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10 Tuesday AM Reads

My Two-for-Tuesday morning train reads: • Ways to think about machine learning (Benedict Evans) • Having Too Much Employer Stock in Your 401(k) Is Dangerous. Just Look at GE (Fortune) see also GE Retirees’ Classic Investment Error (The Big Picture) • We’re going to lose this trade war (Washington Post) • Brexit Could Cripple Britain’s Ports (The Atlantic) see also The Big Bang…

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The post 10 Tuesday AM Reads appeared first on The Big Picture.

‘Brexit is scaring businesses to death’ – experts debate the data

Two former members of Bank of England’s interest rate-setting committee discuss the outlook as industry warns of job losses
Brexit economy: UK consumers continue to spend despite job fears
How has the Brexit vote affected the UK economy? June verdict

Professor of economics at Dartmouth College, New Hampshire, US, and member of the Bank of England’s monetary policy committee from June 2006 to May 2009

Related: Brexit economy: UK consumers continue to spend despite job fears

Related: How has the Brexit vote affected the UK economy? June verdict

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Brexit economy: UK consumers continue to spend despite job fears

The latest monthly Guardian analysis finds manufacturers concerned by the uncertain outlook
‘Brexit is scaring businesses to death’ – experts debate the data
How has the Brexit vote affected the UK economy? June verdict

Warm weather tempting shoppers to spend and inflation holding steady are keeping the British economy on an even keel, despite mounting fears of job losses from a hard Brexit, a Guardian analysis of economic developments over the past month shows.

Two years since voters narrowly opted to leave the EU, the Guardian’s monthly tracker of economic news paints a mixed picture, with the biggest monthly fall in manufacturing output for five years eroding the benefits from a rebound in consumer spending. There have also been sharp warnings from major employers including Airbus and BMW over the risk to jobs and investment in Britain posed by a hard Brexit, while more than 100,000 people took to the streets of London last weekend to call for a second referendum.

Related: ‘Brexit is scaring businesses to death’ – experts debate the data

Related: How has the Brexit vote affected the UK economy? June verdict

Continue reading…

Celonis scores $50M Series B on $1B valuation

In the age of digital transformation, it’s important to understand your business processes and find improvements quickly, but it’s not always easy to do without bringing in expensive consultants to help. Celonis, a New York City enterprise startup, created a sophisticated software solution to help solve this problem, and today it announced a $50 million Series B investment from Accel and 83North on a $1 billion valuation.

It’s not typical for an enterprise startup to have such a lofty valuation so early in its funding cycle, but Celonis is not a typical enterprise startup. It launched in 2011 in Munich with this idea of helping companies understand their processes, which they call process mining.

“Celonis is an intelligent system using logs created by IT systems such as SAP, Salesforce, Oracle and Netsuite, and automatically understands how these processes work and then recommends intelligently how they can be improved,” Celonis CEO and co-founder Alexander Rinke explained.

The software isn’t magic, but helps customers visualize each business process, and then looks at different ways of shifting how and where humans interact with the process or bringing in technology like robotics process automation (RPA) when it makes sense.

Celonis process flow. Photo: Celonis

Rinke says the software doesn’t simply find a solution and that’s the end of the story. It’s a continuous process loop of searching for ways to help customers operate more efficiently. This doesn’t have to be a big change, but often involves lots incremental ones.

“We tell them there are lots of answers. We don’t think there is one solution. All these little things don’t execute well. We point out these things. Typically we find it’s easy to implement, ” he said.

Screenshot: Celonis

It seems to be working. Customers include the likes of Exxon-Mobile, 3M, Merck, Lockheed-Martin and Uber. Rinke reports deals are often seven figures. The company has grown an astonishing 5,000 percent in the past 4 years and 300 percent in the past year alone. What’s more, it has been profitable every year since it started. (How many enterprise startups can say that?)

The company currently has 400 employees, but unlike most Series B investments, they aren’t looking at this money to grow operationally. They wanted to have the money for strategic purposes, so if the opportunity came along to make an acquisition or expand into a new market, they would be in a position to do that.

“I see the funding as a confirmation and commitment, a sign from our investors and an indicator about what we’ve built and the traction we have. But for us it’s more important, and our investors share this, what they really invested in was the future of the company,” Rinke said. He’s sees an on-going commitment to help his customers as far more important than a billion valuation.

But that doesn’t hurt either as it moves rapidly forward.

Ping Identity acquires stealthy API security startup Elastic Beam

At the Identiverse conference in Boston today, Ping Identity announced that it has acquired Elastic Beam, a pre-Series A startup that uses artificial intelligence to monitor APIs and help understand when they have been compromised.

Ping also announced a new product, PingIntelligence for APIs, based on the Elastic Beam technology. They did not disclose the sale price.

The product itself is a pretty nifty piece of technology. It automatically detects all the API IP addresses and URLs running inside a customer. It then uses artificial intelligence to search for anomalous behavior and report back when it finds it (or it can automatically shut down access depending on how it’s configured).

“APIs are defined either in the API gateway because that facilitates creation or implemented on an application server like node.js. We created a platform that could bring a level of protection to both,” company founder Bernard Harguindeguy told TechCrunch.

It may seem like an odd match for Ping, which after all, is an enterprise identity company, but there are reasonable connections here. Perhaps the biggest is that CEO Andre Durand wants to see his company making increasing use of AI and machine learning for identity security in general. It’s also worth noting that his company has had an API security product in its portfolio for over five years, so it’s not a huge stretch to buy Elastic Beam.

With this purchase, Ping has not only acquired some advanced technology, it has also acqui-hired a team of AI and machine learning experts that could help inject the entire Ping product line with AI and machine learning smarts. “Nobody should be surprised who has been watching that Ping will drive machine learning AI and general intelligence into our identity platform,” Durand said.

Harguindeguy certainly sees the potential here. “I think we can over time bring a high level of monitoring and intelligence to Ping to understand whether an identity may have been used by someone else or being misused somehow,” he said.

Elastic Beam interface. Photo: Elastic Beam website

Harguindeguy will join Ping Identity as Senior Vice President of Intelligence along with his entire team. Neither company would divulge the exact number of employees, but Durand did acknowledge it fell somewhere between the 11 and 50 mentioned in the company Crunchbase profile. The original team consisted of around 10 according to  Harguindeguy and they have been hiring for some time, so fair to say more than 11, but less than 50.

Harguindeguy says they were pursued by more than one company (although he wouldn’t say who those other companies were), but he felt that Ping provided a good cultural match for his company and could take them where they wanted to go faster than they could on their own, even with Series A money.

“We realized this is going to be really big. How do we go after the market really strongly really fast? We saw that we could fuse this really fast with Ping and have strong go to market with them,” he said.

Durand acknowledged that Ping, which was itself acquired by Vista Equity Partners for $600 million two years ago, couldn’t have made such an acquisition without the backing of a larger firm like this. “There was there was no chance we could have done either UnboundID (which the company acquired in August 2016) or Elastic Beam on our own. This was purely an artifact of being part of the Vista family portfolio,” he said.

PingIntelligence for APIs, the product based on Elastic Beam’s technology, is currently in private preview. It should be generally available some time later this year.