The Analytics of IoT

One of the big promises of IoT is supposed to be insight. The idea is that, by collecting all kinds of data from a myriad of connected sensors, both businesses and consumers will be able to learn more about the systems, devices, and environments around them.

The key component to bridge the gap between data and insight is, of course, analytics. Big data analytics has been a major buzzword in the IT world for the last five years or more, and it’s the key to generating the sort of knowledge we’re all hoping IoT can enable.

The problem, or challenge, is analytics is a complex topic few people really understand. (frankly, it’s a topic that can, and does, mean a variety of different things to different people.) Analytics for IoT is the sort of vague software “magic” that has many people salivating over the potential of what it can do, without necessarily looking at the reality of what it has actually achieved.

The theory is that you pump IoT-generated data into the black box of an analytics engine—most likely hidden on some unknown server in the cloud—and you’ll get a continuous stream of insights fed back to you.[pullquote]Analytics for IoT is the sort of vague software ‘magic’ that has many people salivating over the potential of what it can do, without necessarily looking at the reality of what it has actually achieved.”[/pullquote]

While there may be a system or two that comes close to this ideal, it seems that, at present, this is more the exception than the rule. Instead, there are a fair number of cases in which a significant amount of sensor-generated data gets fed into some sort of pattern or rule matching tool and, at best, the output is only modestly useful data points.

Part of the problem may be inaccurate assumptions or expectations about what’s really possible. For one thing, I think many people assume analytics projects are essentially never-ending–if you keep feeding data in, the results will keep coming out. In reality however, many are finding that, while analysis of IoT-generated data can create some solid insights, it’s essentially a one-trick pony.

For example, in the widely discussed story of connected cows—where female cows were fitted with pedometers and Fujitsu researchers discovered that, when they go into heat, they exhibit a particular walking pattern—the result was an extremely positive increase in insemination rates. It’s a great insight, but once the analysis was done, all they had to do was look for that pattern and then take appropriate action. Mission accomplished.

Similarly, the kinds of automated HVAC systems that have been integrated into “smart buildings” for some time can track the movement and density of people in a building and adjust settings accordingly. It’s practical and useful, but not necessarily the profound outcome many people seem to associate with the analytics of IoT.

The example of the connected cows also highlights other common misconceptions around analytics and IoT. For one thing, it’s not always big data; it can be little data—as in the footsteps of a herd of cows. Therefore, it’s possible the “analytics” can be done directly on an endpoint device and don’t necessarily have to be done with big server hardware somewhere in the cloud.

One could argue wearables with integrated sensors could perform these kinds of actions themselves. Yes, they could compare their own data to a set of data retrieved from the cloud, but they also could be built as a closed-loop environment. While there are certainly arguments to be made to keep things like wearables more open, there’s no denying the reduced security risks in a closed loop versus an open one.

Analytics in the IoT world is still evolving and I look forward to the interesting applications created over the next several years. Nevertheless, I think it’s critical to keep expectations in check because there’s no guarantee analyzing IoT data is going to generate useful, much less earth-shattering, information on a regular basis. In fact, we will likely see many more data dead ends than insightful vistas in the years to come.

Published by

Bob O'Donnell

Bob O’Donnell is the president and chief analyst of TECHnalysis Research, LLC a technology consulting and market research firm that provides strategic consulting and market research services to the technology industry and professional financial community. You can follow him on Twitter @bobodtech.

921 thoughts on “The Analytics of IoT”

  1. When you consider all the lost hours of productivity from people adjusting thermostats, this IoT technology is poised to save businesses up to $16.23 over the next twenty years.

    When you combine that with lifting the daunting task of determining whether a farm animal is in heat, mankind is looking at it’s golden age.

    Hook everything up to the Internet! Hallelujah!

  2. SightCare is a powerful formula that supports healthy eyes the natural way. It is specifically designed for both men and women who are suffering from poor eyesight.

  3. GlucoTrust 75% off for sale. GlucoTrust is a dietary supplement that has been designed to support healthy blood sugar levels and promote weight loss in a natural way.

  4. Quietum Plus is a 100% natural supplement designed to address ear ringing and other hearing issues. This formula uses only the best in class and natural ingredients to achieve desired results.

  5. SightCare ingredients have the ability to promote the communication processes between the eye and the brain. They tend to enhance the production of chemical compounds that help in creating neurotransmitters. By getting these neurotransmitters to perform better, the ingredients solidify the connection between the eyes and the brain.

  6. Nervogen Pro is a dietary formula that contains 100% natural ingredients. The powerful blend of ingredients claims to support a healthy nervous system. Each capsule includes herbs and antioxidants that protect the nerve against damage and nourishes the nerves with the required nutrients. Order Your Nervogen Pro™ Now!

  7. Achieve real weight loss success with ProvaSlim provides real Weight loss powder, weight gain health benefits, toxin elimination, and helps users better digestion.

  8. SonoVive™ is a 100% natural hearing supplement by Sam Olsen made with powerful ingredients that help heal tinnitus problems and restore your hearing.

  9. Boostaro increases blood flow to the reproductive organs, leading to stronger and more vibrant erections. It provides a powerful boost that can make you feel like you’ve unlocked the secret to firm erections

  10. Neotonics is a dietary supplement that offers help in retaining glowing skin and maintaining gut health for its users. It is made of the most natural elements that mother nature can offer and also includes 500 million units of beneficial microbiome.

  11. EyeFortin is a natural vision support formula crafted with a blend of plant-based compounds and essential minerals. It aims to enhance vision clarity, focus, and moisture balance.

  12. GlucoBerry is a meticulously crafted supplement designed by doctors to support healthy blood sugar levels by harnessing the power of delphinidin—an essential compound.

  13. Dentitox Pro is a liquid dietary solution created as a serum to support healthy gums and teeth. Dentitox Pro formula is made in the best natural way with unique, powerful botanical ingredients that can support healthy teeth.

  14. Nervogen Pro, A Cutting-Edge Supplement Dedicated To Enhancing Nerve Health And Providing Natural Relief From Discomfort. Our Mission Is To Empower You To Lead A Life Free From The Limitations Of Nerve-Related Challenges. With A Focus On Premium Ingredients And Scientific Expertise.

  15. Amiclear is a dietary supplement designed to support healthy blood sugar levels and assist with glucose metabolism. It contains eight proprietary blends of ingredients that have been clinically proven to be effective.

  16. Claritox Pro™ is a natural dietary supplement that is formulated to support brain health and promote a healthy balance system to prevent dizziness, risk injuries, and disability. This formulation is made using naturally sourced and effective ingredients that are mixed in the right way and in the right amounts to deliver effective results.

  17. GlucoFlush Supplement is an all-new blood sugar-lowering formula. It is a dietary supplement based on the Mayan cleansing routine that consists of natural ingredients and nutrients.

  18. Glucofort Blood Sugar Support is an all-natural dietary formula that works to support healthy blood sugar levels. It also supports glucose metabolism. According to the manufacturer, this supplement can help users keep their blood sugar levels healthy and within a normal range with herbs, vitamins, plant extracts, and other natural ingredients.

  19. While Inchagrow is marketed as a dietary supplement, it is important to note that dietary supplements are regulated by the FDA. This means that their safety and effectiveness, and there is 60 money back guarantee that Inchagrow will work for everyone.

  20. Gorilla Flow is a non-toxic supplement that was developed by experts to boost prostate health for men. It’s a blend of all-natural nutrients, including Pumpkin Seed Extract Stinging Nettle Extract, Gorilla Cherry and Saw Palmetto, Boron, and Lycopene.

  21. GlucoCare is a dietary supplement designed to promote healthy blood sugar levels, manage weight, and curb unhealthy sugar absorption. It contains a natural blend of ingredients that target the root cause of unhealthy glucose levels.

  22. FitSpresso stands out as a remarkable dietary supplement designed to facilitate effective weight loss. Its unique blend incorporates a selection of natural elements including green tea extract, milk thistle, and other components with presumed weight loss benefits.

  23. SonoVive is an all-natural supplement made to address the root cause of tinnitus and other inflammatory effects on the brain and promises to reduce tinnitus, improve hearing, and provide peace of mind. SonoVive is is a scientifically verified 10-second hack that allows users to hear crystal-clear at maximum volume. The 100% natural mix recipe improves the ear-brain link with eight natural ingredients. The treatment consists of easy-to-use pills that can be added to one’s daily routine to improve hearing health, reduce tinnitus, and maintain a sharp mind and razor-sharp focus.

  24. TerraCalm is an antifungal mineral clay that may support the health of your toenails. It is for those who struggle with brittle, weak, and discoloured nails. It has a unique blend of natural ingredients that may work to nourish and strengthen your toenails.

  25. Cortexi is an effective hearing health support formula that has gained positive user feedback for its ability to improve hearing ability and memory. This supplement contains natural ingredients and has undergone evaluation to ensure its efficacy and safety. Manufactured in an FDA-registered and GMP-certified facility, Cortexi promotes healthy hearing, enhances mental acuity, and sharpens memory.

  26. Sumatra Slim Belly Tonic is a unique weight loss supplement that sets itself apart from others in the market. Unlike other supplements that rely on caffeine and stimulants to boost energy levels, Sumatra Slim Belly Tonic takes a different approach. It utilizes a blend of eight natural ingredients to address the root causes of weight gain. By targeting inflammation and improving sleep quality, Sumatra Slim Belly Tonic provides a holistic solution to weight loss. These natural ingredients not only support healthy inflammation but also promote better sleep, which are crucial factors in achieving weight loss goals. By addressing these underlying issues, Sumatra Slim Belly Tonic helps individuals achieve sustainable weight loss results.

  27. Sumatra Slim Belly Tonic takes pride in its manufacturing process, ensuring that every batch is produced in FDA-approved and GMP-certified facilities. This means that each and every bottle of Sumatra Slim Belly Tonic meets the highest standards of quality and safety. You can trust that you are getting a product that has undergone strict quality control measures and is backed by scientific research.

  28. Diamond Reels Casino (50 Free Spins) No Deposit Bonus Codes Online (Egyptian Gold) Slots Real Money no Deposit Your 50 Free spins are on the game Egyptian Gold and can be… I, Zombie Slot Review – Online Zombie Slots Pay Real Money (100 Free Spins) Halloween Casino Promotions A slot game review designed by RTG, titled I, Zombie Slot, features 5… Download more no deposit Casinos No free bonuses in a row or multiple accounts are allowed, and remember if your last transaction was a no deposit bonus or free spins, need make a deposit before claiming this coupon code or your winnings will be unavailable and you will cant cash out. Diamonds Reels happens to be one of the online casino that offers the best gaming experience to the players in the United States. There are over 327 games that you can select from. Players will be entitled to different choices the moment they make their registration on this casino. There are classic and progressive slot that ranges from 6 –reel, 5-reel and 3-reels
    https://donovanjjgd109974.blogdon.net/juegos-de-tragamonedas-3d-36057093
    At Roulette Practice, we have tried to provide fans of the game with all the tools and resources they need to excel in it. For those of you who are just getting started and are looking to get the basics of the game, we have created the “How to Play” section where you can learn the game’s history, rules, terminology and strategies. New players from MI, NJ, and PA can claim a $25 free play bonus alongside a 100% deposit match bonus up to $1,000. This bonus can be used around the site to play a variety of games; however, for details on game restrictions, make sure to read the offer terms and conditions. Players residing in WV will receive a different promotion; this is a $50 free bonus, a 100% deposit bonus up to $2,500, and 50 free spins. Again, ensure that you read the terms and conditions of this offer. To claim this bonus, players need to use the code ‘PLAYCAN’. BetMGM has been known to offer a range of alternative promos; in fact, at the time of writing this, there are around 30 bonuses for sports, casino, poker, and MGM rewards.

  29. Sumatra Slim Belly Tonic takes pride in its manufacturing process, ensuring that every batch is produced in FDA-approved and GMP-certified facilities. This means that each and every bottle of Sumatra Slim Belly Tonic meets the highest standards of quality and safety. You can trust that you are getting a product that has undergone strict quality control measures and is backed by scientific research.

Leave a Reply

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