Wall Street closed out a dismal, turbulent year for stocks on a bright note Monday, but still finished 2018 with the worst showing in a decade.After setting a series of records through the late summer and early fall, major U.S. indexes fell sharply after early October, leaving them all in the red for the year.…
To make an impact at the enterprise level, the data science group can’t work in isolation, said Ian Swanson, Oracle vice president of machine learning and artificial intelligence product development, during a presentation at the recent Oracle OpenWorld conference. “In order to do data science right, it has to be a team sport,” said Swanson, former CEO of DataScience.com, which Oracle acquired earlier this year.
One of the data science group’s most valuable teammates is the IT organization, for multiple reasons, he said. The DS group relies on IT to manage and secure the data it uses; support the needed analytics tools; and deliver ready access to scalable bandwidth, compute, and storage capacity to build and train production-oriented analytic models.
Another important ally is the application development team. Developers must incorporate the models DS builds into their “ecosystem” as regular features among the many they use to build production applications, Swanson said.
That points to a significant attribute of production-oriented models: reusability. An ecommerce recommendation engine, for instance, might be reused for forecasting an item’s revenue stream, he said. A key performance indicator for one technology company Swanson worked with on a DS project was “how often that model was used by other parts of the business,” he said.
Line-of-business managers are a valuable constituency as well, because they’re tasked with performing the actions—and getting the results—from applications that use analytic models. An underestimated advantage line-of-business managers bring to the analytics model-building process, Swanson said, is their domain expertise—their experiences working with customers.
As for the top brass, they don’t need “to be involved in every step of the model, but they need to understand how it will be used, the opportunities it offers, the things it can achieve,” Swanson said. “If you’re not involving the top, if they’re not part of the team, data science is not affecting the heart of the business.”
Awash in Tools
Because data science is the new darling of the technology marketplace, the number and variety of analytics tools are staggering. Swanson said he worked with a company whose DS team had accumulated 682 different tools. “How is IT managing 682 different tools?” he wondered.
Still, building predictive analytics models is complicated, requiring a “full stack” of tools, libraries, and languages—preferably open source, which encourages standards and self-service, Swanson said. As DS matures, its practitioners will have to comply with enterprise programming standards, in particular version control. “If you’re writing production code, you should be using some sort of system that encourages working together to follow best engineering practices, such as checking in code and making sure its reproducible,” he said.
But enterprise data science goes beyond programming. “It requires a platform that removes barriers to production, improves collaboration, manages the tool sprawl, provides self-service access to data, and helps with model planning and retention,” Swanson said.
Calling data scientists “the architects and engineers of digital transformation,” Swanson noted that there are DS use cases “in every industry and function,” providing the means to generate “new business channels and new business models.” But achieving those goals requires the will—and a strategy—for extending the work data scientists can do as widely across the enterprise as resources will allow.
“It’s about creating a process that delivers reliable outputs to drive business outcomes,” Swanson said. “You need to put it into action—that’s real DS.”
Philippines President Rodrigo Duterte has a terrible human rights record. But the average Filipino is doing better under Duterte. When it comes to per-capita gross domestic product (GDP), that is. That’s a measure of the total output of a country divided by the number of people in that country. The Philippines’ per-capita GDP was last recorded at an all-time high of 2,891.36 U.S. dollars in 2017, according to Tradingeconomics.com. That’s well above the average of 1,627.98 USD for the period 1960-2017. Also, Filipinos are doing better under Duterte when per-capita GDP is adjusted by purchasing power parity (PPP). That measure, too, reached a record 7,599.19 U.S. dollars in 2017, well above the average of 4969.71 USD……………..
Nigerian-born serial entrepreneur John Orajiaka, 43, is the founder of Adnol Multimedia a $14 million (annual revenues) Pan-African value-added telecommunication service provider. Active in more than ten African countries including Nigeria, South Africa, Liberia, Cameroon, Rwanda and Swaziland, Adnol Multimedia provides everything from basic messaging and voice applications to digital lifestyle solutions using short codes for subscription services such as caller ring-back tunes, mobile advertising, mobile health, coupon services and mobile games to more than 7 million customers……….
I do weekly sales training with my sales team to keep all my employees in sync with the mission. To help others reach success. But that doesn’t exclude my employees. I want my company not only to serve others, and help them reach financial freedom, but to also give that to my staff.
This week we talked about the 5 steps to becoming a millionaire. It is important to me that my employees are doing well, because it sells them even more on the idea of helping others reach the sales levels of success I have had in my career. If you’re ready to take that next step and become a millionaire yourself,
I want to give you my Millionaire Booklet for free. Simply visit: https://goo.gl/UmqETn —- ►Where to follow and listen to Uncle G: Instagram: https://www.instagram.com/grantcardone Facebook: https://www.facebook.com/grantcardonefan SnapChat: https://www.snapchat.com/add/grantcar…. Twitter: https://twitter.com/GrantCardone Website: http://www.grantcardonetv.com Advertising: http://grantcardonetv.com/brandyourself Products: http://www.grantcardone.com LinkedIn: https://www.linkedin.com/in/grantcard… iTunes: https://itunes.apple.com/us/podcast/c…
Julie D’Agostino spent 15 years in the San Francisco Bay Area working in tech and considers herself decidedly liberal. Still, she ended up buying a home in a surprising place: deep-red Idaho. The 51-year-old moved to Boise two years ago, attracted to its walkable downtown, lively arts scene, and, most important, cheaper housing. She’s happy there, even though her first winter in 2016 and Donald Trump’s election were a shock……..
With global comp sales up 4.2% and U.S. comp sales up 2.4%, McDonald’s turned in a strong third quarter, and investors are happy for now. But we all know that running a restaurant chain is about more than just making investors happy, right? Beyond the financials, a number of narratives emerged during the company’s earnings call Tuesday morning that could qualify as storylines to watch through Q4. For starters, the company continues to endure its largest construction project ever with its Experience of the Future initiative…….
Boxer Saul “Canelo” Alvarez scored one of the biggest paydays in the history of sports in the wee hours of Wednesday morning when he signed a deal with sports streaming service DAZN for 11 fights over the next five years. The deal is worth a minimum of $365 million, an average of $33 million per fight, according to his promoter Golden Boy Promotions. Alvarez will kick off his DAZN deal December 15 at Madison Square Garden against Rocky Fielding, and then likely fight again in early May for a Cinco de Mayo match. With the two DAZN fights…….
Bad news—of a very mild variety—for anyone with a couple billion tucked away in the underground lair out back: Living a truly posh lifestyle has gotten juuust a bit pricier over the last 12 months. Our basket of 40 luxury goods is up 2% since last year, nearly half a point above the increase from 2017. Since we began tracking it in 1982, the Cost of Living Extremely Well Index (CLEWI) has outpaced inflation by an average 2.3%. This year’s increase, though, was more than half a point below that of the Consumer Price Index over the same period…….
When direct-to-consumer men’s health startup Hims launched in November 2017, it seemed to come out of nowhere. Offering easy-access prescriptions for men’s issues like hair loss and erectile dysfunction through a quick online doctor consultation, Hims had sleek branding and eye-popping numbers for a debutant: $1 million in first-week sales and $7 million in funding right out of the gate from blue-chip investors including Kirsten Green and Josh Kushner. Even in Silicon Valley’s hard-charging startup culture, Hims’ momentum stood out…….