In-demand jobs and skills for 2022

Due to the rapid pace of technological innovation, 

 IT, analytics, and programming jobs are in

 high demand. The categories below highlight 

eight of the hottest jobs in 2021, based on industry

 findings. Although the general skills involve

d and hourly wage ranges are included,

 keep in mind that every company will have 

its own requirements, so the ideal skill set and

 expertise for each job can vary. Most viable job 

candidates should have a STEM-related

 undergraduate degree or certifications at 

the minimum. Depending on their scope

 and complexity, some jobs may require specialized

 postgraduate degrees such as a Master of Science in

 AI (artificial intelligence) or a Master of Science in robotics.

 

Machine learning

Machine learning (ML) engineers build programs

 that learn from data and improve their accuracy 

over time. They help businesses automate 

routine tasks, change operational models, and maximize

 efficiency while optimizing costs. Job skills typically

 include a deep knowledge of data science, programming

 languages such as Python/C++, R, and Java, applied math

 and algorithms, probability and statistics, and

 distributed computing. The average rate for machine 

learning engineers ranges from $80 to $125 per hour.

 

Automation

Automation specialists develop programs that streamline 

 and automate processes to achieve outcomes with 

minimal human input, helping companies reduce costs.

 Ideal skills and expertise include computer science,

 coding in languages such as Python, writing automated tests 

and building test frameworks, and configuration management 

(CM) software. The average rate for automation specialists

 ranges from $40 to $110 per hour.

 

Data analytics skills

Data analysts apply statistical analysis and technologies to 

data to reveal trends that ultimately solve problems and

 improve data-driven business decision-making. 

Data analysts should have expertise in critical thinking

 and problem solving, statics and statistical programming, 

SQL (structured query language), building dashboards and reports,

 and data visualization. The average rate for data analysts

 ranges from $40 to $100 per hour.

 

Mobile application skills

B2B and B2C mobile applications are ubiquitous and

 widely accepted. Mobile application developers create, 

test, and program apps for computers, smartphones, tablets,

 and other mobile devices, such as wearable medical technology.

 Mobile application jobs typically require a strong background

 in computer science and programming and analytic and problem-solving skills

. The average rate for mobile application developers

 ranges from $40 to $100 per hour.

 

VR (virtual reality) skills

Virtual reality developers create and test VR and AR (augmented reality) applications that offer a simulated user experience similar to or completely different from reality.

 Applications include video games and education, such as military,

 sports, and medical training. Skills include programming and 

software development experience, detailed XR (extended reality)

 knowledge, machine learning, computer vision, 3D modeling and

 animation, and graphics rendering. The average rate for 

virtual reality developers

 ranges from $40 to $100 per hour.

 

Video production

We live in a visual world, and businesses increasingly need

 video content for everything from marketing to internal announcements,

 employee on-boarding, and contractor training.

 Video producers coordinate and manage aspects of the video production process,

 using skills in creative direction, budgeting, scriptwriting, logistics, 

and team direction and communication. The average rate for video producers

 ranges from $40 to $85 per hour.

 

SEO (search engine optimization)

SEO is one of today’s most effective marketing strategies. 

SEO specialists maximize the traffic to a website by 

analyzing the website and implementing changes to improve 

page rank within search engines. SEO specialists should possess sharp

 analytical skills, detailed knowledge of Google tools 

and keyword research, and link-building and HTML expertise.

 The average rate for SEO specialists ranges

 from $20 to $75 per hour.

 

Product management

Product managers create and manage product road

 maps that guide a product’s lifecycle from a marketing 

and customer solutions perspective.

 Product managers should have an undergraduate degree in 

business or a related field. Skills include a combination 

of hard and soft skills and relatively detailed technical knowledge

 of the product or service they’re managing, along with pricing models, 

budget management, strategic thinking, marketing, problem-solving,

 communication, and analytic skills. The average rate for product managers 

ranges from $35 to $150 per hour.

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