technology – Silicon Canals

    Wayve Boosts Engineering Leadership to Accelerate Next-Gen Autonomous Driving Innovation

    Trending Tags

    • Nintendo Switch
    • CES 2017
    • Playstation 4 Pro
    • Mark Zuckerberg
No Result
View All Result
  • Home
  • Business
  • Entertainment
    Susquehanna Raises Penn Entertainment Inc. (PENN) Price Target. – Yahoo Finance

    Susquehanna Raises Price Target for Penn Entertainment Inc. (PENN)

    George Lopez is coming to Spokane – KXLY.com

    George Lopez is coming to Spokane – KXLY.com

    Netflix unveils Dallas immersive venue for fans of hit shows like ‘Squid Game,’ ‘Stranger Things’ – Houston Chronicle

    Step Inside Netflix’s New Dallas Immersive Experience Featuring Hits Like ‘Squid Game’ and ‘Stranger Things

    ‘Puttin’ on the Ritz’: Civic Players bring ‘Young Frankenstein’ to life – Yahoo

    Civic Players Deliver a Hilarious and Unforgettable Performance of ‘Young Frankenstein

    ‘Wheel of Fortune’: Amputee Wins $60,000 After Breaking Incredible ‘Curse’ – Hastings Tribune

    Wheel of Fortune’ Amputee Breaks Incredible ‘Curse’ to Win $60,000!

    North Star Sports & Entertainment Network: Coming soon – KTTC News

    North Star Sports & Entertainment Network: Coming soon – KTTC News

  • General
  • Health
  • News

    Cracking the Code: Why China’s Economic Challenges Aren’t Shaking Markets, Unlike America’s” – Bloomberg

    Trump’s Narrow Window to Spread the Truth About Harris

    Trump’s Narrow Window to Spread the Truth About Harris

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    Israel-Gaza war live updates: Hamas leader Ismail Haniyeh assassinated in Iran, group says

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    PAP Boss to Niger Delta Youths, Stay Away from the Protest

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Court Restricts Protests In Lagos To Freedom, Peace Park

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Fans React to Jazz Jennings’ Inspiring Weight Loss Journey

    Trending Tags

    • Trump Inauguration
    • United Stated
    • White House
    • Market Stories
    • Election Results
  • Science
  • Sports
  • Technology
    Mirrors in space and underwater curtains: can technology buy us enough time to save the Arctic ice caps? – The Guardian

    Can Technology Like Space Mirrors and Underwater Curtains Buy Us Time to Save the Arctic Ice Caps?

    Naples restaurant owner prepares for hurricane season with new flood technology – Fox4Now.com

    Naples restaurant owner prepares for hurricane season with new flood technology – Fox4Now.com

    Emerging Memory and Storage Technology Market Analysis Report 2025-2034 | AI and HPC Boom Fuels Surging Demand for Fast, Low-Power Memory Devices – Yahoo Finance

    How AI and HPC Are Driving Explosive Growth in Fast, Low-Power Memory Technologies Through 2034

    Ostin Technology (OST): Volatility’s Warning or Contrarian Opportunity? – AInvest

    Ostin Technology (OST): Navigating Market Volatility – Red Flag or Hidden Opportunity?

    St. Francis Medical Center brings advanced robotic surgery technology to Northeast Louisiana – KNOE

    St. Francis Medical Center brings advanced robotic surgery technology to Northeast Louisiana – KNOE

    Wayve Expands Engineering Leadership to Power Next-Gen Autonomous Driving Technology – Silicon Canals

    Wayve Boosts Engineering Leadership to Accelerate Next-Gen Autonomous Driving Innovation

    Trending Tags

    • Nintendo Switch
    • CES 2017
    • Playstation 4 Pro
    • Mark Zuckerberg
No Result
View All Result
Earth-News
No Result
View All Result
Home Business

Unlocking AI’s full potential starts with the right data architecture and strategy

November 7, 2023
in Business
Unlocking AI’s full potential starts with the right data architecture and strategy
Share on FacebookShare on Twitter

AI was on the verge of mass adoption for years but only partially taking off until generative AI exploded onto the scene and turned heads worldwide.

Nowadays, businesses of all sizes across all sectors are actively exploring using AI in their day-to-day work as a strategic priority. 

And for good reason. AI has become more accessible than ever, its value more visible than ever, and its ROI faster than ever. A recent Forrester study found that AI-enabled organisations can gain an ROI of 183% over just three years.

The issue is many organisations still need to reach the level of data maturity required to get the most out of AI. Some are collecting and storing data in an orderly fashion but may need the tools or know-how to analyse it and put it to good use. Others are only using data analytics for operational reporting and some strategic decisions. 

But you must create a solid foundational layer to become a truly data-driven organisation that uses AI data analytics across all workflows to help inform and influence decisions. This means designing a modern data architecture, a framework for organising, storing, managing, and processing your data. 

The anatomy of an AI-ready data architecture

So, what does a good AI-ready data architecture look like? It depends on your specific business needs — your architecture should be designed to support all use cases in your organisation. This includes not only technical work but business tasks, too. 

Your data architecture needs must be flexible and scalable to be AI-ready. This means creating a data repository capable of handling and storing large volumes of data in various formats. 

But don’t forget about data quality. Unfortunately, 90% of the data generated worldwide is replicated data, according to a recent IDC study, which predicts 7PB of data being generated globally per second globally by 2026. 

In many organisations, departments and systems are siloed, and each team uses its own technology populated with its own data language, causing confusion and bottlenecks. For AI to do what you want it to, you need to provide clean, accurate, and up-to-date data that represents the real world. This is especially important when you’re training models to make predictions. 

Designing a data architecture that’s fit for purpose 

The first thing to remember when considering your data architecture is how it aligns with your business goals. Deploying an AI project that works great but misses the mark on your goals won’t net you the fast ROI you’re hoping for. 

So, think about what you want to achieve with AI — streamlining processes, boosting productivity, retaining customers or something else entirely. Once you know what you’re trying to accomplish, identify the data you need to measure your performance. 

Take a deep dive to find out how data-ready you are 

Data governance is critical to data readiness — the policies, procedures, and standards ensure data is managed well. 

Assess your organisation’s data capabilities and find any weak spots. A comprehensive evaluation should consider the entire data lifecycle — from data quality assessment to metadata management and mapping data lineage. Remember to closely review roles, responsibilities, and data security and privacy policies to ensure compliance with national and international laws.

A solid governance structure creates a shared language that enables all stakeholders to communicate effectively and ensure that data definitions are consistent across various tools. Simply put, it creates a single source of truth, and everyone has the same knowledge to work with, delivering unbiased, reliable insights and more intelligent decision-making. 

Putting the pieces of your data infrastructure together

You need structured, unstructured, and semi-structured data from many sources to make AI work. Storage and access are key for running deep learning, natural language processing, and machine learning algorithms. 

There are easy-to-use tools that allow companies to consolidate all their data in a single location — an approach that’s been heavily promoted for its promise of simplifying data management. But there is a downside to this approach that you need to keep in mind — centralised data can be inflexible and more challenging to scale, preventing your AI model from delivering quality insights. 

An alternative option to data centralisation is the data mesh, which decentralises data by spreading it across the business, letting each team have ownership over the data they work with and take responsibility for sharing the data when asked for it.

Once you’ve sorted your data, you must find the right tech stack to support your use cases. Many options exist, like pre-built solutions, custom development, or the best of both worlds. Just think about data security, computational availability, your team’s technical skills, and how scalable the solution is. 

Remember this is not a one-time setup; your data architecture should be regularly reviewed and improved. Whether it’s code updates, schema changes, or configuration updates, stay watchful to ensure your data architecture is aligned with your evolving business needs. 

Don’t forget the human element 

In the excitement of deploying AI tools, it can be easy to overlook the importance of human involvement in AI initiatives. While AI can automate many tasks, generating insights from data requires a diverse skill set and collaboration. 

Make sure to consider the cross-discipline requirements of AI, invite input from multiple teams and stakeholders, and factor the human layer into your data stack.

Putting AI into action

Now, we’re at the extra fun part — integrating your AI models into your data architecture. Start with a proof of concept to test, refine, and validate assumptions and hypotheses using the data generated from your use case.

Once you’ve refined your model, deploy it across the enterprise. Continuously monitor your model’s performance and fine tune it where needed to improve accuracy, reduce false alerts, and ultimately meet your business goals.

As AI hype escalates, now’s the time to build a data architecture ready for AI. Remember, this process requires time, resources, and commitment. But once you have a solid foundation in place for all your data-related activities, you’ll be all set to unlock the full potential of AI in your organisation. 

Keep up to date with our stories on LinkedIn, Twitter, Facebook and Instagram.

>>> Read full article>>>
Copyright for syndicated content belongs to the linked Source : Dynamic Business – https://dynamicbusiness.com/topics/technology/unlocking-ais-full-potential-starts-with-the-right-data-architecture.html

Tags: AI’sbusinessUnlocking
Previous Post

Taking control of accountability and consent before Australian Privacy Laws change

Next Post

Former child actor Evan Ellingson dead at 35

More than 1,800 National Science Foundation workers abruptly kicked out of agency headquarters – Space

Over 1,800 National Science Foundation Employees Suddenly Evicted from Agency Headquarters

June 30, 2025
Scientists Retrace 30,000-Year-Old Sea Voyage, in a Hollowed-Out Log – The New York Times

Scientists Successfully Recreate Epic 30,000-Year-Old Sea Voyage in a Hollowed-Out Log

June 30, 2025
Tom Brady Ditches Sneakers Lifestyle For Jeff Bezos & Lauren Sánchez’s Wedding – Yahoo

Tom Brady Swaps Sneakers Lifestyle for Glamorous Jeff Bezos and Lauren Sánchez Wedding Celebration

June 30, 2025
Chivu Confirms France Star Fit For Inter Milan Vs Fluminense Club World Cup Clash – Yahoo Sports

Chivu Confirms France Star Ready for Inter Milan’s Club World Cup Showdown Against Fluminense

June 30, 2025
Trump’s tariffs damage the US economy more if they drive investors away from American assets – Peterson Institute for International Economics

How Trump’s Tariffs Could Backfire by Driving Investors Away from American Assets

June 30, 2025
Surprising New Study Links Daytime Napping to Hidden Health Risks – Prevention

Surprising New Research Uncovers Hidden Health Risks of Daytime Napping

June 30, 2025
The 1975’s Matty Healy Says ‘We Don’t Need More Politics’ at Glastonbury – Variety

The 1975’s Matty Healy Declares “We Don’t Need More Politics” at Glastonbury

June 30, 2025
Mirrors in space and underwater curtains: can technology buy us enough time to save the Arctic ice caps? – The Guardian

Can Technology Like Space Mirrors and Underwater Curtains Buy Us Time to Save the Arctic Ice Caps?

June 29, 2025
Guirassy latest candidate for Milan attack with 70m price tag – Yahoo Sports

Guirassy Emerges as Milan’s Top Striker Target with €70 Million Price Tag

June 29, 2025
‘Half the tree of life’: ecologists’ horror as nature reserves are emptied of insects – The Guardian

Half the Tree of Life at Risk: Ecologists Warn as Insect Populations Plummet in Nature Reserves

June 29, 2025

Categories

Archives

June 2025
MTWTFSS
 1
2345678
9101112131415
16171819202122
23242526272829
30 
« May    
Earth-News.info

The Earth News is an independent English-language daily published Website from all around the World News

Browse by Category

  • Business (20,132)
  • Ecology (700)
  • Economy (724)
  • Entertainment (21,613)
  • General (15,628)
  • Health (9,763)
  • Lifestyle (729)
  • News (22,149)
  • People (725)
  • Politics (730)
  • Science (15,941)
  • Sports (21,220)
  • Technology (15,708)
  • World (704)

Recent News

More than 1,800 National Science Foundation workers abruptly kicked out of agency headquarters – Space

Over 1,800 National Science Foundation Employees Suddenly Evicted from Agency Headquarters

June 30, 2025
Scientists Retrace 30,000-Year-Old Sea Voyage, in a Hollowed-Out Log – The New York Times

Scientists Successfully Recreate Epic 30,000-Year-Old Sea Voyage in a Hollowed-Out Log

June 30, 2025
  • About
  • Advertise
  • Privacy & Policy
  • Contact

© 2023 earth-news.info

No Result
View All Result

© 2023 earth-news.info

No Result
View All Result

© 2023 earth-news.info

Go to mobile version