Feature BY Emily McCrary-Ruiz-Esparza | September 09, 2025

What Unusual Jobs Taught Me About Hiring, Retention, and the Talent You’re Overlooking

Paddy Fanning never set out to become one of the best sheepdog trainers in the world. He was a cowboy working on a Canadian cattle ranch when he came across an old book on horsemanship that described the magical give-and-take between humans and animals. Back in Ireland, as he worked to recover from a drinking problem, he put those lessons into practice with a border collie on his father’s sheep farm, and, in the process, discovered a new sense of purpose.Twenty years later, Paddy has represented Ireland in international herding dog competitions and earned a reputation as one of the finest trainers alive. “I’m probably still a bit unemployable,” he told me, laughing. “You hear my job there, and I don’t really have one. And yet we do okay. Dogs have given me all that. I just feel glad with the way the whole deal turned out.”For the last six years, I’ve been writing about work. How people get their jobs and how they lose them, the relationship between employer and the employed, and how all of us find meaning in our work. I frequently meet people who are unhappy with their careers. But I noticed something: People who have unconventional jobs often are happy with their work.So I started searching for the people who have jobs they don’t tell you about in school, roles that don’t show up on job boards: the death doulas, sheepdog trainers, puppeteers, and Foley artists of the world. And I made a podcast about it, called How to Be Anything.Each episode tells the story of someone with an unusual job, and after interviewing 15 of them, I realized their lessons aren’t only for people whose careers take them off the beaten path. Their wisdom and experiences are relevant for anyone working today–including those in corporate America. Some of my findings: Self-Determination Is a Powerful Retention ToolFrom Day One contributing editor and journalist Emily McCrary-Ruiz-Esparza takes you inside the world of unique and unexpected jobs in her podcastAlmost everyone I spoke with chose their job intentionally. Sometimes it took years (or decades) to find, but in the end they carved out space to do work they found meaningful. That self-determination is a powerful reason they stay.Puppetry artist Heidi Rugg built a career by weaving together all the art forms she loves, and her work became stronger once she focused on the environmental themes that deeply matter to her. On the TV Show Dimension 20, lorekeeper (kind of like a script supervisor) Skye Smith designed their own system for tracking the plot, a process they owned from start to finish. For Smith, the real satisfaction comes from being taken seriously. “If I have opinions, I get to say them and they get taken into consideration, which I think is a huge blessing, especially as someone who's young and I didn’t finish college,” Smith told me.And when veterinarian Cindy Otto worked at Ground Zero after 9/11, she saw firsthand the need for better medical care for search-and-rescue dogs. Backed by the University of Pennsylvania, she launched an entire research program to address it, and now is on the leading edge of working-dog science. When workers have the freedom to pursue ideas that matter personally to them, they’re far more likely to stick around.Everyone Needs to See the Fruits of Their LaborWork feels meaningful when you can see its impact.Forensic artist Melissa Cooper has seen her sketches lead directly to the capture of violent criminals, and she draws joy from knowing she’s giving power and a voice to survivors. Gavin Cox, a research scientist who works a mile underground searching for dark matter, described the satisfaction of spending a month designing a procedure to safely move liquified xenon gas, a high-stakes task that required precision and patience. “That’s when I feel proud of my work,” he told me.Employees don’t need a dramatic story to feel accomplished, but they do need to see that the outcomes of their contributions matter.I asked veterinarian Cindy Otto what she thinks of her career now that retirement is in sight. She told me that at a recent veterinary symposium, a presenter asked the crowd for a show of hands: Who had been affected by the Penn Vet Working Dog Center and the work they’ve done? Every single person in the room raised their hand. “I think about it a lot,” she told me. “I’ve made a difference. I’ve made an impact,” she said. Excellence Requires Freedom to FailNo one starts out as an award-winning sheepdog trainer or an award-winning Foley artist. You start as lousy, and then you become okay, and then you become good–and then you become great.That’s why the famous Jack Welch mentality of routinely cutting lowest performers (a practice now back in vogue in 2025) is so damaging. It sends a message to your employees that stumbling is a punishable offense, and eliminates the top performers of the future.Organizations that want innovation have to accept that employees will struggle, or even fail, on their way to mastery.Careers Are Built on Soft SkillsBrendon King has been climbing 500-foot cell towers for more than a decade. The hardest part isn’t fixing the electronics, it’s staying calm when the steel tower sways like a noodle in the wind. Patience, composure, and a little bit of thrill-seeking keep him safe. The technical skills, like repairing fiber optic cables and network switches, those are things he learned on the job. But the best part? “It’s a constant adventure, no matter how you look at it,” he said. “I’ve been in places where people have lived there their entire lives and they’ve never once seen the view that I get to see. It’s amazing.”Similarly, Erin Bishop spent two decades in market research before becoming a death doula. You might be surprised that running a focus group translates quite well to conducting community discussions about death and dying. “Having a career that helps me be a better person in the world—I never thought I would have that in my life,” she told me.Too often, employers seek out candidates who have direct experience, and miss out on remarkably talented people with unconventional career paths.Work Should Be EnjoyableBusiness leaders love to talk about purpose and meaning. They want employees to connect to the company mission, touting its ability to increase engagement and retention. It’s true, and there’s evidence to back it up. But purpose alone isn’t enough.The people I spoke with not only find meaning in their unconventional jobs, but enjoy them in the moment. An employee may love working at a company that saves lives with medical equipment or helps people afford homes. But if the day-to-day is tedious, they won’t stay. Meaning is important, but fun doesn’t get enough credit.Emily McCrary-Ruiz-Esparza is an independent journalist and From Day One contributing editor who writes about business and the world of work. Her work has appeared in the Economist, the BBC, The Washington Post, Inc., and Business Insider, among others. She is the recipient of a Virginia Press Association award for business and financial journalism. She is the host of How to Be Anything, the podcast about people with unusual jobs.(Featured photo courtesy of forensic artist Melissa Cooper)

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Feature BY Emily McCrary-Ruiz-Esparza | August 19, 2025

Handling the Flood of Job Applicants: How Employers Can Escape the AI Feedback Loop

When Alexandra Magaard applies for a job these days, the problem isn’t about having to wait long for a response. In fact, it’s usually only seconds before she’s invited to be interviewed. “You submit your application, and then immediately you get an automated text saying, ‘Are you available for a short call with a recruiter?’ It’s instantaneous.” Magaard, who has eight years of experience in public policy, is eager to get back to work. She has been applying for tech policy jobs in mid-size companies and consultancies since late 2024. But when the call comes, it’s not a recruiter on the other end: It’s an AI bot reading a script. “The AI was like, ‘How long have you worked in policy? Where are you based? Are you open for a full-time role? Are you open to remote?’” she said. Answers to all of these questions were clearly laid out in her application.Despite selectively and thoughtfully applying to roles for months, Magaard  believes she’s is a casualty of the AI arms race taking place in the job market right now. With fewer open positions and more people competing for them, job seekers are using AI-powered tools to churn out applications at an unprecedented rate. Employers, in turn, are adding AI to their recruiting stacks to keep up with the avalanche of resumes that arrive by the thousands. At New York Life, recruiters receive as many as 100,000 applications for 1,400 open roles. Based on those numbers, “it’s easier to get into Harvard than it might be to get a job at New York Life,” said Glenn Padewski, the firm’s head of experienced-professional hiring and executive search, during a From Day One conference earlier this year. HR analyst Josh Bersin told From Day One a similar story via email: One of his clients posted a banking IT job at midnight and clocked more than 1,000 applications by 12:05 a.m. While not quite on the level of requests for Taylor Swift tickets when they go on sale, most employers aren’t equipped to thoughtfully consider that many applications.Job postings are proliferating as well, even though actual hiring is sluggish in many industries, because companies still want to stock their talent pipeline or test the current talent pool. Recruiters are now juggling 56% more job postings than a few years ago, said Steve Bartel, founder and CEO of recruiting platform GEM, during a From Day One webinar. Applicant numbers have tripled for many roles, yet recruiting teams aren’t growing. “In fact, 20% of our customers see thousands of applicants for a single role,” he said.“How can an employer deal with these floods,” Bersin wonders, “and what possible good is this ‘AI-war’ doing for job seekers?”‘The Process Has Become So Automated. Who Do I Follow Up With?’Layoffs, hiring slowdowns, and a fresh wave of college grads has made looking for a job feel like a slog, especially for the class of 2025. “The labor market for recent college grads in 2025 is among the most challenging in the last decade,” Jaison Abel, an economist at the Federal Reserve Bank of New York, told NPR last month. Job searches are getting longer for everyone, and candidate morale is dipping.To sift through the mountain of applications, companies are leaning hard on AI: one-way video or voice interviews, skills tests, and automated chatbots, especially at the top of the hiring funnel. Some candidates appreciate the instant screenings, saying they feel it finally gives them a shot at jobs they might otherwise be overlooked for.But there’s a downside to the deluge for both employers and prospective workers. Many applications aren’t from genuinely interested candidates, and others contain fudged credentials or skills tests completed with AI. Fake and fraudulent job applications have employers arming up even more, with identity verification and deepfake detection software.For candidates, the process has become exhausting: long applications, multiple interviews, unpaid test projects, and then often radio silence from the hiring company. “The process has become so automated, that it’s like, Who do I follow up with?” said Magaard. After AI-powered screening calls with three different companies, she’s never received a human response.Why Some Recruiters Are Going Old-SchoolWhile employers add layers of friction and sophisticated screens to sift out casual (or outright fake) applicants, AI alone won’t solve the problem.“I think there’s going to be more recruiter-led sourcing, more hiring-manager-led sourcing, and more referral work, so that someone is vetting the candidate organically before you’re filling the role,” said Ken Matos, director of market insights at HR tech platform HiBob. To some degree, tech is out. Analog is in. In other words, recruiters are going old-school. Companies like Cisco and McKinsey are bringing back in-person interviews after years of defaulting to phone calls and Zooms. Recruiters are relying on word-of-mouth referrals to surface good candidates actually interested in the job. “Many hiring leaders tell me the quality of candidates has gone down, so there’s even more effort going into human sourcing and recruiting,” Bersin said. And rather than take-home projects that are easily faked, some companies are hiring top candidates for a day so they can “try out” for the job.To free up more time for human contact with top candidates, HR teams are using AI to handle the tedious tasks of recruiting, like interview scheduling and outreach. The goal: to build a smaller, higher-quality pipeline from the start. Bersin notes that in the current climate, “careful, deliberate job seekers are more or less ‘left out’ in this mess,” and employers have to work harder to make their employer brand, values, and workplace expectations clear up front. Honesty about workload, flexibility, and culture can help filter out candidates before they apply.As for the job seekers, Matos suggests that the ability to apply to hundreds of jobs in minutes may be hurting more than helping. Volume doesn’t produce results, and there’s only so much rejection one can handle. People will benefit by applying to fewer jobs, getting fewer rejections, and being more likely to get an interview, “rather than this black hole of dumping effort and energy, then just feeling unwanted.”Emily McCrary-Ruiz-Esparza is an independent journalist and From Day One contributing editor who writes about business and the world of work. Her work has appeared in the Economist, the BBC, The Washington Post, Inc., and Business Insider, among others. She is the recipient of a Virginia Press Association award for business and financial journalism. She is the host of How to Be Anything, a podcast about people with unusual jobs.(Photo-illustration by Montri Uaroon/iStock by Getty Images)

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