The Five Levels of IOT Data
With that backdrop, SCDigest believes a framework for considering the types or levels of IOT-related data could be useful. We propose the following:
Level 1: The data collected by IOT-connected devices, usually through sensors. This would involve of course the identity/serial number of thing (machine, pallet, etc.), and other attributes such as location, temperature, humidity, operating data, etc.
Level 2: The subset of that data sent on to a data repository: Some but usually not all of the data collected, as described above, will be sent on to a data repository - often but not always in the Cloud. Again, there will be many, many questions here, such as what data needs to be sent where, is it sent in real-time or in batches, and more. A key factor will then in turn be how much memory the chip connected to whatever the "thing" is has available.
Level 3: The collection of that data from millions or billions of individual IOT-generated date feeds into a data repository, Cloud-based or not.
Level 4: General reporting based off that consolidated database, e.g., how many machines are in the field, how many are operating, what is their utilization and hundreds of other reports.
Level 5: Use of this database information for advanced analytics applications to provide even greater, generally non-obvious insight into what is happening and why across some group of things in the field. This will often involve what are called predictive analytics, and what GE is doing with its aircraft engines seems to fall into this category.
As another example of level 5, freight carrier Werner used data from IOT-systems on its trucks to better understand what driver behaviors were associated with on-the-road accidents. Again, there will be dozens or even hundreds of these potential applications - some for a company deploying IOT systems own benefit, some designed for customers either to simply add value to a product or wrapped in a separate service.
A huge emerging issue in all of this is that it turns out there are very few data standards yet for internet of things applications. Consider, for example, the way GS1 standards connect a company identifier to a serialized carton of goods, so that the same serial number can be used by multiple manufacturers.
SCDigest research does not show that any such standards have yet been developed for the IOT, though different data communication standards are emerging. More on that soon.
What do you think of our 5 levels of IOT data? What would you add or change? Let us know your thoughts at the Feedback section below.
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