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Tag: recruiting technology

Posted on July 1, 2019June 27, 2019

Could Video Interviewing Land You in Court?

HR tech, spy, monitor

Companies using artificial intelligence to assess video interviews should be aware of a new law on the books.

In May the Illinois Legislature unanimously passed the Artificial Intelligence Video Interview Act, which requires employers to notify candidates that AI will be used to assess their interview, be able to explain what elements it will look for, and secure their consent to do it.

Those that don’t could face future litigation.

The legislation, which is expected to be signed by Gov. J.B. Pritzker this summer, addresses the risk of hidden biases, explained Mark Girouard, a labor and employment attorney for Nilan Johnson Lewis in Minneapolis. “As with any use of AI in recruiting, this law come from concerns about how observations in the interview correlate to business value.”

Also read: Monitor Responsibly: How Employers Are Using Workplace Surveillance Devices

AI assessments of a video interview use machine-learning algorithms that are taught what to look for by studying existing data sets and finding correlations. For example, it might determine that candidates who use certain phrases, or speak at a certain speed, have the right attributes to do well in a role, based on data captured about previous high performers.

Replicating Bias

This is a valuable and efficient way to prescreen candidates, and it can potentially eliminate human bias from the process. However, if the data sets the algorithm learns from are inherently biased, the algorithm can adopt those biases perpetuating the problem, Girouard says. For example, they might identify certain word choices, facial expressions or even skin tone as a consistent theme among high performers, even though those features don’t align with performance.

“If algorithms are trained correctly they shouldn’t replicate bias,” Girouard says. “But if they aren’t they can amplify disadvantage.”

Kevin Parker, CEO of Hirevue, a video interviewing software company that offers AI-driven assessment services, couldn’t agree more.

“We are in full support of this bill,” said Parker, who was invited by lawmakers to provide feedback on its content. He sees it as another way to address privacy and fairness in the recruiting process, and to set quality standards for the entire industry.

Hirevue addresses concerns about bias by including organizational psychologists on the teams that work with customers to first identify interview questions that will uncover the right criteria for success (empathy, problem solving, sociability), then to test those questions against a broad set of data to ensure they have no adverse impact.

Sometimes a problem will emerge, he noted. For example, when companies train algorithms using performance data from a predominantly middle-aged white male employee population, certain factors can introduce bias.

The testing process used to vet the interview questions can identify these biases, then the team will either eliminate the question or reduce the value of factors associated with those measures. “In this way we can neutralize biases before a single candidate is interviewed.”

A Flood of Legislation

While this law has only been introduced in Illinois, it is likely the first of many such laws being proposed as concerns about AI’s impact on recruiting bias grows, Girouard warned. “It is the first drip of what is likely to be a flood of legislation.”

Also watch: Armen Berjikly on Communication Advances in AI

To protect themselves against later litigation, employers should educate themselves on what the law requires, and how they are addressing the risk of AI-driven bias in their current operations. He noted that most employers today can’t explain how the AI assessment works, what criteria they look for or how those criteria align with performance success.

That’s a problem, he said. The law doesn’t just require employers to inform candidates about the technology, they also must be able to describe how the AI tool will interpret the interview and how it will be used in the selection process. “If you can’t explain it, it will be very hard for you to defend it in court.”

Posted on January 28, 2019June 29, 2023

Recruiting Technology Is a Hot Commodity

recruiting technology

Recruiting technology continues to be a hot investment space, with venture capitalists and global enterprise solution providers investing millions in developing and acquiring innovative new point solutions. By the end of the third quarter of 2018, investment volume in HR technology had nearly tripled what was invested in 2017.

“There is a lot of money going into all aspects of recruiting and talent acquisition,” said David Mallon, vice president and chief analyst with Bersin, Deloitte Consulting. “It’s generating a lot of innovation, but also a lot of noise.”

Trends around social recruiting, mobile apps and video interviewing are now the norm, noted Barbara Marder, senior partner and global innovation leader at Mercer. “We are still seeing improvements in these areas but they are now entrenched in the talent acquisition process.”

Newer trends focus on implementing artificial intelligence, machine learning, gamification, and chat bots into the recruiting platforms. “These are all still leading edge and we expect to see a lot more adoption in the coming years.”

recruiting technology

Diversity Drives Innovation

How these tools will be applied varies based on the challenges clients face. One area gaining a lot of attention is diversity in recruiting. Diversity ranked as the top hiring priority in LinkedIn’s 2018 “Global Recruiting Trends” report, with 78 percent of companies citing diversity as important to their strategy. However, the majority of these companies also report that finding diverse candidates to interview is their biggest obstacle, said Monica Lewis, product manager for LinkedIn. “They are not getting enough diverse candidates in their funnel, and they are looking for ways to reach a broader audience,” she said.

See 2018 Sector Report: Recruiting Tech Is Expanding, Unlike Recruiters’ Willingness to Use It

See 2017 Sector Report: Branding, Building Relationships and Getting Social

This challenge has won the interest and innovation of aspiring HR tech start-ups, who have been launching a variety of potential solutions. Vendors like Hired and Gapjumpers offer platforms that hide candidates’ names, universities and other defining features that can lead to bias in hiring. Other vendors forgo résumés all together, forcing companies to choose candidates based on their performance in coding challenges or assessment results rather than college pedigree.recruiting technology

More recently, vendors have begun adding virtual job fairs and analytics tools to help clients expand their talent pool and to be more holistic in honing their short list of top talent. “If companies want more diverse candidates they have to scout in more places,” said Marder. Virtual technologies allow them to canvas on more campuses and to connect with more candidates. “Once they are able to flood the pipeline, they can use machine learning algorithms to screen the data and find the best people.”

These algorithms can track any combination of individual and industry trend data to figure out who will be the best fit for a position, and they get more targeted with every search, she said. “It levels the playing field for diverse talent.” Companies need to be certain their algorithms aren’t also biased. Amazon recently discovered its recruiting algorithm was biased against women, because it was based on the traits of past high performers, who were predominantly male.

Chatbots Add a Human Touch

Vendors are also continuing to develop tools that improve the recruiting experience — for candidates and clients, said Mallon. That includes using chatbots to provide “human” interactions to keep candidates up to date on their applications, or to answer questions about the process. He noted that chatbot technology has gotten a lot more advanced in recent years, making these interactions more engaging than just waiting for an email. “It provides a lot of value while reducing the number of actual humans in the process.”

As these small vendors continue to demonstrate the value of their solutions it will surely lead to another flurry of acquisitions in this space.

“The recruiting industry is currently at ‘peak boutique’ with a lot of little players showing a lot of innovation,” Mallon said. That is often the point where enterprise providers start acquiring all the innovative point solutions to expand their own talent acquisition suite.

For companies wondering whether to implement these new technologies today or wait until they mature, Marder urges them to think about their recruiting pain points, and whether a best-in-class solution is the answer. “If one of these tools solves your recruiting problem and creates daylight between you and your competition — that can give you an edge at least for a while,” she said. That can make the investment in a startup solution worth the risk.


 

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