Connect with us


Amazon built an AI tool to hire people but had to shut it down because it was discriminating against women

Business Insider



Share this:
  • Amazon tried building an artificial-intelligence tool to help with recruiting, but it showed a bias against women, Reuters reports.
  • Engineers reportedly found the AI was unfavorable toward female candidates because it had combed through male-dominated résumés to accrue its data.
  • Amazon reportedly abandoned the project at the beginning of 2017.

Amazon worked on building an artificial-intelligence tool to help with hiring, but the plans backfired when the company discovered the system discriminated against women, Reuters reports.

Citing five sources, Reuters said Amazon set up an engineering team in Edinburgh, Scotland, in 2014 to find a way to automate its recruitment.

The company created 500 computer models to trawl through past candidates’ résumés and pick up on about 50,000 key terms. The system would crawl the web to recommend candidates.

“They literally wanted it to be an engine where I’m going to give you 100 résumés, it will spit out the top five, and we’ll hire those,” one source told Reuters.

A year later, however, the engineers reportedly noticed something troubling about their engine — it didn’t like women. This was apparently because the AI combed through predominantly male résumés submitted to Amazon over a 10-year period to accrue data about whom to hire.

Consequently, the AI concluded that men were preferable. It reportedly downgraded résumés containing the words “women’s” and filtered out candidates who had attended two women-only colleges.

Amazon’s engineers apparently tweaked the system to remedy these particular forms of bias but couldn’t be sure the AI wouldn’t find new ways to unfairly discriminate against candidates.

Gender bias was not the only problem, Reuters’ sources said. The computer programs also spat out candidates who were unqualified for the position.

Remedying algorithmic bias is a thorny issue, as algorithms can pick up on subconscious human bias. In 2016, ProPublica found that risk-assessment software used to forecast which criminals were most likely to reoffend exhibited racial bias against black people. Overreliance on AI for things like recruitment, credit-scoring, and parole judgments have also created issues in the past.

Amazon reportedly abandoned the AI recruitment project by the beginning of last year after executives lost faith in it. Reuters’ sources said Amazon recruiters looked at recommendations generated by the AI but never relied solely on its judgment.

Amazon told Business Insider it was committed to workplace diversity and equality but declined to comment further.

This article was originally published on Business Insider. Copyright 2018.

Share this:


The role of project management in digital transformation




Share this:

Digital transformation is changing not just how organizations engage with customers, but it’s having a profound effect on every aspect of operations.

It’s not hard to imagine such a deep impact when, according to IDC, direct digital transformation investment spending will approach $7.4 trillion between 2020 and 2023.

One area of business where organizations will see change? Project management. 

For TechRadar, tech and business journalist Jay T. Ripton put together a great list of five ways DX is changing the role of project management:

1) Asynchronous communication

Communication is a key component of the modern digital approach. Yesterday’s meetings and emails have morphed into today’s collaboration tools like Slack, Chanty, Hive, Google Hangouts, and Cisco Spark. As a result, team communication is quicke, on-the-go, and in real-time. 

2) Hands-off management

With the aforementioned changes in the very ways we communicate with colleagues, combined with agile project management, we’re in a “new era of self-guided, self-organizing” project management.

One example outlined is at French company, who developed work management platform Kantree. They transitioned the role of project managers to be more akin to facilitators.

“We chose not to have managers, but coordinators who make sure that what we decide together gets done,” explained the company recently. “It’s not a full-time role, rather a temporary assignment. The coordinator takes on projects that are ‘up their alley’ and correspond to their skills, so that we can collectively tap into each person’s strength.”

3) Focus on results

Thanks to a new generation of project management tools born out of the digital age, everything from tracking deliverables to setting goals to time management has become easier, and to a degree, more automated.

Digital transformation is allowing project managers to take a step back and look at the bigger picture thinking and strategic planning. Basically, PMs can do more with less. 

4) Analytics at the forefront

Digital workflows have made it simple to track and quantify almost every task assigned to teams. This means more data, and, of course, better streamlining and tracking. 

With artificial and business intelligence integrated into software, project managers can get creative with this data, finding new ways to meet KPIs.

5) The agile workforce

Digital project management tools strike again. These, alongside videoconferencing and the resulting shift of work expectations have meant a dramatic increase in remote work. 

Once looked down upon, digital tools have made remote work thrive — and limited only by company culture. “The role of the project manager has shifted more toward being a ‘mother hen,’” Ripton explains, “and less about hard-nosed deliverables and managing employees.”

Sure, project managers at digitally-native companies have already witnessed these trends and changes — or they have been ingrained from the start. But for organizations currently undergoing digital transformation, it’s a unique change for an essential role. 

Share this:
Continue Reading


Calgary’s STEM foundation crucial to driving Alberta’s economy forward




Share this:

Alberta companies are expected to spend as much as $18.4 billion on digital transformation by 2022 across all sectors, and talent is the most sought after component of Calgary’s economic strategy.

Despite challenges in Alberta’s energy sector, its foundation of technical expertise and workers in STEM (science, technology, engineering and mathematics) will be an asset.

“I’m confident in saying that we have one of the strongest STEM-technical workforces in North America,” says Jeanette Sutherland, director of EDGE UP/ Workforce & Productivity at Calgary Economic Development“Many of the in-demand skills shifted to more of a demand for digital competencies to adapt to the needs of the new economy,” she explains.

According to CED, high-tech employment grew by 60 percent in Calgary between 2012 and 2017, and it isn’t stopping anytime soon. The greatest opportunity for job growth is in roles supporting digital transformation in a variety of sectors — including energy, says Sutherland.

Over the past four years, the city has seen a development of “emerging clusters” from blockchain, fintech, agritech, automation, autonomous systems, AR/VR, digital media and animation, clean technologies, biotech, advanced manufacturing and robotics, AI and machine learning, life sciences, and health technologies.

This growth has led to a demand in roles ranging from software developers and data analysts, to IT project managers, cyber security professionals and UI/UX designers. 

“It appears that industry is relying on more skilled data analysts and data scientists to support a data-driven economy,” says Sutherland. “Big-data jobs are found across all sectors, from health care to finance, to trade, AI and machine learning.”

A strong, STEM-skilled workforce means that for in-demand positions, minimal reskilling is needed — think short training programs — to transition to open opportunities. 

Bonus? According to Sutherland, the amount of high-tech training completions in Calgary has grown by almost 300 percent in the past two years. Various local training programs can help individuals reskill for these new in-demand digital positions.

Share this:
Continue Reading


Why successful digital transformation puts people first




Share this:

When we think of digital transformation, technologies like AI or IoT immediately come to mind.

In practice, however, as organizations continue to realize that digital transformation is necessary — and that it isn’t too late to start — it’s people that need to be at the center of the journey. 

For, Margaret Dawson detailed six human factors that, when addressed during the process, work to the benefit of digital transformation (DX):

1) Shifting the organizational culture: For DX to work, organizations need complete buy-in from everyone involved. The result is an empowered workforce across the organization, all contributing to decision-making.

People need to connect to the change and feel they can have an impact,” explains Dawson.

2) Understanding the destination: Once buy-in takes places, an understanding of (and agreement with) the digital transformation vision is needed across the board. 

Simply put, when you start, make sure the end is in mind. 

Dawson cites research from Gartner showing that 50 percent of organizations “have no digital transformation metric or way to measure progress for digital transformation.” Clear metrics of success make the DX journey measurable. 

3) De-silo your teams: Collaboration and digital transformation go hand in hand. When teams remain within their silos, the necessary data, analytics, and processes can’t seamlessly flow.

Laddering back up to the previous two points, “without a culture of trust and a shared agreement on the end goal from across the organization, you won’t be able to break down these silos,” Dawson explains. 

4) Investing in reskilling: You have the buy-in. You have the trust and collaborative environment. But what about the technology that keeps changing and advancing?

Skill gaps are a challenge throughout the business and IT worlds, but what if instead of replacing the loyal talent who fit into — and believe in — the culture and vision that has been created, you invest in reskilling?  

5) Giving UX design a front seat: When User Experience (UX) design goes bad, costs can soar, as The UX School found out

By starting with the user,” writes Dawson, “projects are more likely to give users the feeling they are interfacing with a human being rather than a digital thing—and ultimately, will succeed because of it.” 

Case in point: Ikea’s augmented reality app lets you see your home with a new couch or dresser…but doesn’t not link you to an e-commerce option.

6) Don’t rely on digital-only connections: When was the last time you had a face-to-face meeting instead of a phone or Skype or some variety of digital communication? 

When a major project such as digital transformation is underway, trust in leadership is incredibly important. Face-time — talking to, and shaking the hands of, employees, partners, customers, and users — builds this trust. 

When it comes to digital transformation, despite plenty of swings, many efforts end up missing the mark. It’s up to organizational leadership to empower and enable their employees, giving them the tools and environment they need to see DX to success.

Share this:
Continue Reading