A few weeks ago, I confessed my imposter syndrome on social media. That I was, and still am, the least likely candidate to run an Ai tech company. I am a former CHRO, I am female, I am neither an engineer nor a data scientist. I also have no sales experience, and yet I find myself spending 80% of my time in sales (although we don’t call it that of course).
When I was Head of HR at BCG back in the noughties, the firm was going through a growth period. Due to the way teams were sold into engagements, having senior people who could execute on complex change programs in areas that were quite new to the firm (digital, etc), meant looking externally for ‘lateral’ hires.
These were people who could be trusted to uphold and amplify the firm’s strong values and bring much-needed expertise by virtue of their seniority and transferable skills. It was hard.
‘Organ rejection’ is a term I learned in my next gig, as CHRO at the then-largest digital company in Australia, the REA Group. Organ rejection is what happens when a lateral hire fails miserably – for both parties.
So, here I am 2.5 years into my current role. The one I feel professionally ill-qualified for when I realize I’m a lateral hire. But despite my self-doubt, there hasn’t been any ‘organ rejection’.
When I reflect on my life and the things that mean I might (there’s that imposter syndrome again) make a great CEO, I realize that so much of what I bring to this job is what I experienced outside of education. Born out of a need to be resilient from a young age, and a bit of serendipity.
Background
In 1980, when I was 10, my family immigrated from Zimbabwe to Perth, Australia. We arrived, a family of six, with little else than each other. Anyone who’s done it knows the uncertainty of immigration. Most of us do it to risk a better life knowing very little beyond what is a glossy brochure-like version of the new land we are sailing to. It wasn’t as easy as we had been sold, but we survived and adapted to our new home country.
At 18, I moved to Melbourne from Perth to study my undergrad. Not because I wanted to make a bold move again, but because I wanted to get as far away as possible from my stepmother. My mother had tragically died at a very young age a few years after we immigrated and my dad remarried within 10 months.
I took law as my undergrad because a friend a year ahead of me was doing it and she seemed to like it. I then took a wild punt on doing an MBA and managed to get a full scholarship. Which meant I could take my time to figure out what exactly I would do with an MBA.
Fast forward three kids, and a divorce in the middle. I decided I needed to be in a creative environment. So I took an executive role in the arts knowing nothing about the two areas I was responsible for nor the sector.
Perspective
I accepted an opportunity to be Deputy Chair on a board because someone believed in me. Not because I had a grand plan to build a portfolio career. I’ve never planned my life really, but I have often taken a punt. After all, I found my home by knocking on the front door because I just loved the look of it from the outside and thought ‘what the heck?”
I landed in this job because a close friend recommended me. I found the whole idea of figuring out how you find the best lateral talent so fascinating – without realizing until right now, I was a good example of just that.
I’d say that very little of my formal qualifications and work experience has really equipped me for the rough and tumble of being the CEO of a startup. The sheer unknown of building a new product in an emerging market, and the stress of checking the bank balance daily to make sure we can make this month’s payroll.
Most of what got me here came from the lessons I learned away from the workplace. From immigrating, losing a parent when I was young, leaving a city that I knew well on my own, learning to follow my whims, take chances, and constantly look for meaning.
None of that makes it onto my CV.
My mission is to make those things matter the most when it comes to finding the right people for the right job. I’m also making peace with my imposter syndrome by accepting that it’s the different perspective that I bring to the table that makes my contribution so unique.
I’d go so far as to say we should all hire “industry imposters” if we can. And I’m here to help you find them.
Barbara Hyman, 03/08/2020
Source: https://recruitingdaily.com/an-unlikely-recruit/
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The AGC Debate: Are AI-Written Interview Answers a Red Flag or Smart Strategy?
Every day, we read stories of increased fake or AI-assisted applications. Tools like LazyApply are just one of many flooding the market, driving up applicant volumes to never-before-seen levels.
As an overwhelmed hiring function, how do you find the needle in the haystack without using an army of recruiters to filter through the maze?
At Sapia.ai, we help global enterprises do just that. Many of the world’s most trusted brands, such as Qantas Group, have relied on our hiring platform as a co-pilot for better hiring since 2020.
Our Chat Interview has given millions of candidates a voice they wouldn’t have had – enabling them to share in their own words why they’re the best fit for the role. To find the people who belong with their brands, our customers must trust that their candidates represent themselves. Thus, they want to trust that our AI is analysing real human answers—not answers from a machine.
The Rise of GPT
When ChatGPT went viral in November 2022, we immediately adopted a defensive strategy. We had long been flagging plagiarised candidate responses, but then, we needed to act fast to flag responses using artificially generated content (‘AGC’).
Many companies were in the same position, but Sapia.ai was the only company with a large proprietary data set of interview answers that pre-dated GPT and similar tools: 2.5 billion words written by real humans.
That data enabled us to build a world-first:- an LLM-based AGC detector for text-based interviews, recently upgraded to v2.0 with 99% accuracy and a false positive rate of 1%. An NLP classification model built on Sapia.ai proprietary data that operates across all Sapia.ai chat interviews.
Full Transparency with Candidates
Because we value candidate trust as much as customer trust, we wanted to be transparent with candidates about our ability to detect artificially generated content (AGC). As an LLM, we could identify AGC in real time and warn candidates that we had detected it.
This has had a powerful impact on candidate behaviour. Since our AGC detector went live, we have seen that the real-time flagging acts as a real-time disincentive to use tools like ChatGPT to generate interview responses.
The detector generates a warning if 3 or more answers are flagged as having artificially generated content. The Sapia.ai Chat Interview uses 5 open-ended interview questions for volume hiring roles, such as retail, contact centre, and customer service, and 6 questions for professional roles, such as engineers, data scientists, graduates, etc.
Let’s Take a Closer Look at the Data…
We see that using our AGC detector LLM to communicate live with candidates in the interview flow when artificial content has been detected has a positive effect on deterring candidates from using AI tools to generate their answers.
The rate of AGC use declines from 1 question flagged to 5 questions – raising the flag on one question is generally enough to deter candidates from trying again.
The graph below shows the number of candidates, from a total of almost 2.7m, that used artificially generated content in their answers.
Differences in AGC Usage Rate by Groups
We see no meaningful differences in candidate behaviour based on the job they are applying for or based on geography.
However, we have found differences by gender and ethnicity – for example, men use artificially generated content more than women. The graph below shows the overall completion ratios by gender – for all interviews on the left and for interviews where the number of questions with AGC detected is 5 or more on the right.
Perception of Artificially Generated Content by Hirers.
We’re curious to understand how hirers perceive the use of these tools to assist candidates in a written interview. The creation of the detector was based on the majority of Sapia.ai customers wanting transparency & explainability around the use of these tools by candidates, often because they want to ensure that candidates are using their own words to complete their interviews and they want to avoid wasting time progressing candidates who are not as capable as their chat interview suggests.
However, some of our customers feel that it’s a positive reflection of the candidate, showing that they are using the tools available to them to put their best foot forward.
It’s a mix of perspectives.
Our detector labels it as the use of artificially generated content. It’s up to our customers how they use that information in their decision-making processes.
This concept of having a human in the loop is one of the key dimensions of ethical AI, and we ensure that it is used in every AI-related hiring product we build.
Interested in the science behind it all? Download our published research on developing the AGC detector 👇
Research Paper Download: AI Generated Content in Online Text-based Structured Interviews
Blog
Joe & the Juice Partners with Sapia.ai, Scaling an Exceptional Candidate Experience and Cutting Time to Hire
Read the full press release about the partnership here.
Joe & the Juice, the trailblazing global juice bar and coffee concept, is renowned for its vibrant culture and commitment to cultivating talent. With humble roots from one store in Copenhagen, now with a presence in 17 markets, Joe & The Juice has built a culture that fosters growth and celebrates individuality.
But, as their footprint expands, so does the challenge of finding and hiring the right talent to embody their unique culture. With over 300,000 applications annually, the traditional hiring process using CVs was falling short – leaving candidates waiting and creating inefficiencies for the recruitment team. To address this, Joe & The Juice turned to Sapia.ai, a pioneer in ethical AI hiring solutions.
A Fresh Approach to Hiring
Through this partnership, Joe & The Juice has transformed its hiring process into an inclusive, efficient, and brand-aligned experience. Instead of faceless CVs, candidates now engage in an innovative chat-based interview that reflects the brand’s energy and ethos. Available in multiple languages, the AI-driven interview screens for alignment with the “Juicer DNA” and the brand’s core values, ensuring that every candidate feels seen and valued.
Candidates receive an engaging and fair interview experience as well as personality insights and coaching tips as part of their journey. In fact, 93% of candidates have found these insights useful, helping to deliver a world-class experience to candidates who are also potential guests of the brand.
“Every candidate interaction reflects our brand,” Sebastian Jeppesen, Global Head of Recruitment, shared. “Sapia.ai makes our recruitment process fair, enriching, and culture-driven.”
Results That Matter
For Joe & The Juice, the collaboration has yielded impressive results:
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33% Reduction in Screening Time: Pre-vetted shortlists from Sapia.ai’s platform ensure that recruiters can focus on top candidates, getting them behind the bar faster.
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Improved Candidate Satisfaction: With a 9/10 satisfaction score from over 55,000 interviews, candidates appreciate the fairness and transparency of the process.
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Bias-Free Hiring: By eliminating CVs and integrating blind AI that prioritizes fairness, Joe & The Juice ensures their hiring reflects the diverse communities they serve.
Frederik Rosenstand, Group Director of People & Development at Joe & The Juice, highlighted the transformative impact: “Our juicers are our future leaders, so using ethical AI to find the people who belong at Joe is critical to our long-term success. And now we do that with a fair, unbiased experience that aligns directly with our brand.”
Trailblazing for the hospitality industry
In an industry so wholly centred on people, Joe & the Juice is paving the way for similar brands to adopt technology that enables inclusive, human-first experiences that can reflect a brand’s core values.
If you’re curious about how Sapia.ai can transform your hiring process, check out our full case study on Joe & The Juice here.
Blog
Sapia.ai Wrapped 2024
It’s been a year of Big Moves at Sapia.ai. From welcoming groundbreaking brands to achieving incredible milestones in our product innovation and scale, we’re pushing the boundaries of what’s possible in hiring.
And we’re just getting started 🚀
Take a look at the highlights of 2024
All-in-one hiring platform
This year, with the addition of Live Interview, we’re proud to say our platform now covers screening, assessing and scheduling.
It’s an all-in-one volume hiring platform that enables our customers to deliver a world-leading experience from application through to offer.
Supercharging hiring efficiency
Every 15 seconds, a candidate is interviewed with Sapia.ai.
This year, we’ve saved hiring managers and recruiters hours of precious time that can now be used for higher-value tasks.
Giving candidates the best experience
Our platform allows candidates to be their best selves, so our customers can find the people that truly belong with them. They’re proud to use a technology that’s changing hiring, for good.
Leading the way in AI for hiring
We’ve continued to push the boundaries in leveraging ethical AI for hiring, with new products on the way for Coaching, Internal Mobility & Interview Builders.