For those who believe you have to move to Silicon Valley to cash in, think again. According to a new report from the technology association CompTIA, the top five states for job growth last year, in order: Utah, North Carolina, Michigan, Washington, and Montana. All five states saw growth of between 4.5 and 6 percent.
Some of these high-demand roles come with signing bonuses, stock options, and the ability to work remotely, of course. More eyebrow-raising perks include college debt payoffs and planned sabbaticals.
* AI
As AI speeds how we work with massive amounts of data and converts it into actionable insights, the area is starved for new talent. Corporate and consumer interest are on the rise in areas like automation and autonomous driving, which means engineers with deep learning experience are hard to find.
“Today there is a huge demand for AI and deep learning related work with very limited supply, and the pay is extremely good -- in fact, overpaid sometimes,” says Subbu Rama, CEO of Bitfusion. “So that’s a good area to focus on.”
And if you’re thinking of investing in a shift, rest assured: The demand for engineers with AI, machine learning, and deep learning chops doesn’t look to be slowing anytime soon.
“With the intense focus on predictive analytics, deep learning, machine learning, and artificial intelligence, these positions should remain relevant for years to come,” says Flavio Villanustre, head of HPCC systems at LexisNexis Risk Solutions.
And if you want to set yourself apart, working toward finding solutions using deep learning for domains that don’t start out with massive amounts of data to model from has significant potential.
“To the best of our knowledge, it’s not clear how we can build machine learning models where only limited amount of data is available,” says Mehdi Samadi, CTO of Solvvy. “This is currently limiting the types of intelligent applications that we expect to see in the near future. The solution to this problem is either to find approaches that help us to generate data, or building more robust machine learning models which can learn from limited data. Transfer learning algorithms, learning from the data available in other domains in order to perform well in a new domain,” is a promising area for engineers, says Samadi.
* VR/AR
Recruiting firm Randstad recently reported that, despite being one of the most in-demand fields, there were fewer than 5,000 potential candidates for virtual reality jobs as of the end of last year. “You can expect that number to increase as more organizations embrace the virtual reality trend,” according to the report.
Aymen Sayed, chief product officer for CA Technologies, points out that while AR and VR tech made a splash with a range of consumer products shown at this year’s CES, more promising opportunities will occur this year in the enterprise for simulation and training, which should mean more roles for AR and VR developers -- both in development and security.
'The integration of the next wave of apps requires immense coordination and security across systems, data centers, and applications,”'Sayed says.
* Security Analysts
With all the recent cybersecurity breaches and rise of advanced persistent threats, it should come as no surprise that security analysts are in high demand, marked by high starting salaries, potential for growth, and greater influence in the workplace these days.
'Security analysts are expected to stay up to date on the latest intelligence, including hackers' methodologies, in order to anticipate security breaches,' states a recent report from CareerCast, which noted security analyst as one of the top two jobs for 2017.
Jeff Friess, practice leader of cybersecurity for Global Executive Solutions Group, says firms are so concerned about cybersecurity breaches -- which may cost companies millions of dollars per incident -- that there are many more open jobs than professionals to fill them.
Security analysts need to be generalists with skills that are broader than deep, he says, with the ability to work in various areas of the company doing the hiring.
* Cloud integrator
According to IT association CompTIA, the evolution of IT can be divided into three stages: the mainframe era, the PC/internet era, and now the cloud/mobile era, where new technologies built with the cloud in mind will gain more traction, including machine learning and blockchain.
Companies facing tightening budgets are constantly forced to do more with less, says Friess, and then cut costs all over again. Enter the cloud. And where cost-cutting closes one door, another opens.
Sarah Lahav, CEO of SysAid Technologies, says if she were picking one area to go into, cloud computing is it: 'I'd recommend devops -- cloud and scripting is the way to go nowadays … until the next trend.'
* Full-stack engineers
Web users are increasingly demanding more robust, app-like consumer experiences, which has led to strong demand for front- and back-end web developers -- and even more for those who combine those skills as full-stack engineers.
'Technologies like progressive web apps are bringing the web experience closer to native on mobile platforms,' says Gautam Agrawal, senior director of product management at Sencha.
'And it won't be long before web is the preferred choice for mobile app development, especially in the enterprise, for all the obvious benefits of cross-platform development.'
If you’re thinking about picking up web development skills or making a career change, Agrawal suggests focusing on the ECMAScript 2015 Language spec.
The work can be rewarding in more than one way: Good salaries mix with a nice work/life balance, in part because many of the jobs -- including full-time staff or short-term contract work -- can be done from anywhere.
* Data scientist
As AI becomes part of the business toolkit, making decisions quickly based on large amounts of data is increasingly important to firms hiring new developers.
'All developer roles are in high demand, but there is especially high demand for data scientists,' says Jill Witty, vice president of talent at Entelo. 'Every company is looking to leverage data and analytics to improve their business and they need individuals who are experts at solving complex data questions.'
As for where to begin, Witty emphasizes math.
'Predictive analytics and machine learning are the future of tech, so I would focus on math, statistics, and behavioral psychology,' she says.
* IoT engineer
Randstad reports that job postings for IoT (internet of things) architects spiked more than 40 percent in the last year, and the company predicts that growth is just the start.
'The internet of things is where the world of technology is going,' says Dino Grigorakakis, vice president of recruiting at Randstad.
'Working as an IoT engineer has a lot of current and future opportunity, the position is often competitively compensated, and experience with IoT will prepare candidates to move forward within the information technology industry even if they choose to move away from working directly with the internet of things.'
'As businesses evolve, they’ll want to leverage their vast warehouse of data to try and track customer consumption and behavior and turn that into plans for growth,' Chow says.
Courtesy: www.cio.com
