--- title: Ayyeka News & Insights | Data utilization description: Data utilization | All the latest news about Ayyeka and insights about the IoT ecosystem in our industries. image: https://www.ayyeka.com/hubfs/Ayyekas%20Blog%20Feature%20Image.png --- # Ayyeka Blog #### Read the latest and greatest from Ayyeka Filter by Tag Show All Artificial Intelligence Combined Sewer Overflow Corporate Critical infrastructure Cyber Attacks Cybersecurity Data utilization Digitalization Digitization EPA Edge Computing Edge Devices Energy Environment Flooding IIJA Infrastructure Investment Jobs Act Machine learning Smart Meter Smart Parking Smart infrastructure Solar Power Sustainability Tiny ML Wastewater Water stormwater ### Data utilization [![Effective Data Utilization](https://www.ayyeka.com/hs-fs/hubfs/Tips%20for%20Effective%20Data.jpg?width=1253&height=705&name=Tips%20for%20Effective%20Data.jpg) ](https://www.ayyeka.com/blog/leveraging-data-as-critical-infrastructure-3-tips-for-effective-data-utilization) 2 min read #### [3 Tips for Effective Data Utilization for Critical Infrastructure](https://www.ayyeka.com/blog/leveraging-data-as-critical-infrastructure-3-tips-for-effective-data-utilization) ![Picture of Jacqueline L. Mulhern](https://www.ayyeka.com/hs-fs/hubfs/Jacqueline%20Mulhern%20Corporate%20Photo.png?width=30&name=Jacqueline%20Mulhern%20Corporate%20Photo.png) [Jacqueline L. Mulhern](https://www.ayyeka.com/blog/author/jacqueline-l-mulhern): 5/26/23 9:00 AM Data as Infrastructure [Data utilization](https://www.ayyeka.com/blog/tag/data-utilization) [Read More](https://www.ayyeka.com/blog/leveraging-data-as-critical-infrastructure-3-tips-for-effective-data-utilization) [![New Year's Resolution--Make Decisions Anchored in Data](https://www.ayyeka.com/hs-fs/hubfs/Canva%20images/Make%20a%20New%20Years%20Resolution%20You%20Can%20Keep.png?width=2240&height=1260&name=Make%20a%20New%20Years%20Resolution%20You%20Can%20Keep.png) ](https://www.ayyeka.com/blog/in-2023-make-new-years-resolutions-you-can-keep-decisions-with-data) 1 min read #### [Make New Year's Resolutions You Can Keep--Decisions anchored in Data](https://www.ayyeka.com/blog/in-2023-make-new-years-resolutions-you-can-keep-decisions-with-data) ![Picture of Ariel Stern](https://www.ayyeka.com/hs-fs/hubfs/Ariel%20Stern%20Picture%20.png?width=30&name=Ariel%20Stern%20Picture%20.png) [Ariel Stern](https://www.ayyeka.com/blog/author/ariel-stern): 1/3/23 10:00 AM As the saying goes - new year, new beginnings, and new year's resolutions. [Data utilization](https://www.ayyeka.com/blog/tag/data-utilization) [Read More](https://www.ayyeka.com/blog/in-2023-make-new-years-resolutions-you-can-keep-decisions-with-data) [![Data utilization](https://www.ayyeka.com/hs-fs/hubfs/Big%20Data%20on%20Multicolor%20Puzzle%20on%20White%20Background..jpeg?width=1000&height=1000&name=Big%20Data%20on%20Multicolor%20Puzzle%20on%20White%20Background..jpeg) ](https://www.ayyeka.com/blog/four-tips-to-use-data-effectively) 2 min read #### [3 Tips for Effective Field Data Utilization](https://www.ayyeka.com/blog/four-tips-to-use-data-effectively) ![Picture of Jacqueline L. Mulhern](https://www.ayyeka.com/hs-fs/hubfs/Jacqueline%20Mulhern%20Corporate%20Photo.png?width=30&name=Jacqueline%20Mulhern%20Corporate%20Photo.png) [Jacqueline L. Mulhern](https://www.ayyeka.com/blog/author/jacqueline-l-mulhern): 12/27/22 10:00 AM Digitalization of data is a multi-step process. Managers who want to achieve the maximum benefit from data collection processes need to learn,... [Digitalization](https://www.ayyeka.com/blog/tag/digitalization) [Machine learning](https://www.ayyeka.com/blog/tag/machine-learning) [Data utilization](https://www.ayyeka.com/blog/tag/data-utilization) [Read More](https://www.ayyeka.com/blog/four-tips-to-use-data-effectively) [![Data utilization part 2 of 3](https://www.ayyeka.com/hs-fs/hubfs/Big%20Data%20on%20Multicolor%20Puzzle%20on%20White%20Background..jpeg?width=1000&height=1000&name=Big%20Data%20on%20Multicolor%20Puzzle%20on%20White%20Background..jpeg) ](https://www.ayyeka.com/blog/data-is-like-garbage) 2 min read #### [Data’s Like Garbage: How to Store It Right for Field Data Management](https://www.ayyeka.com/blog/data-is-like-garbage) ![Picture of Jacqueline L. Mulhern](https://www.ayyeka.com/hs-fs/hubfs/Jacqueline%20Mulhern%20Corporate%20Photo.png?width=30&name=Jacqueline%20Mulhern%20Corporate%20Photo.png) [Jacqueline L. Mulhern](https://www.ayyeka.com/blog/author/jacqueline-l-mulhern): 12/20/22 10:00 AM Digitalization of data is a process involving several steps. Executives who want to achieve the maximum benefit from their data collection processes... [Digitalization](https://www.ayyeka.com/blog/tag/digitalization) [Machine learning](https://www.ayyeka.com/blog/tag/machine-learning) [Tiny ML](https://www.ayyeka.com/blog/tag/tiny-ml) [Data utilization](https://www.ayyeka.com/blog/tag/data-utilization) [Read More](https://www.ayyeka.com/blog/data-is-like-garbage) [![Creating data for critical infrastructure is vital](https://www.ayyeka.com/hs-fs/hubfs/Big%20Data%20on%20Multicolor%20Puzzle%20on%20White%20Background..jpeg?width=1000&height=1000&name=Big%20Data%20on%20Multicolor%20Puzzle%20on%20White%20Background..jpeg) ](https://www.ayyeka.com/blog/without-data-just-opinion) 2 min read #### [Field Data Creation: Key to Enhancing Critical Infrastructure](https://www.ayyeka.com/blog/without-data-just-opinion) ![Picture of Jacqueline L. Mulhern](https://www.ayyeka.com/hs-fs/hubfs/Jacqueline%20Mulhern%20Corporate%20Photo.png?width=30&name=Jacqueline%20Mulhern%20Corporate%20Photo.png) [Jacqueline L. Mulhern](https://www.ayyeka.com/blog/author/jacqueline-l-mulhern): 12/13/22 10:00 AM Digitalization of data is a process involving several steps. Executives who want to achieve the maximum benefit from their data collection processes... [Digitalization](https://www.ayyeka.com/blog/tag/digitalization) [Machine learning](https://www.ayyeka.com/blog/tag/machine-learning) [Tiny ML](https://www.ayyeka.com/blog/tag/tiny-ml) [Data utilization](https://www.ayyeka.com/blog/tag/data-utilization) [Read More](https://www.ayyeka.com/blog/without-data-just-opinion) [![](https://www.ayyeka.com/hs-fs/hubfs/converted_image_2.webp?width=1200&height=628&name=converted_image_2.webp) ](https://www.ayyeka.com/blog/data-makes-all-the-difference-in-critical-infrastructure-operations) 1 min read #### [Data makes all the difference in stormwater infrastructure](https://www.ayyeka.com/blog/data-makes-all-the-difference-in-critical-infrastructure-operations) ![Picture of Ariel Stern](https://www.ayyeka.com/hs-fs/hubfs/Ariel%20Stern%20Picture%20.png?width=30&name=Ariel%20Stern%20Picture%20.png) [Ariel Stern](https://www.ayyeka.com/blog/author/ariel-stern): 11/8/22 10:00 AM Stormwater managers should get their heads out of the sand when managing data. Data utilization is essential for forward planning. [Data utilization](https://www.ayyeka.com/blog/tag/data-utilization) [stormwater](https://www.ayyeka.com/blog/tag/stormwater) [Read More](https://www.ayyeka.com/blog/data-makes-all-the-difference-in-critical-infrastructure-operations) [![](https://www.ayyeka.com/hs-fs/hubfs/Data_Utilization.webp?width=2048&height=1152&name=Data_Utilization.webp) ](https://www.ayyeka.com/blog/stormwater-managers-take-the-head-out-of-the-sand-use-data-better) 1 min read #### [Stormwater managers : take the head out of the sand & use data better](https://www.ayyeka.com/blog/stormwater-managers-take-the-head-out-of-the-sand-use-data-better) ![Picture of Ariel Stern](https://www.ayyeka.com/hs-fs/hubfs/Ariel%20Stern%20Picture%20.png?width=30&name=Ariel%20Stern%20Picture%20.png) [Ariel Stern](https://www.ayyeka.com/blog/author/ariel-stern): 11/1/22 10:15 AM Collecting and managing data is vital for every business. This is especially true in the stormwater management industry, where a wide variety of data... [Data utilization](https://www.ayyeka.com/blog/tag/data-utilization) [stormwater](https://www.ayyeka.com/blog/tag/stormwater) [Read More](https://www.ayyeka.com/blog/stormwater-managers-take-the-head-out-of-the-sand-use-data-better) [![Ayyeka_Blog_Digitalization_Smart_Infrastructure_Data_Cybersecurity](https://miro.medium.com/max/1400/1*K25uFbqN5PT94QbARC-m4Q.png) ](https://www.ayyeka.com/blog/twenty-years-since-9/11-al-qaeda-is-hiding-in-your-computer-files) 3 min read #### [Twenty Years Since 9/11: Al Qaeda is Hiding in Your Computer Files](https://www.ayyeka.com/blog/twenty-years-since-9/11-al-qaeda-is-hiding-in-your-computer-files) ![Picture of Ariel Stern](https://www.ayyeka.com/hs-fs/hubfs/Ariel%20Stern%20Picture%20.png?width=30&name=Ariel%20Stern%20Picture%20.png) [Ariel Stern](https://www.ayyeka.com/blog/author/ariel-stern): 10/5/21 7:33 AM From physical security to digital security, our world has undergone a total digital transformation in the two decades since September 11, 2001,... [Cybersecurity](https://www.ayyeka.com/blog/tag/cybersecurity) [Digitization](https://www.ayyeka.com/blog/tag/digitization) [Edge Devices](https://www.ayyeka.com/blog/tag/edge-devices) [Data utilization](https://www.ayyeka.com/blog/tag/data-utilization) [Read More](https://www.ayyeka.com/blog/twenty-years-since-9/11-al-qaeda-is-hiding-in-your-computer-files) [![Ayyeka_Blog_digitization_remote_assets_cyber-attacks](https://www.ayyeka.com/hs-fs/hubfs/Canva%20images/Canva%20Design%20DAErvysN0IU.png?width=2240&height=1260&name=Canva%20Design%20DAErvysN0IU.png) ](https://www.ayyeka.com/blog/blocking-monkey-in-the-middle-hacker-cyber-attacks) 3 min read #### [Protecting Utilities from Monkey-in-the-Middle Attacks - Part 2](https://www.ayyeka.com/blog/blocking-monkey-in-the-middle-hacker-cyber-attacks) ![Picture of Jacqueline L. Mulhern](https://www.ayyeka.com/hs-fs/hubfs/Jacqueline%20Mulhern%20Corporate%20Photo.png?width=30&name=Jacqueline%20Mulhern%20Corporate%20Photo.png) [Jacqueline L. Mulhern](https://www.ayyeka.com/blog/author/jacqueline-l-mulhern): 10/4/21 9:41 AM Cyber attacks on water, energy, and other critical utilities are on the rise. With the rising trend of embedding digital solutions across the utility... [Cybersecurity](https://www.ayyeka.com/blog/tag/cybersecurity) [Digitization](https://www.ayyeka.com/blog/tag/digitization) [Edge Devices](https://www.ayyeka.com/blog/tag/edge-devices) [Data utilization](https://www.ayyeka.com/blog/tag/data-utilization) [Cyber Attacks](https://www.ayyeka.com/blog/tag/cyber-attacks) [Read More](https://www.ayyeka.com/blog/blocking-monkey-in-the-middle-hacker-cyber-attacks) ```json { "@context" : "https://schema.org", "@type" : "VideoObject", "contentUrl" : "https://20038431.fs1.hubspotusercontent-na1.net/hubfs/20038431/Ayyeka%20(with%20SUBT)%20-%20Bad%20Data%20Quality%20Pre-Launch%202022.mp4", "dateModified" : "2025-02-17T16:18:26.626Z", "duration" : "PT54.613S", "height" : 1080, "name" : "Ayyeka (with SUBT) - Bad Data Quality Pre-Launch 2022", "thumbnailUrl" : "https://20038431.fs1.hubspotusercontent-na1.net/hubfs/20038431/Ayyeka%20(with%20SUBT)%20-%20Bad%20Data%20Quality%20Pre-Launch%202022.mp4/medium.jpg?t=1739809106626", "uploadDate" : "2022-04-03T07:42:46.861Z", "width" : 1920 } ```