--- title: Ayyeka News & Insights | Digitalization description: Digitalization | 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 ### Digitalization [![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) [![Machine learning benefits the environment & saves on construction costs](https://www.ayyeka.com/hs-fs/hubfs/Canva%20images/Canva%20Design%20DAFAvsocQY4.png?width=2240&height=1260&name=Canva%20Design%20DAFAvsocQY4.png) ](https://www.ayyeka.com/blog/managing-weather-damage-w/machine-learning-to-benefit-the-environment) 2 min read #### [Managing Weather Damage w/Machine Learning to Benefit the Environment](https://www.ayyeka.com/blog/managing-weather-damage-w/machine-learning-to-benefit-the-environment) ![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): 5/16/22 10:05 AM Seasonal weather conditions put tremendous strain on critical infrastructure in several industries. Data collection is optimized with digital tools... [Digitalization](https://www.ayyeka.com/blog/tag/digitalization) [Environment](https://www.ayyeka.com/blog/tag/environment) [Read More](https://www.ayyeka.com/blog/managing-weather-damage-w/machine-learning-to-benefit-the-environment) [![Ayyeka_smart_infrastructure_blog_post_march2022](https://www.ayyeka.com/hs-fs/hubfs/Wind%20turbine%20Ayyeka%20Blog%20(1).png?width=2250&height=1500&name=Wind%20turbine%20Ayyeka%20Blog%20(1).png) ](https://www.ayyeka.com/blog/nature-vs.-negligence-smart-infrastructure-sustainability) 1 min read #### [Nature vs. Negligence:  Smart Infrastructure & Sustainability](https://www.ayyeka.com/blog/nature-vs.-negligence-smart-infrastructure-sustainability) ![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): 3/7/22 10:30 AM Critical infrastructures operations significantly affect sustainability. The negative impact of critical infrastructure on the environment, society,... [Digitalization](https://www.ayyeka.com/blog/tag/digitalization) [Sustainability](https://www.ayyeka.com/blog/tag/sustainability) [Environment](https://www.ayyeka.com/blog/tag/environment) [Smart infrastructure](https://www.ayyeka.com/blog/tag/smart-infrastructure) [Read More](https://www.ayyeka.com/blog/nature-vs.-negligence-smart-infrastructure-sustainability) [![](https://www.ayyeka.com/hs-fs/hubfs/Canva_Design_DAEk6DFBt-s.webp?width=2048&height=1152&name=Canva_Design_DAEk6DFBt-s.webp) ](https://www.ayyeka.com/blog/why-should-i-care-about-infrastructure) 1 min read #### [Why Should I Care About Digitalization of Infrastructure?](https://www.ayyeka.com/blog/why-should-i-care-about-infrastructure) ![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): 2/7/22 11:00 AM Hard infrastructure is a fundamental component in the delivery of public services, and it is in the process of a digital revolution. It's hard enough... [Critical infrastructure](https://www.ayyeka.com/blog/tag/critical-infrastructure) [Digitization](https://www.ayyeka.com/blog/tag/digitization) [Digitalization](https://www.ayyeka.com/blog/tag/digitalization) [Smart infrastructure](https://www.ayyeka.com/blog/tag/smart-infrastructure) [Read More](https://www.ayyeka.com/blog/why-should-i-care-about-infrastructure) ```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 } ```