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Monday's Musings: Designing Five Pillars For Level 1 Artificial Intelligence Ethics

Monday's Musings: Designing Five Pillars For Level 1 Artificial Intelligence Ethics

 

Focus On Humanizing AI

As organizations begin their journey into artificial intelligence (AI), ethics often enter the design process.  While achieving a uniform set of ethics may seem insurmountable, some design points will help facilitate the humanization of artificial intelligence and provide appropriate checks and balances.  Constellation has identified design pillars for Level 1 AI.  Level 1 AI is defined as machine learning proficiency (see Figure 1)

Figure 1.  Five Levels of Artificial Intelligence Requires Different Design Points

The five pillars include (see Figure 2):

  1. Transparent.  Alogrithms, attributes, and correlations should be open to inspection for all participants.
  2. Explainable.  Humans should be able to understand how AI systems come to their contextual decisions.
  3. Reversible.  Organizations must be able to reverse the learnings and adjust as needed.
  4. Trainable.  AI systems must have the ability to learn from humans and other systems.
  5. Human-led.  All decisions should begin and end with human decision points.

Figure 2. Five Pillars For Level 1 AI Ethics Focus On Humanizing AI

The Bottom Line.  Instill The Five Design Pillars For AI Ethics In All Projects

Prospects of universal AI ethics seem slim.   However the five design pillars will serve organizations well beyond the social fads and fears.  The goal – build controls that will identify biases, show attribution, and enable course correction as needed.

 

 

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Domo Focuses Its Cloud-Based Analytics Message, Adds Predictive Options

Domo Focuses Its Cloud-Based Analytics Message, Adds Predictive Options

Domo insists its platform is aimed at business people, not data analysts. Here’s the appeal to CXOs and line-of-business types.

The key message at Domopalooza 2018, March 13-15 in Salt Lake City, was that Domo is a platform for business, not a tool for techies. I’ve heard this platform messaging before, but it made sense for cloud-based analytics vendor Domo to emphasize its new “for the good of the company” slogan to try to set itself apart from competitors Tableau, Microsoft Power BI and Qlik.

“Domo is an operating system that lets you run your business on your phone,” declared Domo CEO and founder Josh James in his opening keynote.

It’s an apt description, though Domo is most often used to run the marketing and sales aspects of businesses. Once adopted, Domo usage tends to expand and, in some cases, go companywide. Customers I spoke to at Domopalooza were extending their deployments into finance, customer support, supply chain management and other operational areas. Broad use is most common among corporate customers (meaning those with less than $1 billion in annual revenue), but enterprise customers including Target, United Health Group, Telus and L’oreal are expanding their Domo footprints.

These announcements from Domopalooza 2018 will see beta release in spring and
general availability this summer.

To recap some basics (from my Domopalooza 2017 analysis), Domo is a cloud-based, multi-tenant platform onto which you can load diverse data at scale. There are more than 500 connectors to common data sources, and Domo’s Magic ETL supports integration and transformation. Domo’s Vault back end and infrastructure runs primarily on Amazon Web Services, but it’s also available on Azure for customers (such as Target) that aren’t comfortable storing data on AWS.

Domo introduced a Bring Your Own Key encryption option last year. That won over many customers with demanding security requirements. The company is also rolling out a federated data-access option for those who want to retain certain data on-premises without loading it or copying it into the cloud. Performance with this remote-query option depends on the bandwidth and latency of the customer’s data-center connections and query engine.

Once data is loaded into Domo, admins expose data sets with appropriate access privileges. Business intelligence/data analyst types tend to build out the initial cards and pages (akin to data visualizations and dashboards), but it’s common for business types to create and edit their own cards. Once users learn the platform, departmental and line-of-business power users often develop cards, pages and even “Beast Mode” custom calculations. There are hundreds of prebuilt and templated cards and pages available.

Domo execs say it’s not uncommon for CXOs to be big Domo users. Jeremy Andrus, CEO at Traeger Grills and a keynote guest, said he’s the number-one user at his company, which is a $450-million maker of barbeque grills. Andrus said he looks at insights on revenue, day sales, margins, channel productivity and marketing efficiency on a daily basis, usually from his phone. At larger companies the buyers and biggest users are typically line-of-business leaders. A keynote panel of media customers brought together marketing, advertising and operations vice presidents from Domo customers ESPN, The New York Times, Univision and The Washington Post.

Upgrades Announced at Domopalooza

The major announcements at Domopalooza fell into four categories: storytelling, Mr. Roboto, certified content and data center. Most of these upgrades are expected to see beta release in this spring with general availability expected by summer. Here’s a quick summary of what’s in store:

Storytelling: Hightlights include auto-suggested page layouts, more templated page layouts, custom charting capabilities, and support for guided, interactive analyses.

Mr. Roboto: This is Domo’s intelligence, alerting and machine learning layer. Upgrades here include natural-language generation, automated predictions, forecast alerts, and anomaly and correlation detection in third-party data. Also planned are R- and Python-based data science integration.

Mobile views of coming Mr. Roboto capabilities including, left to right, natural language
generation, forecasting and correlation.

Certified content: Coming certification capabilities for cards, data sets and Beast Mode custom calculations will beef up governance and compliance capabilities with granular controls. This will help analysts and administrators ensure sound data and sound, sanctioned analyses, but it’s not a one-way street. Business users will be able to submit the new cards they develop for certification. Beefed up statistics for admins will reveal who’s using what data, cards and Beast Modes and whether there are overlaps, redundancies or inconsistencies.

Data center: These upgrades will help admin and data-management types with data cleansing and validation. Here, too, beefed statistics will help admins understand and tag data and then track usage. Collaboration and group controls will help with managing data sets at scale.

MyPOV on Domopalooza 2018 and Domo’s Direction

I assumed Domopalooza’s move from The Great American Hotel in 2017 to the far larger Salt Palace Convention Center for 2018 would mean a much bigger event, but attendance was roughly the same as last year at around 3,000 people. The extra space made things more commodious and comfortable, but last year’s event seemed to have a bit more energy.

As for the keynotes, Domo leaned heavily on fireside chats with celebrity guests. I prefer hearing from customers, particularly innovators. On that note, Simone Knight, VP, Marketing Strategy and Media Intelligence at Univision, was fantastic both as a guest and in leading the media panel. Ben Schein, Senior Director, Enterprise Data, Analytics and BI at Target, made a reprise appearance, updating the details of the retailer’s massive Domo footprint. Target now has 800 billion (with a B) rows of data in Domo, and demand now averages 3,000 weekly users, up from 1,500 weekly users last year.

As for the announcements, every customer I talked was eager to adopt the new features. The certifications, storytelling and data admin upgrades were described as must haves that can’t come soon enough. The Mr. Roboto capabilities are nice-to-haves that will drive innovation. If you read my January report on “How Machine Learning and Artificial Intelligence will Change BI and Analytics,” you know that Domo is among the leading vendors I detailed that are investing in ML and AI. I like the platform approach of Mr. Roboto, which will enable customers and partners to work with APIs and add their own code and customized capabilities.

Domo creates early anticipation for features by holding a “Sneak Peek” and customer-wish-list session at the end of every Domopalooza. The upside is that Domo’s direction is very customer driven. The downside is that it might be 14 to 18 months between initial public discussions about features and upgrades and general availability. That can make the process seem slow when, in fact, it’s just more open. Companies that are more secretive about their development work for many months before announcing new features run the risk of getting too little input and facing surprises in the beta and release stages.

Domo is still maturing. It started as a platform designed to run in the cloud and give business users web and mobile access to insights. The market messaging is now in line with that original vision and it’s building out the deeper levels of management control and customization capabilities that the developers and administrators are demanding as deployments scale up and out.

Related Reading:
MicroStrategy Makes Case for Agile Analytics on its Enterprise Platform
Tableau Conference 2017: What’s New, What’s Coming, What’s Missing
Qlik Plots Course to Big Data, Cloud and ‘AI’ Innovation

Media Name: Domopalooza 2018 announcements.jpg
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Event Report - Ultimate Connections 2018 - More HCM, more WfM and more Xander

Event Report - Ultimate Connections 2018 - More HCM, more WfM and more Xander

Ultimate Software had their yearly user conference, Ultimate Connections at the Wynn in Las Vegas, from March 11th till 14th 2018. The event was very well attending with over 4k+ customers and prospects, Ultimate had to find a new home for Ultimate Connections as the conference has outgrown the Bellagio. I wasn't able to attend, but Ultimate was so kind to rope me in remotely into keynote and analyst meeting sessions, very much appreciated.

 

 

 

 

 

 

 

 

Take a look at the event video first (if it does not show up - please check here):

 

Here is the 1 slide condensation (if the slide doesn't show up, check here):
 

 

 

 
Want to read on? Here you go:

 
 
 

[Factuall Correction] UltiPro Workforce Management, including both Time and Scheduling have been generally available since January, 2018.



 

Overall MyPOV

Good to see Ultimate follow up on its substantial road map promises made at Ultimate Connections 2017 and deliver product across the announced areas. Equally good to see more application of Xander in 'natural' AI application areas as with Recruiting, elimination of bias and improving Performance Management. The move into Workforce Management is a natural expansion of Ultimate footprint, welcome by Ultimate clients. It will be a few years, realisitically though, till the Ultimate Scheduling capabilities will match the leading best of breed workforce management solutions. 
 
On the concern side the variety of the Ultimate platform sticks out. While all technology ensembled are proven, it looks more like a yearbook of technologies that were up and coming in the last three to four years back. While the variety does not hurt Ultimate customers at the moment, the vendor will have to strive for a more unified and harmonized platform in the not too distant future.
 
But overall good to see the progress by Ultimate delivering on promises and pushing the AI yardstick further. It remains interesting that no major HCM player except fot Ultimate has named its assistant (yet) and it's unlikely the key HCM players will match or expand the scope that Ultimate offers today and announced for 2018 with Xander. A good position for Ultimate customers. Stay tuned.    
 
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On a robot fatality

On a robot fatality

Tragically, we have seen the first fatal accident involving a self-driving car, with a pedestrian in Tempe, Arizona dying after being hit by an Uber in autonomous mode. My thoughts are with the family, and the Uber operator. It would be a horrific experience.

I don’t know the facts of this case, but people are already opining that the victim was jay-walking.  

I sincerely hope commentators don’t simply line up around the clinical rights & wrongs of the road rules, as if the SDC shouldn’t be expected to cope with an errant human. I always thought the point of Self Driving Cars was that they’d work on real roads, without special signposts, beacons or machine-readable lane markings.  Truly autonomous SDCs must adapt to the real world, where the rule is, people don’t always follow the rules. 

As our cities fill with rule-bound robot vehicles, jay-walkers should not have to fear for their lives.  

Recently I wrote

No algorithm is ever taken by surprise, in the way a human can recognise the unexpected. A computer can be programmed to fail safe (hopefully) if some input value exceeds a design limit, but logically, it cannot know what to do in circumstances the designers did not foresee. Algorithms cannot think (or indeed do anything at all) "outside the dots". 

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Event Report - SAP Ariba Live 2018 - Las Vegas - Sustainability and UX

Event Report - SAP Ariba Live 2018 - Las Vegas - Sustainability and UX

We had the opportunity to attend SAP Ariba's user conference in Ariba Live, held in Las Vegas at Ceasar's Palace from March 5th till 8th 2018. The conference saw record attendance, it had to move from the Cosmopolitan.

 

 

Don't want to read - but prefer to watch - here is a short video (if it does not show up - please check here)
 
 
And here is the 1 Slide summary from Slideshare:
 

Prefer to read - here is my 5 Tweet event sequence on Twitter:

 
 

MyPOV



A good event for Ariba. Progress on product, a new UX is always positive. Short on new announcements, capabilties - but that's the usual 'lull' with an executive transition. Padgett seems to get started and the next quarters will be important, next year's Ariba Live will be the full record card.

On the concern side, SAP Ariba did not talk and show as much AI / ML and Blockchain that it talked about in 2017. Though the contract text analysis in the partnership with IBM has been delivered, it is not the broad uptake the technology needs in Procurement. Did anybody say software agents?

But for now, a good event. The mix or more soft / feel good topics vs. product and customer news is new - and I am very curious to talk more to customers, prospects and partners to see how it was accepted. Stay tuned. 


 
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Event Takeaways - SAP at MWC 2018

Event Takeaways - SAP at MWC 2018

During the Mobile World Congress in Barcelona, held from 26thof February till 1st of March at the Fira. I had the chance to meet with a number of SAP executives and get some important takeaways from the briefings, worth of a blog post of media collected:

 

 

 

  
Prefer to watch – here is my event video …
 
 
Here is the 1 slide condensation (if the slide doesn't show up, check here):
 

Want to read on? Here you go (trying the Twitter thread format - let me know what you think of it):

 

 

 

MyPOV

A good point in time to check-in where SAP stands. Consumption based pricing is likely the most impactful announcement, giving CxOs better options to experiment, evaluate and operate next generation applications. The transformation of the SAP IoT portfolio, moving from templates, APIs and examples to separate products is equally positive.
 
On the concern side - I was not so sure if SAP got the marketing $s back from a large booth at MWC. Apart from the Telco and Comms industry vendors - MWC is not a mainstream IT event. But certainly good to be at the party for SAP.
 
Overall good to catch up with SAP in many of its technology offerings. Sapphire looms large - only 3 monhts till the gathering in the Florida swamps.
 
 

 

 

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Time to Bring Back the Software User Conference

Time to Bring Back the Software User Conference

As an industry observer, I attend probably something like 40+ user conferences a year, and from a longitudinal perspective I have been attending them since 30+ years, working for software vendors. My first industry conference, as a German native was of course... CeBIT in Hannover back in 1986...

 

 


So a few observations based on my recent experiences...

 

  • It's about the product. Users take time from their busy jobs to learn more about a vendor's software, that they already use or plan to use. So product needs to get a lot of room. Yes, services matter, too - but it's the product that matters in the first place. Savvy vendors will make sure they have enough in the product pipeline for a key user conference. If there is nothing there at the user conference - not a good sign.
     
  • Have a motivational speaker that matters. Motivational speakers are great to inspire a user group. But it has to relate to the software, to their business. As great as the Cake Master maybe, that is not the motivational speaker to have at a user conference. Ok, to have one motivational speaker off topic - but it better be inspirational and the boss of the attendee can get the value already by name dropping of the speaker.
     
  • Demo software. Many attendees are expert users. Vendors need to show they are experts, too and know their product. The more hands on an executive, the better. But software needs to be shown, it's the one and powerful opportunity for a vendor to have ALL of the attendees see something. Wasting the opportunity is like setting fire to the marketing budget - for nothing. And a demo needs to be live. Too many demos that are screenshots, screencams etc. Vendors need to remember - their users are in the audience, their customers, and 1000s and 1000s of them have to use it every day. It does not look good when an attendee comes back and has to tell the colleagues that the vendor did not show live software.
     
  • Subject Expertise beats Celebrity. Yes, user conferences are also about inspiration. But a shows star, soap operate protagonist or a talk show host - is not something an enterprise software user can relate to for their work and why they spend 3-4 days and a few thousand budget dollars / euros to come to a conference. Vendors show offer subject matters, if push comes to shove from the user base. There is instant validation, trust and respect from a user to another user presenting. There is direct bonding of being in the same boat and sharing experiences from that. No celebrity can do that. Glamour effects don't last.

 

 

 

  • Limit the Philantrophy. It's great for vendors to give back and share a purpose beyond the software. But it should not be 50% of a keynote. It takes away from the value of the philantrophy and begs for question on the purpose of the whole user conference. 
  • Users want to network. Vendors should give users a chance to network. Not just informally, but in a planned way. We are only quarters away from Facebook / LinkedIn et al waking up to the opportunity to connect the right users at the right time at the right conference. Vendors have the choice to provide the platform - with all benefits - or stand by and watch.
      
  • Party Hard but responsibly. Yes, there is customer appreciation and its important. But vendors are in charge that their attendees have fund and are safe. Limit late and early events, give attendees a chance to sleep (so they retain what's being said next day) and make the conference a safe environment.
 

MyPOV 

So what do you see out there? If you are a user or a vendor reading this - share your observations from the recent user conferences. Is the industry heading in the right - or not so right (my view) on this. And most importantly: What should happen at a user conference from your POV? Please comment. See you at the next conference, always happy to say Hi!
 
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Event Report - Mobile World Congress 2018 - 5G and more

Event Report - Mobile World Congress 2018 - 5G and more

We had the opportunity to Mobile World Congress in Barcelona last week, held from 26th of February till 1st of March at the Fira. Record attendance with over 110k attendees, and a large mix of exhibitors across 10+ halls make this conference more than the mobile industry get together, it's also has become a key event for adjacent industries in IoT, connected cars, self-driving cars, startups and regional software company presentation. 

 

 

 

Prefer to watch – here is my event video … 
 
 
Here is the 1 slide condensation (if the slide doesn't show up, check here):
 
 
 
Want to read on? Here you go:

MWC endorses the UN sustainability goals – These were front and center, including souvenirs and advertising. Given that for many people in the world these days the smartphone is the access to the internet, news media, applications and learning, the mobile phone industry can be a true change agent for many countries, people and societies.

5G everywhere – I thought I saw a 5G sticker on my Iberic Ham sandwich… 5G was everywhere, slapped on everything… ironically the debut demos were all about… phone calls. And that's what 5G is not about, but about bringing networks to 21st century standard in throughput (high def video), latency (<1 ms) and density (over 100+ devices on a square meter). These are all key specs to enable a more human (visual), a more thing driven (density) and a more AI driven (latency) next generation application for enterprises, all very hard to do on current 4G / 4G LTE standards.

It's an Android show - Apple was MIA – not surprisingly – missing in action. Every handset I touched was Android. Google was out in force to show AR Core, Android Go, Flutter and more. While last year It was the year of Amazon's Alexa, the Google Assistant was everywhere at MWC. No surprise, the dominant OS makes its assistant ubiquitous. Just bad luck for Google to have a prominent out door spot during the coldest week of Winter in Barcelona.

New Smartphone possibilities – The lower entry points around 60-80$ for a handset have repercussions on enterprises. From a Future of Work perspective, for internal processes, cost is not a factor to give every employee a smartphone (maybe locked down). From a value chain perspective, it means more people in the world will have smartphones, so the ability of an enterprise to build and deliver its next gen Apps for mobile platforms is even more crucial. 
 
The Global Mobile Market by GSMA Holger Mueller Constellation Research
The Global Mobile Market by GSMA
 

MyPOV

A huge conference, the true get together of the communications industry. Finally, the industry has found something to get giddy about, but with revenue only rising from 1.05T in 2107 to 1.1T (US$) in 2025 – the outlook for growth isn't rosy for operators. Considering that GSMA estimates the number of mobile subscribers rising during that timeframe by almost 1B to 5.9B, it means … lower prices for most users. That's good news for enterprises, again for both outside of the enterprise value chain and inside of the enterprise intra-enterprise processes.

On the concern side, it will take some time for 5G to come along, starting with legislative bodies approving the spectrums and auctioning them off. Little concerns of that happening smoothly in Asia – but e.g. the US timeplane is tight to make an auction happen in 2018. I am also not sure if many of the smaller vendors and startups got their ROI from attending the event, but that's what each of the them has to call out.

But overall an impressive event, the smartphone is and remains the enabling platform for next gen Apps.


Want to learn more? On March 2nd I was on Constellation's DisrupTV talking MWC – checkout the recording here.

Find more coverage on the Constellation Research website here and checkout my magazine on Flipboard and my YouTube channel here.
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MariaDB Joins Latest Honorees on my Constellation ShortLists

MariaDB Joins Latest Honorees on my Constellation ShortLists

Here’s why I added MariaDB -- along with DataRobot, Datawatch, Domo, Kylo and Unifi -- to my latest Constellation ShortLists.

Scalability, analytical capabilities and encryption: these were a few of the reasons cited by customers for embracing MariaDB that I heard at the vendor’s February 26-27 M18 user conference in New York.

MariaDB is an up-and-coming database management system (DBMS) created in 2009 by founders of MySQL. This fork came about in the wake of Oracle’s acquisition of MySQL as part of its purchase of Sun Microsystems. A big part of MariaDB’s appeal remains its MySQL compatibility, although differences have emerged in certain areas as the paths of these two database products have diverged (but more on that later).

MariaDB CEO Michael Howard announces plans for a database-as-a-service offering and
MariaDB Labs research on distributed computing and machine learning.

Scalability came up in a keynote by customer Tim Yim of ServiceNow. Yim detailed ServiceNow’s massive deployment in which its multitenant, cloud-based platform runs nearly 85,000 instances of MariaDB TX. The deployment has spawned more than 176 million InnoDB tables and sustains roughly 25 billion queries per hour, despite constantly changing query patterns.

Analytics was the topic of my conversation with Aziz Vahora, head of data management at Pinger, the 12-year-old company behind the TextFree app for Wi-Fi texting and calling and the Sideline apps for adding a second phone number to smart phones. Pinger has a years-old data warehouse built on MySQL and InnoDB that it never expected to grow to its current size of seven terabytes. Maintaining analytical performance has been increasingly difficult, requiring extensive sharding and laborious data management.

Pinger considered options including Snowflake and Amazon RedShift, but when he learned that MariaDB was working on an analytical version of MariaDB, introduced last November as MariaDB AX, he signed on as a beta customer. MariaDB AX is a columnar database, which makes a huge difference in analytical performance, but the appeal to Pinger was MySQL and InnoDB compatibility, so it wouldn’t have to change any reporting or SQL code.

MariaDB AX, introduced in 2017, is a columnar version of the database that offers analytical
advantages including high compression, faster querying and simplified administration.

Pinger wanted to add yet more data to the data warehouse, so it took three months to build an entirely new data pipeline to feed MariaDB AX. Once that was done, it wasn’t difficult getting data into the MariaDB AX columnstore, according to Vahora. The benefits have been many, he says, including 6X to 7X compression (so seven terabytes translated to just over one terabyte in the columnstore). With these economies Pinger plans to retain two years’ worth of data rather than six months. Most importantly, query times are 30 times to 100 times faster, depending on the data and query complexity, according to Vahora.

“In one example querying against six months’ worth of data across many users, an analysis that used to take two days took less than one hour,” said Vahora.

Encryption was the feature that attracted William Wood to MariaDB. In 2015, Wood, Director of Database Architecture at Financial Network Inc. (FNI) in St. Louis, was looking for an alternative to expensive commercial databases as the backbone of a standardized-yet-configurable application that could serve many bank customers in place of custom software. FNI is subject to the Payment Card Industry Data Security Standard (PCI DSS), which calls for encryption of data in transit and at rest. It so happened that MariaDB 10.1, released in 2015, introduced encryption at rest (ahead of several competitors that have since followed suit). FNI has since built out its standardized application, called Blueprint, as a price-competitive alternative to custom software, and Wood says the company is landing new customers as a result.

MyPOV on MariaDB

MariaDB remains compatible with MySQL 5.5 and with later releases in most respects. The latest releases have diverged in the handling of capabilities including clustering, JSON support and geospatial functions. From MariaDB’s perspective, there’s still a huge population of organizations deployed on MySQL 5.5 and compatibility isn’t much of a problem for those on more recent releases of MySQL but not implementing clustering, JSON support or geospatial functions.

MariaDB is not counting on MySQL compatibility alone. If all else is equal, why move? That’s why MariaDB is also innovating with novel approaches to scalability, performance and analytical capabilities with AX. The vendor is also going after commercial competitors. MariaDB 10.3, now in beta, introduced Oracle Database compatibility through support for of a subset of Oracle PL/SQL for MariaDB Stored Functions.

Pervasiveness is also crucial. MariaDB was already available as a cloud service as one of the six flavors of  Amazon RDS. But the reason I added it to my just-published “Constellation ShortList for Hybrid- and Cloud-Friendly Relational Database Management Systems” is that Microsoft last year joined the MariaDB Foundation and launched its own MariaDB service on Azure. This made MariaDB a fit with my ShortList requirement of being available as software, for on-premises deployment, and as a service on multiple leading public clouds.

At M18 MariaDB announced its intention to add its own database service, which is expected to debut later this year. Details weren’t available from the vendor, but I expect to see an initial launch on AWS with Azure and, most likely, Google Cloud Platform to follow. That’s the pattern I’ve seen from other independent database vendors who what to support multi-cloud strategies with cloud-portable services of their own.

Other Adds to my Constellation ShortLists

Among the other vendors I’ve added to various Constellation ShortLists are the following:

DataRobot made my Constellation ShortList for Self-Service Advanced Analytics. DataRobot has combined intuitive user interfaces with extensive automation capabilities to bring advanced analytics and extensive data-visualization capabilities to data-savvy business users as well as data scientists.

Datawatch made my Constellation Shortlist for Self-Service Data Prep. Datawatch has recast its venerable and extensive data-connection and data-transformation capabilities and has since seen steady, double-digit growth in demand for its Monarch and collaborative Monarch Swarm data-prep products.

Domo made my Constellation Shortlist for Cloud-Based Business Intelligence and Analytics. Domo was added based on its fast growth, surpassing 1,000 customers in 2017, and its progress in serving high-scale deployments with thousands of users. The company has also pushed into predictive capabilities and added support for hybrid deployments with federated data access without bulk data movement.

Kylo and Unifi made my Constellation ShortList for Data Lake Management. Kylo, which is offered by Teradata’s Think Big Analytics unit, was added based on the combination of dozens of successful deployments within large, well-known enterprises and significant contributions from a growing open source community. Unifi was added for its breadth of capabilities extending into data cataloging and self-service data preparation.

The Constellation ShortLists are published twice per year, in January and July, and are freely accessible at ConstellationR.com.

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How I Curate News for My Research

How I Curate News for My Research

I often get asked how I keep up with and curate all the news I use in my research. Honestly, it's a bit of a mess! I cover hundreds of software vendors, which means a lot of press releases, blog entries and product briefings. I have valuable information stored in several tools including email, note-taking, file-sharing, tasks, etc. Below is an example of one of the processes I follow leveraging Evernote.  Towards the end you'll see the feature that really makes this process work for me... the ability to change the created and modified date of notes.

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