Jobs that use both technical and creative thinking are among the fastest-growing and highest-paying ones, according to a new report from Burning Glass Technologies, a job market analytics (分析) company in Boston.

It studied millions of job postings to better understand the skills companies require. What they discovered was that many want workers with experience in such new abilities as big-data (数据) gathering and analytics, or design using digital technology.

Burning Glass came up with the term “hybrid jobs” to describe these kinds of positions, which require skills not normally found together. For example, these hybrid jobs might require people with skills in data science and advertising, or engineering and sales. “The jobs of the future don’t involve just one skill,” says Matt Sigelman, chief manager of Burning Glass.

The company expects general job growth of about 10% between 2018 and 2028, but the hybrid jobs by 21%. What’s more, hybrid jobs pay more than positions that call for a traditional set of skills. For example, a marketing manager mastering a database program gets paid 41% more than a traditional one, with an average yearly salary of $100, 000. Moreover, an engineer who improves her sales skills and becomes a consulting engineer for a software company can more than double her pay from $180, 000 to $400, 000.

While data shows that workers who fail to update their skills will be able to find fewer jobs, people in hybrid jobs are less likely to become out of date, with only 12% possibility of being replaced by machine, compared with 42% for general jobs, says Burning Glass. Hybrid jobs are mostly not beginner roles, so they mainly go to workers with years of experience and, most importantly, more training after leaving college. That means workers, bosses and educators will have to think about how to better prepare people for these roles.

Being attractive isn’t usually considered much of a disadvantage in today’s world. Actually, there is the endless potential benefit about it, but researchers have found one area that being pretty makes life a challenge securing yourself a boring, low-paying job.

This stands in contrast to a large body of research that attractiveness, in general, helps candidates in the selection process. For the most part good looks is a blessing. We treat pretty people more favorably in general, often vote for them more in elections, and pay them more in their professions. The research suggests that attractive people may be discriminated against in selection for relatively less desirable jobs.

Researchers carried out four experiments involving more than 750 participants, including university students and managers who make hiring decisions in the real world. Participants were shown photos of two potential job candidates, one attractive and the other unattractive. Participants were then asked a series of questions designed to measure their opinions of the job candidates and whether they would hire these candidates for a less-than-desirable job.

The less desirable jobs included a warehouse worker, housekeeper, customer service representative and the more desirable jobs included things like a manager, project director, IT elite(精英). In all experiments where they were asked, participants were significantly less likely to hire the attractive candidate for the less desirable job and more likely to hire the attractive candidate for the more desirable job.

Ms Lee said, “In the selection decision for an undesirable job, decision makers were more likely to choose the unattractive individual over the attractive individual. Co-author Dr Madan Pillutla said, “It is interesting that decision makers consider others’ opinions in their decisions. They thought that attractive individuals would want better outcomes, and therefore would be less satisfied, so they favored unattractive candidates when selecting for a less desirable job.”

The research also suggests the established view that attractive candidates are favored when applying for jobs might be limited to high-level jobs.