Why Quiet Quitting 2026 Is Increasing in Modern Workplaces


The workplace has undergone significant changes over the past few years. Employees today are re-evaluating their priorities, expectations, and relationship with work. As a result, a growing trend known as quiet quitting has gained momentum across industries worldwide.

Quiet quitting 2026 is not about employees resigning from their jobs. Instead, it reflects a deeper issue of disengagement where... workers do only what is required of them and stop investing extra effort beyond their defined responsibilities.

For organizations, this trend serves as an important warning sign. It highlights underlying issues related to employee wellbeing, workplace culture, leadership effectiveness, and career development opportunities.

Understanding why quiet quitting is increasing and how to address it is essential for businesses that want to retain talent and build engaged teams.

What Is Quiet Quitting 2026?

Quiet quitting refers to employees psychologically checking out from work while remaining employed. They continue performing their core responsibilities but no longer go above and beyond their job requirements.

Unlike traditional resignation, quiet quitting happens internally. Employees may still attend meetings, complete assignments, and meet minimum expectations, but their motivation and emotional connection to work decline significantly.

The rise of quiet quitting 2026 reflects changing employee expectations around work life balance, wellbeing, and purpose.

Many professionals are questioning the long-standing culture of overworking and sacrificing personal wellbeing for career advancement.

This trend is becoming increasingly visible across industries as employees seek healthier relationships with work.

Organizations looking to address disengagement should also explore emotional intelligence in leadership to better understand employee needs and workplace dynamics.

Major Causes Behind Quiet Quitting 2026

Quiet quitting rarely happens overnight. It often develops gradually due to ongoing workplace frustrations and unmet employee expectations.

Burnout and Stress in Quiet Quitting 2026

Workplace burnout remains one of the leading drivers behind quiet quitting.

Many employees continue facing:

- Heavy workloads

- Unrealistic deadlines

- Constant pressure to perform

- Long working hours

- Lack of recovery time

When employees feel exhausted for extended periods, they often reduce their emotional investment in work as a protective response.

Instead of leaving immediately, many choose to do only what their role requires.

This response helps them preserve energy and protect their mental wellbeing.

Poor Workplace Communication in Quiet Quitting 2026

Communication plays a critical role in employee engagement.

Employees are more likely to disengage when they experience:

- Lack of recognition

- Limited feedback

- Unclear expectations

- Poor leadership communication

- Minimal involvement in decision-making

When people feel unheard or undervalued, their commitment to organizational goals naturally decreases.

Strong leadership communication helps employees feel connected, appreciated, and motivated.

Lack of Career Growth in Quiet Quitting 2026

Career stagnation is another major contributor to employee disengagement.

Employees often become frustrated when they see:

- Limited promotion opportunities

- No clear career path

- Lack of professional development

- Insufficient training programs

People want to feel they are progressing in their careers. When growth opportunities disappear, motivation often declines as well.

Research on employee burnout and engagement continues to highlight the strong connection between workplace experience and long-term performance. Learn more through Gallup Research.

Warning Signs of Quiet Quitting 2026

Identifying quiet quitting early can help organizations address issues before they result in turnover or declining performance.

Reduced Engagement and Participation

One of the earliest indicators is a noticeable drop in employee participation.

Employees may:

- Contribute less during meetings

- Avoid volunteering for projects

- Show limited enthusiasm

- Reduce collaboration with colleagues

They often focus only on assigned responsibilities and avoid additional initiatives.

Emotional Detachment in Quiet Quitting 2026

Disengaged employees frequently display emotional withdrawal from work.

Common signs include:

- Reduced motivation

- Increased frustration

- Lack of enthusiasm

- Minimal connection to company goals

This emotional distance can affect both individual and team performance.

Decline in Productivity and Initiative

Employees experiencing quiet quitting often stop demonstrating proactive behavior.

Warning signs may include:

- Missing deadlines

- Reduced creativity

- Lower productivity

- Minimal problem-solving efforts

- Avoidance of leadership responsibilities

While basic tasks may still be completed, the drive to contribute beyond expectations often disappears.

Organizations focused on long-term success should also invest in workplace culture transformation strategies that encourage engagement and collaboration.

How Quiet Quitting 2026 Impacts Businesses

Although quiet quitting may appear less serious than employee turnover, its impact can be significant.

Lower Productivity

Disengaged employees often contribute less discretionary effort, reducing overall team performance and organizational efficiency.

Higher Employee Turnover

Quiet quitting frequently becomes a precursor to resignation.

Employees who remain disengaged for extended periods are more likely to seek opportunities elsewhere.

Reduced Workplace Morale

Employee disengagement can influence team culture.

When disengagement spreads, motivation and collaboration often decline across entire departments.

Negative Customer Experience

Employees who feel disconnected from their work may provide lower levels of customer service and support.

This can directly affect customer satisfaction, retention, and brand reputation.

Businesses seeking to understand evolving workforce dynamics can explore future workplace trends through McKinsey & Company.

How Leaders Can Prevent Quiet Quitting 2026

The responsibility for addressing quiet quitting does not rest solely on employees. Leadership plays a major role in creating workplace environments where people feel engaged and valued.

Build a Supportive Work Culture

Employees thrive in cultures where communication, trust, and recognition are prioritized.

Leaders can improve engagement by:

- Encouraging open conversations

- Recognizing achievements regularly

- Providing constructive feedback

- Supporting employee ideas

- Promoting collaboration

Employees who feel appreciated are more likely to remain committed to their work.

Prioritize Employee Wellbeing

Wellbeing is becoming a central component of employee retention strategies.

Organizations should support employees through:

- Flexible work arrangements

- Mental health resources

- Realistic workloads

- Wellness initiatives

- Work life balance programs

A healthy workforce is typically more productive, engaged, and resilient.

Create Career Development Opportunities

Employees want opportunities to learn and grow.

Leaders can improve engagement by offering:

- Upskilling programs

- Leadership development initiatives

- Mentorship opportunities

- Career planning discussions

- Continuous learning resources

Clear growth pathways give employees reasons to remain invested in their future with the organization.

Organizations can also explore top skills you need to succeed in the 2026 workplace to prepare employees for future opportunities.

The Future of Work Beyond Quiet Quitting 2026

The future workplace will likely place greater emphasis on employee experience, flexibility, and purpose.

Human-Centered Workplaces

Organizations are increasingly recognizing that employees perform best when they feel respected, supported, and connected.

Flexible Leadership Styles

Modern leaders must adapt their approaches based on employee needs, changing work environments, and evolving workforce expectations.

AI and Employee Experience

Artificial intelligence is also influencing employee engagement by improving communication, personalization, performance tracking, and workforce planning.

However, technology should enhance -- not replace -- the human aspects of leadership.

Businesses interested in emerging workforce changes can explore future of work insights from World Economic Forum.

Want to Build a Healthier and More Engaged Workplace?

Employee engagement does not happen by accident. It requires intentional leadership, strong workplace culture, meaningful communication, and genuine investment in employee growth.

Explore expert workplace insights on Quirkwise and learn practical strategies to improve employee engagement, strengthen culture, and build high-performing teams.

Conclusion

Quiet quitting 2026 reflects deeper workplace challenges related to burnout, communication gaps, employee satisfaction, and career development.

Organizations that focus on employee wellbeing, growth opportunities, recognition, and healthy workplace cultures will be better positioned to retain talent and improve engagement.

The future of work belongs to companies that understand people are not just resources -- they are the foundation of long-term business success.
 
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8 Steps To Turn Passive Candidates into New Team Members


8 Steps To Turn Passive Candidates into New Team Members

Passive candidates might be happily employed but open to a better job if you approach them thoughtfully.

Stacy Pursell

If there's one thing I can say with absolute certainty after working close to 30 years in the animal health industry and veterinary profession, it's this: If you're relying solely on job boards to fill open... positions, you're missing out on a huge portion of the talent pool. That's because top performers often aren't looking for a new job. Instead, they're content where they are but open to a compelling opportunity if someone approaches them the correct way.

These professionals are known as passive candidates, and they represent a massive, untapped resource, often far more experienced and engaged than active job seekers. In fact, industry research suggests that as much as 70% of the global workforce is made up of passive talent who aren't actively job hunting but could be receptive to the right opportunity.

For veterinary practices struggling to recruit in a tight labor market, learning to find, engage, and influence passive candidates is essential. Here's how practices can do so effectively in eight steps.

1. Know the Difference Between Active and Passive Recruitment

The first step toward reaching passive candidates is recognizing that traditional job board recruitment doesn't resonate with a highly skilled, experienced veterinary audience. Active recruiting relies on candidates coming to you and is how you capture professionals looking for a change.

In contrast, passive recruiting is proactive. You go to qualified candidates and build relationships with them before they even consider leaving their current employer. This tactic requires a shift in mindset and a willingness to spend time building relationships rather than just posting openings and waiting for responses.

2. Build a Strong Employer Brand

Passive candidates rarely respond to generic outreach. They're more likely to engage with organizations that stand out because of their culture, reputation, and values. Here's how to elevate your business's brand:

* Share your story publicly: Showcase your practice's mission, culture, patient stories, and impact. Candidates want to see something that touches them emotionally.

* Be visible where they live professionally: If your ideal passive candidates are on LinkedIn, Instagram, or industry forums, ensure your practice has a presence there and that you're sharing meaningful content.

* Highlight career development: Experienced professionals are often intrinsically motivated. Show them that joining your team could help them grow, lead, or refine their craft.

3. Source Candidates Where They Are

Passive candidates aren't sitting on job boards. Find them with these tips:

* Leverage professional networks: LinkedIn is a goldmine for sourcing passive talent. Use search filters to identify people with relevant backgrounds. Participate in industry groups and discussions to become recognizable and approachable. Beyond LinkedIn, utilize forums, professional associations and email lists, and specialist groups' social platforms. Being active in these circles helps you connect with professionals before you reach out.

* Revisit your talent pipeline: Don't overlook candidates who once applied for a job at your practice but weren't a proper fit then. Many of them have grown professionally since the last engagement and could be open to new opportunities. Keeping a database of strong past applicants and staying in occasional contact with them can pay off when an appropriate role opens.

4. Personalize Your Outreach

Avoid sending generic recruiting emails to passive candidates. Get their attention by recognizing their specific accomplishments or skills or offering insight into why a job opening aligns with their professional goals.

Your message might begin with a compliment about a recent project they led or a shared connection in the profession, followed by a compelling reason your practice's job opportunity matters. Personalized outreach shows respect and signals that you're offering something worth the candidate's time.

5. Build Relationships

Passive recruiting is relational, not transactional. It means:

* Engaging in dialogue before pitching a role

* Asking about career aspirations

* Providing value even if a candidate isn't immediately interested

Nurturing relationships builds trust and keeps your practice top of mind when an opportunity arises.

6. Highlight What Makes Your Practice Exceptional

When a passive candidate hesitates to leave a comfortable role, your value proposition must be meaningfully different. While higher pay might matter, the "why" can also include clear pathways for leadership or specialization, a supportive culture, a better work-life balance, and ongoing professional development.

To attract successful passive candidates, you must articulate what makes your organization stand out in ways that resonate with their professional identity and personal goals.

7. Streamline the Experience

Passive candidates don't want to jump through hoops to explore a new opportunity. Long, drawn-out hiring processes can be a deal-breaker. Streamline the experience by offering flexible interview options, clear communication about expectations and timing, and fewer unnecessary steps in the hiring process.

An easily explored opportunity shows respect for candidates' time and increases the likelihood that they'll stay engaged throughout the process.

8. Use an Experienced Recruiter

Passive recruiting is time-intensive, nuanced, and often outside the expertise of busy practice owners and managers. A seasoned, industry-specific recruiter has:

* Established relationships with high-performing passive candidates

* Deep knowledge of industry labor markets

* Insight into candidate motivations, compensation expectations,and career drivers

* The ability to approach passive professionals discreetly and credibly

Because passive candidates are not actively looking for a new job, who delivers the message matters just as much as what is said. Recruiters act as trusted intermediaries, opening doors that employers often cannot open on their own. In addition, experienced recruiters handle the most time-consuming aspects of the recruitment process, allowing employers to stay focused on their core tasks and operations while gaining access to top-tier talent they would never reach through job boards alone.

It Ain't Easy, but It's Worthwhile

Reaching passive candidates isn't a quick fix. It requires intentional effort, thoughtful communication, and strategic relationship-building. But the reward is access to deep reservoirs of talent -- professionals who bring experience, stability, and long-term value to your veterinary practice.

By going beyond job boards and investing in proactive, personalized outreach, practices can build stronger talent pipelines and accelerate hiring in ways that competitors who rely on job postings simply can't match.

Passive candidates aren't waiting for you to find them on a job board. It's time to go directly to them.
 
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Why managers are struggling to spot real talent in the age of AI


Artificial intelligence is reshaping the hiring landscape faster than most business leaders expected. Recent research from talent solutions and business consulting firm Robert Half shows that more than half of executives believe AI will create jobs and fuel growth over the next two years. But while AI is helping companies work smarter, it's also introducing new and unexpected challenges in the... hiring process.

One of the biggest issues emerging today is the "mirror résumé." Powered by generative AI tools, we've seen a rise in applications that closely reflect the exact language of a job description yet don't always represent a candidate's true skills or experience. While the résumé looks perfect and the match rate is high, interviews often reveal that some applicants can't speak to what's on the page.

This disconnect is slowing down hiring at a time when many businesses are already short-staffed. Nearly two‑thirds of hiring managers tell us that AI‑generated applications are making it harder to identify qualified talent, and 58% say it's now more difficult than it was a year ago to determine whether a candidate genuinely has the skills the role requires.

More Applications, Longer Timelines

For employers, the rise of AI‑assisted job applications is as much about application volume as it is about résumé quality. AI tools allow candidates to apply to more roles more quickly, meaning hiring teams are sorting through significantly larger applicant pools -- sometimes upwards of 1,000. That creates more work up front: additional screening steps, deeper interviews, and more time verifying whether a candidate's skills translate into real‑world performance.

This added friction is hitting at a moment when companies need skilled talent the most. Only 6% of hiring managers say they have the talent needed to meet current business demands. In some specialties including legal, marketing, finance and technology, the gaps are even more pronounced.

For Job Seekers: AI Is a Support Tool, Not a Stand‑In

Despite the challenges, AI can still be a valuable asset for candidates, when used responsibly. The strongest applicants use AI to enhance their materials while carefully reviewing for accuracy and authenticity.

A few guiding principles:

Use AI to sharpen your résumé. Let it help you format, proofread or tighten your wording, but ensure everything you include is true and experience‑based.

Prioritize real examples over keyword stuffing. Hiring managers want to hear specific achievements you can clearly explain in an interview.

Lean into uniquely human strengths. Interpersonal skills like communication, problem‑solving and adaptability matter even more in an AI‑powered job market.

Candidates who can combine technical literacy with strong soft skills will continue to differentiate themselves.

For Employers: Focus on Validation and Capability

On the employer side, success in the AI era requires a more thoughtful, skills‑based approach to hiring.

These strategies can help streamline the hiring process:

Deepen your evaluations. Behavioral interviews, sample work and practical assessments help confirm whether a candidate can do what they say they can.

Clarify job descriptions. Precise, skills‑focused language can reduce the volume of generic or AI‑optimized applications.

Use trusted hiring partners. Nearly nine in ten managers say staffing firms help them navigate AI‑related hiring challenges by vetting talent, verifying skills, and reducing application noise.

At Robert Half, we're helping companies look beyond résumés to assess real capabilities, track record, and culture fit.

What This Means for the Job Market

Despite headline‑grabbing layoffs, the hiring landscape remains active. Sixty percent of employers plan to add permanent staff in the first half of 2026, and another 55% expect to bring on more contract talent to fill critical gaps. Business confidence is rising, and demand for skilled professionals remains strong.

AI is transforming jobs, and the most significant opportunities will go to professionals who can pair AI literacy with human judgment and problem‑solving. For employers, the path forward is clear: invest in stronger evaluation methods, embrace blended teams, and focus on the real capabilities that drive business success.

Mallory Smith serves as an expert at Robert Half, specializing in recruiting and staffing for administrative and customer support roles. She is an active board member with the local chapter of the Society of Human Resources Management (SHRM) and has served on many Chattanooga-area boards in the past.
 
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'Promoted, burnt out, or quit quietly?': Gen Z candidate's question on job interview gives HR a reality check on modern hiring


Gen Z employees are changing workplace culture. They seek work-life balance and mental health support. They question toxic environments and demand transparency. A Gen Z candidate's interview question revealed high turnover in a role. This generation assesses employers critically, prioritizing long-term career sustainability. Companies must adapt to these evolving expectations.

Gen Z employees... are rapidly reshaping modern workplace culture with a mindset that differs significantly from millennials and older generations. Unlike millennials, who were often associated with hustle culture, job loyalty, and climbing the corporate ladder, Gen Z professionals prioritise work-life balance, mental health, flexibility, career growth, and meaningful work environments.

They are more vocal during job interviews, unafraid to question toxic work culture, burnout, unrealistic expectations, and leadership transparency. This shift is forcing companies and HR teams to rethink traditional hiring practices and employee retention strategies in today's competitive job market.

Career coach Simon Ingari recently shared a similar hiring experience on X, highlighting how a Gen Z candidate's perspective offered a striking glimpse into the changing expectations of the modern workforce.

As per the post, the interaction began with a job interview question from an HR representative, who asked the candidate why they had left their previous job role. However, instead of offering a conventional response, the Gen Z applicant reportedly turned the conversation around with a question of their own. The candidate calmly asked what had happened to the person who previously held the position.

Caught slightly off guard, the HR interviewer reportedly sought clarification, only for the candidate to continue by asking whether the former employee had been promoted, experienced burnout, quietly resigned, or simply disappeared from the organisation altogether. The unexpected counter-question reportedly created a moment of silence in the room before the HR representative admitted that the role had experienced considerable turnover over time.

According to the viral post, the candidate simply nodded before remarking that the answer itself was enough. The exchange soon sparked wider conversations online about how Gen Z approaches employment very differently from previous generations. Unlike older employees who were often trained to justify gaps, exits, or career changes, Gen Z professionals are increasingly focused on identifying unhealthy work patterns, toxic workplace culture, and long-term career sustainability before accepting a role.

The post further suggested that this behaviour is not driven by arrogance, but by awareness and risk assessment, reflecting a generation that evaluates employers as critically as employers evaluate them.
 
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Gen Z is right about the job hunt -- it really is worse than it was for millennials, with nearly 60% of fresh-faced grads frozen out of the workforce


Gen Z is slammed for complaining about how tough it is to work five days in-office, or even get a job in the first place -- but their suspicions may be true. Research has confirmed, their older millennial critics had a far easier time locking down a gig to begin with.

About 58% of students who graduated between 2024 and 2025 were still looking for their first job, according to a report from... Kickresume last May.

Meanwhile, just 25% of graduates in previous years -- such as their millennial and Gen X predecessors -- struggled to land work after college.

It may be tempting to think Gen Z just isn't as hungry for work as previous generations, like Whoopi Goldberg and Judge Judy espouse. However, the study suggests previous generations really could walk straight into a job much more easily than young people today.

In fact, nearly 40% of previous graduates managed to secure full-time work in time for their graduation ceremony -- but just 12% of 2024/2025 Gen Z grads could say the same, making those young job hunters three times less likely to have something lined up out of school.

"The journey from classroom to career has never been straightforward," the researchers wrote. "But it's clear that today's graduates are entering a job market that's more uncertain, more digital, and arguably more demanding than ever."

Today's young job-seekers are up against AI agents and a tightening white-collar job market -- to the point where they're handing in donuts and waitressing to try and jump-start their careers in unconventional ways.

It's no secret that landing a job in today's labor market requires more than a fine-tuned résumé and cover letter. Employers are putting new hires through bizarre lunch tests and personality quizzes to even consider them for a role.

It's undeniably a tough job market for many white-collar workers -- about 20% of job-seekers have been searching for work for at least 10 to 12 months, and around 40% of unemployed people said they didn't land a single job interview in 2024. It's become so bad that hunting for a role has become a nine-to-five gig for many, as the strategy has become a numbers game -- with young professionals sending in as many as 1,700 applicants to no avail. And with the advent of AI, the hiring process has become an all-out tech battle between managers and applicants.

Part of this issue may stem from technology whittling down the number of entry-level roles for Gen Z graduates; as chatbots and AI agents take over junior staffers' mundane job tasks, companies need fewer staffers to meet their goals.

Skyrocketing tuition costs and a bleak white-collar job market have made Gen Z's situation so bad that 4.3 million young people are NEETs (not in education, employment, or training). And while things look tough in America, it's become an international issue, with the number of NEETs in the U.K. rising 100,000 over the 2025 alone. The age-old promise that a college degree will funnel new graduates into full-time roles has been broken.

"Universities aren't deliberately setting students up to fail, but the system is failing to deliver on its implicit promise," Lewis Maleh, CEO of staffing and recruitment agency Bentley Lewis, told Fortune last year.

The Kickresume researchers advised young people to just get on the career ladder as soon as possible, instead of holding out for that dream job in their field of study: "We often tell graduates not to stress too much about their first job. It's just a starting point, not a life sentence."

While baby boomers may have chased a job by walking into an office and handing over their résumés directly to a hiring manager, Gen Z are having to get crafty to gain employers' attention.

One young Silicon Valley marketing hopeful, Lukas Yla, knew he wouldn't get far handing over his cover letter in-person, so he hatched a plan. When he was 25, the job-seeker posed as a delivery driver, handing over boxes of donuts with a secret memo attached on the inside. The note read: "Most resumes end up in trash. Mine -- in your belly," along with his résumé and LinkedIn profile. He won over some employers, landing at least 10 interviews from the stunt.

Another Gen Z job-seeker took to waitressing at a marketing conference after failing to land a job through traditional methods for six months. Basant Shenouda couldn't find work after graduating from a top university in Germany, so she volunteered to clean up glasses at one of the most well-known marketing and sales events in the country.

During her breaks, she'd float her CV by at least 30 to 40 people, asking for feedback, but hoping for an opportunity. Shortly thereafter, she landed a job at LinkedIn.

"When you're a graduate, you think everyone's going to say yes to you and things are going [to] work out. But it's a matter of building up resilience," Shenouda told Fortune in 2024. "You need to keep reassessing your process so that every no gets you closer to that next yes."

 
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HR leaders split on how to handle AI use by candidates in job interviews


AI tools now feed real-time answers to job candidates during live interviews, undetected by recruiters. Over 72% of hiring leaders have moved some interviews in-person to counter it.

AI Co-Pilots in Job Interviews Are Forcing HR Teams to Rethink How They Hire

Candidates appearing composed and articulate in remote interviews may have invisible help. AI tools like Final Round AI and Interview... Copilot feed real-time answers to job seekers during live hiring conversations - prompts the interviewer never sees. The problem has grown widespread enough that over 72% of recruiting leaders now conduct some interviews in person specifically to counter it.

Shawn Gibson, Chief People Officer at Info-Tech Research Group, encountered this firsthand. "What we're finding is that sometimes we get a sense that candidates are using AI right in the actual interview with the recruiter," he said. "And that's just not acceptable. It's not evaluating the candidate properly."

The mechanics are simple

An AI tool receives the interview question and immediately generates an answer. The candidate reads it aloud while the recruiter remains unaware anything unusual is happening.

For distributed organizations, the problem compounds. Info-Tech operates across six countries with recruiters based in North America, making it difficult to detect AI assistance when hiring in places like Singapore. Gibson proposed one workaround: a hybrid model where a senior leader meets candidates in person while a recruiter joins virtually. That physical presence can catch behavioral cues a screen cannot.

Christine Vigna, Chief People Officer at Dejero, said experienced hiring managers spot the pattern. "There are long pauses. They will give an extremely well-articulated answer - and then you ask the next question, there's a pause and then they go again," she said.

The hypocrisy question

Vigna raised a counterpoint: employers themselves use AI extensively in hiring. Resume screening tools, candidate response evaluators, and automated scoring systems are now standard. "So many employers are now using AI in the hiring process themselves," she said. "It's a tad hypocritical that employers can use AI for all of their processes, and yet we're saying that employees should not be using AI in that hiring process."

This logic is shifting how some companies evaluate candidates. Rather than disqualifying applicants who use AI, Dejero digs deeper afterward. The company asks candidates about their prompts, how they used the tools, and what they might improve. This tests both AI fluency and underlying knowledge - skills increasingly relevant to actual job performance.

"If we have candidates who are comfortable using AI, it's a bonus," Vigna said.

AI screening AI

Gibson flagged a broader tension: "Candidates are applying with AI, but then recruiters are using AI to look at it. So, you literally have AI to AI issues being created."

Recent data underscores the scale. A survey found that 22% of job seekers admit to using AI during live interviews - a figure HR consultant Bryan Driscoll suggested is likely much higher. Separately, 70% of candidates were never informed that AI would evaluate them during the hiring process.

Both Gibson and Vigna stressed the same principle: governance must precede adoption. "The pace of adoption gets ahead of the governance around it," Gibson said. Info-Tech paused a planned AI-powered HR assistant when it recognized privacy guardrails needed closer attention first.

What HR leaders should do

Vigna recommends treating AI literacy as a measurable competency, not a disqualifier. Build interview structures that require candidates to demonstrate reasoning, not just output. Ask them to walk you through how they used a tool and probe for the thinking behind answers.

Gibson's advice is structural: reconsider whether remote-only hiring still serves your needs. Where can human presence - virtual or in person - restore judgment that AI obscures? "Where can we have employees interject? Where do we really need human scrutiny, human touch?" he said.

Vigna concluded: "There needs to be a world in which our hiring practices are thoughtful and inclusive about the fact that candidates are using AI." Organizations that get there first won't just find better hires. They'll build the kind of candidate trust that a purely algorithmic process never can.

For HR teams navigating these shifts, resources like AI for Human Resources and the AI Learning Path for CHROs offer structured guidance on implementing AI responsibly across recruitment and talent management.
 
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The real reason people stay at their jobs


Knowing how to retain talent is just as important as knowing how to attract it. In today's competitive job market, companies wonder how to make their employees want to stay. While attractive pay and perks such as free snacks is important, these are rarely the only factors.

According to recent employee retention statistics, culture, work-life balance and career development are responsible for 69... % of departures. Let's take a look at some of the main considerations affecting whether workers stay with their companies or not.

The fundamentals of staff retention

Fair compensation and benefits may not be the only thing an employee considers when deciding whether to stay or leave, but let's face it, it's hard to keep staff who know they're being paid below market rates or getting inadequate benefits.

Another major factor is work-life balance. People want to be able to get their work done and also have enough time to enjoy other activities that make life worth living. Sending employees late night messages and constantly assigning tasks after hours and at weekends is a sure way of causing burnout - and ultimately losing staff. Employers wanting to improve work-life balance among their workers should offer flexible work arrangements and respect employees' time off. This not only reduces burnout, it also increases loyalty.

Employees stay where leaders recognise their contributions. Bonuses, 'Employee of the Month' awards and professional development rewards can go a long way in making workers feel valued. But sometimes a timely 'Well done! You nailed the project!' can motivate employees just as much as formal recognition.

Career development is another key reason for staying with a company. Without growth prospects, sooner or later employees will look elsewhere. Training and mentorship programmes, upskilling to help workers adapt to evolving industry demands, moves into new roles that broaden employees' skills, and clear career plans are all strategies demonstrating to employees that their professional growth is supported.

For many workers, the values a company upholds are much more important than salary. When their personal values align with their employer's goals, the pride and sense of belonging they feel can outweigh offers of higher compensation from other companies. But talk is cheap. To earn employee loyalty, these shared values have to be visible in the day-to-day running of the company.

A healthy work environment based on trust, respect, collaboration and inclusivity among peers can be a strong reason to stay. Employers can build a positive workplace culture by organising team-building activities, giving employees the opportunity to share their ideas and making sure every employee - no matter their gender, ethnicity or socioeconomic background - feels that they belong.

Ultimately, it's all about good leadership - communicating openly, recognising employees' contributions and showing that you genuinely care. Who wouldn't want to remain with a company where they are valued, respected and treated fairly?
 
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  • This highlights one of the biggest challenges organisations face today — employee retention is no longer driven by salary alone.

    Culture, leadership,... career growth, work-life balance, and employee experience have become critical factors influencing whether people stay or leave.

    This is exactly why we developed the Optiserve Talent Intelligence System™ (OTIS).

    OTIS is designed to help organisations move beyond traditional recruitment by assessing both:
    The organisational environment
    The behavioural and motivational alignment of employees

    Through OTIS, organisations can identify:
    Culture mismatch risks
    Burnout indicators
    Leadership alignment gaps
    Career development expectations
    Workforce retention risks before they become resignations

    The reality is:
    A highly skilled employee placed in the wrong environment will eventually disengage — regardless of compensation.

    By aligning people with environments where they can thrive, organisations can significantly improve retention, engagement, and long-term workforce performance.

    The future of talent management is not just hiring people.
    It is building intelligent workforce alignment systems.

    #OTIS #TalentIntelligence #EmployeeRetention #Leadership #WorkplaceCulture #HRStrategy #FutureOfWork #Optiserve
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  • Indeed, these are real and I relate. I am particular about Appreciative Inquiry, which has to do expressing how valuable an employees is no matter... their weaknesses. Creating the kind of environment that seeks to transform them and giving them the needed opportunities to grow. But sometimes organizations really don't have time for that. They focus on attractive salaries and leave the growth to the employees. These often misalign career focus and the employee may just feel the need to pursue growth in another organization where developments are imminent.  more

We just launched a new email finder browser extension for recruiters (with free credits available for our users).

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It’s free to try, and as a thank-you to our existing users, we’re giving the first 100 users 500 free credits.

Once installed, just contact support and we’ll add the credits to your account. Optional feedback is always appreciated.

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Most 1:1s Are Career Drift Meetings


He looked me in the eye in a 1:1 and asked, "What do I need to do to get to the next level?" He was hungry, driven, and teachable ... and had no clear road to run on. That is when I was reminded that most 1:1s fail because they pretend to be development conversations while operating like status meetings.

A strong engineer came to me and asked a direct question. "What do I need to do to get to... the next level?" He had drive. He was faithful, approachable, and teachable. He was not missing hunger. He was missing a road, and that detail matters more than most managers want to admit. The lazy leadership answer is "stop waiting for a roadmap and build one." It sounds empowering, and it is also nonsense when someone is trying to get to a place they have never seen clearly defined. If you do not know what the destination looks like, you can run hard and still run wrong.

I have watched this happen more than once. High-agency people do exactly what you ask them to do, then get frustrated when "doing everything right" does not translate into growth. They are not usually missing effort. They are missing signal quality.

The pivotal line in that 1:1 was simple. "I have your back, and I will help create the road" ... not "I will carry you," not "you are on your own." Support first, clarity first, then ownership.

We partnered with HR and built a role matrix across engineer, senior engineer, tech lead, and manager. We defined what each level looked like in behavior, scope, and delivery expectations. Then we mapped where he stood, where he needed to grow, and what evidence would count as real progress.

Within a year, he moved into a senior role. Within 2.5 years, he replaced me. That is one of the proudest moments I have had as a leader ... replacing yourself on purpose.

You are not mentoring when you say "figure it out" without defining what "it" looks like.

Most managers do one of two things in 1:1s. They do status updates, or they do emotional reassurance. Neither one builds growth by itself.

Status-only 1:1s train people to report, not to level up. Reassurance-only 1:1s train people to feel seen, but not necessarily challenged. You need both care and clarity. Without clarity, care turns vague. Without care, clarity turns cold.

The reason this gets missed is predictable. Status updates are measurable and immediate. Career development is slower and messier. It is easier to ask, "Any blockers?" than to ask, "What behavior is holding you back from next level right now, and what are we both doing about it?" One question protects the sprint. The other question changes a career.

This is why your 1:1 should function like a career contract.

If any of those are missing, the contract is ambiguous, and ambiguous contracts create frustrated engineers.

And frustrated engineers do what adults do when the system is vague ... they start running experiments in political survival.

Ambiguity also creates politics. When growth criteria are unclear, people optimize for whatever gets attention. They present harder. They perform confidence. They play proximity games. None of that builds the capability you actually need as an organization.

There is a sequence that works.

That sequence is the difference between mentorship theater and real development. Leaders who skip Step 1 usually blame motivation. It is rarely motivation. It is missing architecture.

You would not ask an engineer to ship a complex system with no requirements and then call them weak when they miss. Yet that is exactly how many leaders run career growth.

If your instinct is "they should just figure it out," ask yourself a harder question ... would you use that same standard for a production migration with real customer impact? If the answer is no, do not use it for someone's growth path either.

The same leadership logic applies.

Career development is architecture work with human consequences.

In fast teams, especially AI-assisted teams, output can hide growth gaps for longer than it used to. Someone can look productive while stalling in judgment, influence, or leverage. If your 1:1 is only about updates, you will miss that drift until it gets expensive. Career clarity is leadership infrastructure, even when HR paperwork makes it look like a side process.

When people know the road, they can self-correct faster, ask better questions, and build confidence that comes from progress, not posturing.

When people do not know the road, they optimize for visibility because visibility is the only signal left. That is how you accidentally build a culture of performative growth. People learn to narrate progress instead of creating it, managers start rewarding confidence instead of capability, and then everyone wonders why the same succession gaps keep showing up.

This is also why your 1:1 quality predicts retention more than most leaders think. People can tolerate hard problems. They do not tolerate feeling stuck with no credible path forward.

There is one uncomfortable part here that leaders love to avoid. Your side of the contract. Most growth plans fail because they are written as employee commitments with manager encouragement. That reads like cheerleading. It is delegation, not something both sides can inspect.

Your side should be explicit.

If you do not write your side down, people stop trusting the process because it looks like another "work on these things and we will see" loop. Trust grows when progress is inspectable for both sides.

This cadence sounds basic, and that is the point. Leadership systems should be boring enough to run consistently and sharp enough to change outcomes. If this feels too formal, good ... informal growth systems are usually where ambiguity and bias hide, and formality is not bureaucracy when it creates fairness and clarity.

If you want to know whether your 1:1 system is real, ask one question at the end of the conversation ... "What changed in your growth plan from this meeting?"

If the answer is vague, your 1:1 was probably morale support plus project updates.

Useful for feelings. Useless for promotions.

If the answer is specific and behavioral, your 1:1 was leadership work.

I started using this question because I got tired of walking out of meetings that felt productive and then watching nothing actually change. We had good conversations. We had trust. We had positive sentiment. We did not have movement. That is a brutal thing to admit as a manager, because it means your intent can be strong while your system is weak.

When this question is built into your cadence, it exposes the exact gap:

And when those are missing, your team usually fills the gap with performance language. You get cleaner updates, better optics, and stronger meeting energy ... but no durable growth.

One practical upgrade that helped me was adding a 3-line closeout doc after each 1:1:

That tiny artifact made the contract inspectable. People stopped guessing what mattered. If you cannot point to a changed behavior contract after a 1:1, you did not run a growth meeting. You ran a conversation.

Take one high-drive engineer and run one contract-style 1:1.

Then hold yourself accountable to your side first.

A 1:1 is where you either build a growth system or build attrition.

If this post lands, pair it with Your Team Doesn't Need a Buddy. It Needs a Coach. for the feedback side of the same problem.

The people on your team are not waiting for another update meeting. They are waiting for a leader who can define the road and walk it with them until they can run it alone. That is the real 1:1 job. Everything else is admin.

One email a week from The Builder's Leader. The frameworks, the blind spots, and the conversations most leaders avoid. Subscribe for free.
 
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10 Best Applicant Tracking System (ATS) 2026


It's difficult to choose which applicant tracking system (ATS) is best for you when there are so many options accessible. You want tools to help you source, track, and organize candidates, as well as automation to help you recruit faster, but you must first determine which product is ideal for you. In this article, I'll simplify your decision by giving my opinions on the 10 best applicant tracking... system!

What is an Applicant Tracking System?

An Applicant Tracking System (ATS) is a software tool that allows businesses to manage and streamline their recruitment processes. It acts as a consolidated location for managing the entire hiring process, from advertising job positions to managing resumes and communicating with candidates.

Key features of an Applicant Tracking System

* Job Posting: Recruiters can generate and post job vacancies straight from the ATS to multiple job boards, career websites, and social media channels.

* Resume Parsing: Automatically extracts key information from resumes, including contact information, work experience, education, and abilities, making it easier to organize and search candidate data.

* Candidate Management: Offers a database for storing and managing candidate information. Recruiters can follow candidates' progress, take notes, and engage with team members.

* Application Workflow: Defines and automates the recruitment process workflow, ensuring that each candidate completes all required phases, from application submission to final hiring decision.

* Communication: Facilitates communication among recruiters, hiring managers, and candidates. Many ATS platforms feature email templates and communication tool integration to help with interaction efficiency.

List of Applicant Tracking Systems

1. Greenhouse

Greenhouse is a recruiting management program that assists you in identifying, categorizing, and nurturing talent. You can use it to create a strong candidate pipeline and identify the best prospects for each open position.

One noteworthy aspect that truly distinguishes Greenhouse is its organized hiring capabilities. Their systematic hiring workflow is intended to provide a consistent and equitable interviewing experience by identifying the qualifications, experience, and characteristics that a successful candidate must possess for an open position before the job is advertised.

* Easy tracking with the help of candidate scorecards.

* Developing tailored assessment strategies for interviewers to determine the appropriate skill set and capabilities.

* Customization of career pages, job boards, and email templates.

* Simplified report configuration.

* Best for mid-sized organizations growing quickly.

Also, you may read 10 Best Small Business HR Software

2. Jobvite

Jobvite ATS is a cloud-based, candidate-focused software that allows for social recruiting, the creation and management of mobile-optimized career portals, and onboarding functions. They also provide a mobile application for the tool. The software has features designed specifically for interviews, requisitions, and personnel referrals. This solution is best suited to medium and large-sized businesses.

* Easy employee referrals

* Automated screening and interview-based candidate ranking

* Mobile-friendly application methods for candidates.

* The Smart Scheduler tool looks at the schedules of many interviewers and selects the optimal time to arrange a new interview.

* A single record is kept for all talks with a certain candidate across channels.

* Use this powerful search engine to find candidates by name, keywords, workflow, location, or date of application.

3. TalentReef

TalentReef's ATS and recruiting tools are designed exclusively for firms that hire hourly workers. In addition to staffing tools, it provides talent management capabilities such as performance, pay, and job management.

Further, the software allows you to follow applicants throughout the hiring process and manage the candidate experience. As potential new hires apply for your open positions, you'll be able to review their resumes and conduct assessments to improve screening.

Also, you may also create flexible processes to advance candidates through the phases in a way that works best for your company, and you can simply schedule interviews using the platform.

* Recruiting and talent management in one location

* Designed specifically for the needs of hourly employees.

* Customizable workflows and templates

4. MightyRecruiter

MightyRecruiter is a free application tracking system that can assist recruiting managers find both active and passive prospects.

MightRecruiter offers job vacancies to over 29 job boards, including LinkedIn, Glassdoor, and CareerBuilder. It also scans your social media networks for potential prospects, allowing you to maximize your network.

When applications begin to arrive, AI is used to identify the most qualified job seekers and guide them through the recruiting process.

* Source active and passive applicants from various platforms.

* Extract information about candidates directly from their social profiles.

* Integrate MightyRecruiter with your existing ATS.

* Send personalized, automated messages to prospects from within the system, keeping everything in one place.

Also, you may read 8 Best HR Software for Startups

5. Bullhorn

Bullhorn prioritizes the applicant experience and cultivates high-touch interactions. This is combined with cutting-edge automated technologies to assist place the appropriate individuals in the right roles.

This application tracking software, designed for staffing organizations, helps recruiters manage the entire recruitment process, from candidate sourcing to client billing. Its purpose is to streamline your operations and help you place more applicants, hence increasing sales.

With a centralized system for managing jobs, candidates, and tasks, you can always see where you stand in the process. You may also create reminders to perform activities at specific times, ensuring that you stay on schedule to meet your recruitment goals.

* The cloud-based technology is secure and available anywhere you are.

* The integrated CRM tool helps you remain on top of your clients' changing needs.

* There is an emphasis on customer assistance and helping clients get the most out of the system.

6. Recruitee

Recruitee begins by assisting you in creating a careers site featuring your company brand utilizing an easy-to-use editor. It then leverages a variety of sourcing tools, such as job sites, shareable social media links, and employee referrals, to find appropriate individuals.

The scheduler eliminates the trouble of interview scheduling, while interview formats and notes in the system maintain consistency and clarity. This also maintains everything in one place for quick access and encourages collaboration among the hiring team.

* Automation and templates simplify your workflow and save you time.

* You may personalize your reports and dashboards to track the process and easily see where optimization may be necessary.

* This applicant tracking software interfaces with a variety of services, including Google, Teams, Indeed, and Zapier.

Also, you may read 10 Best Employee Monitoring Softwares

7. Breezy HR

This applicant tracking system is ideal for small to midsize businesses that hire all year, such as recruiters, brick-and-mortar stores, and franchises.

Breezy creates a careers page for you and promotes your job opportunities on over 50 of the world's top job sites.

Each pricing tier of this ATS software provides additional functionality. While they all provide automated job posting and resume processing, the paid plans include automate candidate prescreening, interview scheduling via video meetings, and other repetitive chores.

The Business plan includes more advanced capabilities such as candidate comparison, job approvals, and offer administration.

* It's simple to use and personalize the system.

* The dashboard and analytics together provide plenty of information.

* The technology supports collaborative hiring, allowing all members of the recruiting team to participate.

8. BambooHR

BambooHR is a comprehensive human resource management solution that incorporates applicant tracking software. It works from a single, secure data source within the system to support hiring and onboarding, as well as employee performance, payroll, and benefits.

Throughout the employment process, this application tracking system manages all candidate data, including contact information. It also keeps track of the role's details, such as job title and description.

Status updates provide information on where the candidate is in the process as well as their current rating for the position. And, as an additional reminder of the status of their application, they can easily refer back to their most recent correspondence with that candidate.

* Automates tracking and managing candidate information to save you time.

* Allows you to communicate with the candidate at each level of the process, resulting in a positive experience for them.

* Allows for bespoke permissions, facilitating collaboration with stakeholders.

Also, you may read Top 15 Team Management Software in 2023

9. Rippling

Rippling enables you to recruit talent from numerous platforms and then set up hiring processes and workflows to manage the entire process effortlessly from start to finish.

This applicant tracking software simplifies every step, from designing interview stages based on seniority to scheduling interviews in calendars such as Outlook, Google, and iCal.

When you're ready to hire, it makes it easier to send offer letters and other necessary documents, such as job titles and descriptions, to your new employee. It also registers the new hire in all relevant systems, such as payroll and health insurance.

* It automatically uploads job posts to platforms like LinkedIn and Indeed.

* You can design reports to offer you the facts you desire, such as the time available to fill a position or feedback from candidates.

* Applicant tracking systems include learning management, allowing you to swiftly get your new hires up to speed.

10. JazzHR

JazzHR, aimed at midsize and enterprise-level enterprises, allows you to source from several job sites with a single click. Then it uses evaluations and interviews to help you rate the prospects based on your specific criteria.

You may also utilize the platform to gather feedback on candidates from everyone on the hiring team, resulting in a genuinely collaborative approach.

A digital offer management function automates and speeds up onboarding, while clear employer branding ensures that candidates have consistent and favorable experiences at all touchpoints.

* All pricing tiers support unlimited users.

* The technology enables you to design bespoke solutions to meet your hiring requirements.

* JazzHR interacts with various other comparable systems, including JobTarget, Criteria, and Recruiting.com.

Also, you may read 10 Best Knowledge Management Systems

Conclusion

When you are constantly recruiting new employees, it makes sense to identify the most efficient and effective method. An applicant tracking system allows you to manage your employment process from beginning to end.

It centralizes all of your candidate information, allowing you to sort through their profiles and collaborate with other stakeholders. An ATS also automates activities, streamlines your workflow, and enables you to make great hiring decisions for your organization.
 
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How to find your next hire in the age of AI


How real estate agencies can adapt hiring practices for the AI era by testing real thinking, adaptability, and character - and using AI smartly to shortlist candidates without losing the human touch.

Everyone's CV looks amazing now. Here's how to find the actual human behind the prompt.

Thomas McGlynn nailed it a few years back when he said that a job interview has always been the meeting of... two lies: The employer exaggerates how great the culture is. The candidate exaggerates how great they are. Ninety days later, everyone finds out.

Now multiply that problem by AI.

Today's candidates are running their cover letters through ChatGPT. Their CVs have been polished by Gemini. Their LinkedIn summaries read like they were written by a professional copywriter - because, in a way, they were. And here's the thing: you can't really blame them. If you had a tool that could make you sound 30% more articulate, you'd use it too.

But it means the old hiring playbook could be a little broken.

Reading cover letters to "get a sense of the person" doesn't work when the person didn't actually write them. And dumping those AI-written applications into another AI to summarise them? Congratulations - you've just created a game of robot tennis where nobody's keeping score and the human wandered off to make a coffee.

So what do you do instead?

Change the medium, change the signal

If every candidate can produce a flawless written application, then written applications stop being useful as a filter.

You need to test for things AI can't fake - yet.

Build a smarter application form

Tools like Jotform or Tally let you go way beyond "upload your CV." Instead, create situational questions that reveal how someone actually thinks:

* A tenant calls at 4:45 PM on a Friday with a burst pipe. Walk us through exactly what you do in the next 30 minutes.

* A vendor disagrees with your recommended sale price. How do you handle the conversation?

* You've got three inspections, a settlement, and a staff meeting all on the same morning. What gets moved?

There's no ChatGPT template for your specific office scenarios. That's the point.

Test their AQ, not just their IQ

Adaptability Quotient matters more than ever. Ask candidates to rate how much they enjoy various tasks on a scale of 1 to 10. If someone rates admin a 2 but the role is 80% systems and data entry, you've just saved yourself a 90-day disappointment - no matter how polished their application looked.

Think of it as a compatibility test for your office. Tinder for task preferences, minus the awkward ghosting. (Actually, no - realistically there's probably still ghosting!)

Ask for video

A 60-second selfie video answering one specific question is worth more than a two-page cover letter right now. AI can write a script, but it can't fake warmth, energy, or the way someone's face lights up when they talk about something they actually care about.

Keep the question simple: Tell us why this role, at this agency, right now. You'll know within 15 seconds. Either they light up or they sound like they're reading a ransom note from a teleprompter.

Ask the questions that actually matter

Once you've filtered for real humans, the interview itself needs to evolve too.

The culture question nobody asks:

Most agencies advertise the same role. Same duties, same salary band, same "dynamic team environment."

Your culture is the differentiator - so test for it.

Ask candidates what they found when they looked at your socials. If they didn't look, that tells you something. If they did, what they noticed tells you more.

The future question:

If property management shifts from being mostly about maintenance to being mostly about asset advisory and client experience, how would they see their role changing?

This isn't a trick question: It's a genuine window into whether someone sees this as a job or a career.

The AI question:

Do you see AI as a collaborator or just useful for checking your emails? There's no wrong answer here, but the answer tells you a lot about someone's mindset toward growth, learning, and change. You want people who are curious, not threatened.

Profiling tools still work.

DISC, Kolbe Index, Wealth Dynamics - these aren't new, but they're more valuable than ever when the written application has become unreliable. Use them at the shortlist stage to understand whether you're hiring a Starter when you actually need a Finisher.

Use AI on your side (smartly)

Here's where it gets fun. AI isn't just changing how people apply - it can transform how you hire.

Use AI to help you build your application form in the first place. Feed it your role description and ask it to generate situational questions tailored to your agency.

Use it to create scoring criteria so incoming applications get flagged immediately against your shortlist requirements. Connect it to a Calendly link so high-fit candidates can book a meeting straight after they've finished the application.

The workflow becomes: application lands → AI flags the best fits → you get a cheat sheet of their responses → you walk into the interview prepared and focused on the human in front of you. You know, the bit you as a leader went into real estate for: talking to people. Not reading 47 variations of 'I'm a passionate self-starter.'

By the way: That's not replacing the human decision. That's giving the human decision-maker better information, faster.

The bit about staying legal

If you're using AI to help shortlist candidates - even if it's just a smart spreadsheet that scores responses - you need to know about the Privacy Act reforms landing in December 2026.

The short version: if AI "substantially assists" in deciding who gets an interview, that counts as automated decision-making under the new rules, and you have obligations around transparency.

Best practice right now is a simple three-layer approach:

A clear notice on your application form: "We use AI-assisted shortlisting to help our team process applications faster."

A brief explanation that AI helps rank candidates on skills and experience, but all final hiring decisions are made by humans.

An updated privacy policy that covers how you use applicant data - including which AI tools are involved.

This isn't something to panic about. It's something to get ahead of. And frankly, being upfront about using AI in your hiring process is a good look - it signals that your agency is modern, efficient, and transparent.

We'll be diving deeper into the compliance side in a follow-up piece. For now, the three-layer approach above will put you well ahead of most agencies.

Stop reading resumes. Start testing for talent

The job interview was always the meeting of two lies. AI has just given both sides a better script. Your job as a hiring manager hasn't changed - find the right person for your team - but your methods need to catch up.

Change the medium. Test for thinking, not writing. Ask the questions that reveal character, not credentials. And use AI yourself to work smarter on the back end.

The agencies that figure this out first won't just hire better people. They'll keep them. And maybe, just maybe, both sides will stop lying by interview two.

Ready to find your next team member? Post your role on Elite Agent Jobs - it's free to post and you can amplify to reach more real estate professionals who read The Brief.

For more on how to think AI first about other systems in your business, consider doing the AI Accelerator course where you will learn the AI first formula, how to win listings and more.
 
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10 Practical Steps Employers Should Take to Mitigate AI Bias and Manage Workplace Risk


Artificial intelligence has become increasingly embedded in hiring, promotion, and employee management, which means that employers face heightened legal risks. From automated résumé screening to video interview tools and performance analytics, AI tools can amplify bias, create disparate impact, and expose organizations to regulatory scrutiny. Below are 10 practical steps you should consider to... mitigate bias and manage risk throughout the AI employment lifecycle.

1. Validate Before You Deploy

Before rolling out any AI tool, conduct rigorous pre-deployment testing. This includes bias and disparate-impact audits across protected groups (race, sex, age, disability) and job categories. Require vendors to provide documentation of their own testing, accuracy data, and bias audit results. Don't assume a high statistical correlation between a model's features and job performance means the tool is job-relevant. Always ask if the features logically relate to actual job duties.

2. Monitor Outcomes Over Time

Bias mitigation is not a one-time event. You should track demographic and performance data after hiring or promotion decisions. If patterns of bias or disparate impact emerge, adjust or retrain the model. Regular post-deployment audits are essential to catch "drift" as new data enters the system.

3. Establish Strong Governance

Implement clear policies for AI use, including documentation of all testing, audits, and remediation steps. Maintain records of how decisions are made, which features are used, and how human oversight is integrated. This documentation is critical for regulatory compliance and defending decisions if challenged.

4. Know the Model's Features and Filters

Demand transparency from vendors about which résumé factors or data points the model uses and which disqualify candidates. Understand the "disqualifying" features and ensure they are job-related and non-discriminatory.

5. Avoid Bloated Job Descriptions

Overly broad job postings that mix "must-haves" with "nice-to-haves" create data noise, making it harder for AI to identify true qualifications. This can lead to models weighing irrelevant factors (like education pedigree or résumé formatting), amplifying bias. The solution is to provide cleaner, more focused job data.

6. Strengthen Vendor Due Diligence

Vet vendors thoroughly. Require contractual assurances on data quality, explainability, audit access, and strict limits on data use and retention. Ensure vendors comply with privacy, notice, and consent requirements, especially when tools capture biometric-like data (e.g., voice, facial movement).

7. Comply with Emerging Regulations

Determine if the tool qualifies as an automated decision tool (ADT) under laws like NYC Local Law 144, California's pending ADMT regulations, Illinois's AI Video Interview Act, or Colorado's upcoming law. Complete required audits, notices, and candidate disclosures.

8. Maintain Human Oversight

AI should inform - not replace - human judgment. Someone in your hiring loop should review AI-generated scores or recommendations and retain authority to override automated decisions. Document when and why human intervention occurs.

9. Standardize and Accommodate

For tools like AI video interviews, standardize the experience: same questions, prompts, and instructions for all candidates. Provide technical guidance and offer accommodations for disabilities to avoid ADA risks.

10. Ensure Candidate Transparency

Disclose AI use to candidates and offer non-AI alternatives when possible. Transparency builds trust and is increasingly required by law.
 
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  • “Knowledge Is Power” no longer proves to be a correct statement in today’s work environment. The true power is “Applied Knowledge” which is what... employer need call for. Once those levels of skill are recognized and hired, all other knowledge can be exhibited while climbing the food chain from the inside.  more

Good hiring holds the key to a company's success


It takes skill on the part of an interviewer to hire the right person.

As Hilt founder and CEO, Sinead English, says: "While initial screening is often carried out by HR specialists who are skilled at assessing applications, the task of interviewing can then go to individuals, who, while they may be heads of operations, finance, or marketing, may not have the skills required.

"Being a good... judge of people, or a good conversationalist, does not automatically make someone a skilled interviewer. Because that is a learned skill, and small mistakes can cost organisations the best talent, it makes sense to leave hiring to those who have trained for the task."

Nepotism and cronyism are just two of the factors that can influence hiring managers to hire the wrong person. Whatever the reason, it happens a lot. CareerBuilder research indicates it's something 75% of employers have experienced.

As for the cost of a bad hire, the jury's out. According to Business.com, it can be as much as 30% of an employee's salary. Separately, IBEC estimates that poor mental health can cost up to €2,000 yearly per employee.

While they might be more aware of it than most, trained interviewers are - like everyone else - prone to bias. Whether this is of the positive or negative sort, it's always unfair. Which is why, if you're in the market for a job, you're in a battlefield. One in which smarts, beauty and skills, battle bias, machines and error.

We're told that in the recruitment game, the beautiful, tall and male are professionally advantaged. What we're not told - and it's probably safe to assume - is that the aforementioned favourable bias is primarily reserved for cisgender men. Why? Because even in the unfairness battle, all is not equal, with workplace prejudices regularly impacting minorities more than others.

"Being aware of bias is important," says English. "It can creep in, even when interviewers believe they are being objective. Hiring managers often give more weight to a candidate's years of experience than to the quality of their skillset. Job adverts often specify a minimum of ten years' experience in a similar role.

"Yet, ten years on paper could be one year's experience repeated ten times. For this reason, it's advisable for employers to focus instead on what candidates can demonstrably do and on all they can bring to a role."

Asked about how employers view a frequent change of jobs, she replies: "When they see this on a CV, they often see it as evidence the candidate is a job-hopper. This can be the assumption, even though that individual might have been working on short-term contracts or rapidly growing their experience."

As for those who have spent decades in the same job, she says recruiters should not automatically deem them to be too set in their ways to take on a new role.

People favour people who share similar interests, backgrounds and experiences. Hiring managers are no different. "It's common for them to favour people similar to themselves," says English. "They think they are 'the same' and that because of this, they will fit in with their team. This sort of thinking can cloud their judgment."

To avoid this and to ensure a fairer and more objective comparison between candidates - one that minimises bias and allows for consistent data collection, she recommends structured interviews - the standardised assessment process under which every candidate is asked the same questions and evaluated against the same criteria.

While this interview tool has merit, English acknowledges its ability to predict job performance can be low.

Recruiters know they have to be careful with their words, with some being better at asking suitable questions than others.

On the wisdom of beginning an interview with a welcome, she says: "This can be followed by something along the lines of: 'Congratulations on getting to the interview stage for a role in which there was lots of interest'.

"That said, employers might next remark that the candidate's CV made interesting reading. They might then ask that person to use the next couple of minutes to share how they think their experience to date would be of benefit to the organisation."

Revealing how hiring managers can easily trip up, she gives the example 'Can you tell us a little bit about yourself?'.

"It's a good idea to avoid asking that at an interview," Sinead English says. 'Can you talk us through your CV?' is no better.

Explaining why, she says: "Questions like these can make candidates nervous. This may lead to them blurting out irrelevant personal information.

"At an interview, small details matter. Concise instructions and maintaining focus on relevant questions can make a positive difference. It's good to keep comments neutral. 'Nice day out there today,' is good. So too is avoiding questions about personal matters such as family, travel, or religion. At every touchpoint, employers should be aiming for a professional, respectful, and consistent approach."

Sharing that follow-up questions are essential to uncovering the depth of a candidate's experience and for distinguishing candidates who are genuinely capable from those relying on rehearsed or AI-generated responses, she says: "To get around scenarios of that nature, hiring managers might ask something along the lines of: 'You say you spent six months doing that. Tell us what else you had on your plate during that time.' Or: 'You mentioned resources. Tell us more about that."

She says that when interviewing, employers should pay attention to red flags such as excessive pauses, overly polished answers and inconsistencies between what a candidate's CV states and what they are saying at interview.

"AI tools have changed the recruitment landscape," she says. "80 per cent of candidates are using these platforms to prepare their CV. This is absolutely fine once they're not getting AI to lie for them."

Lying is as old as time. Interviewees answering questions online with real-time AI prompts, not so much. To manage this until recently unheard of scenario, hirers are pushing back. Some adopt policies such as 'camera on for the duration of the interview' and perform regular screen-sharing checks.

Using machines to generate replies at interview is not a good idea. It might give one candidate an unfair advantage over another. Worst case scenario it might facilitate lying about experience. But employers' responding by taking the liberty, at online interviews, to gawk while a nervous candidate obediently pans their camera around their room is invasive. Outrageously so. Whether they're sitting in a tiny studio rental, or aboard a yacht on the high seas - assistance dog at their feet - should be their business only.

Any good hiring manager should notice if an interviewee is attentive and speaking from memory, rather than making stuff up and relying on machine prompts to sound convincing. They should notice if they are repeating the questions asked, so as to instigate a typed response from AI, which they then read aloud.

There's much that employers can do to attract the best talent to their organisation.

As English says: "Because recruitment outcomes are impacted by candidate perception of the hiring process, hiring managers should think about how well written the job ad is and whether it reflects clearly what's required for the role. Sometimes the responsibilities list is four times longer than it should be and companies take too long to get back to people after they apply, or interview. Negative experiences can turn candidates away - even from senior roles."
 
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  • You Can Hire The Best People With The Most Qualified Skills But If Your Leadership Fails, They will Fail. Leaders Can Take Even RAW Talent & Build... Them Up To Be Great. "Respect For The Individual" more

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How HR Can Build Better Talent Pipelines with Smart Recruitment Tools and Strategies


Hiring has changed -- and if you work in HR, you've felt it for sure. Post a job ad and wait for résumés -- the model of years past -- is no longer sufficient.

Today's job seekers are more knowledgeable, choosy and human than any spreadsheet could accommodate. Yet businesses are also feeling the squeeze to hire more quickly, intelligently and with fewer resources. That's when building a solid... pipeline becomes not just something nice to have but more of a survival skill. Even simple safeguards -- like sharing a sample Non-Compete Agreement early -- can help set expectations and build trust from the first touchpoint.

A modern talent pipeline is not simply filling roles quickly, but about building long-term relationships and reducing the hiring risk to make smarter decisions before a need even exists. And, yes  -- technology is a big part of this. But the actually big magic comes when tools and strategy are working hand in hand, led by people who fundamentally know that recruitment is about trust.

Early in the process, such trust often begins with clarity. Candidates want to understand they're signing up for -- and that's especially true when it comes to expectations and legal limits. By removing the booms, covering up some brick work and highlighting it with a row of spotlights, the HR teams can stand out in this fatigue space while keeping to their budget. Exemple: disposer d'un échantillon de convention de non-réunion accessible peut aider les équipes RH à fixer des règles explicites sans risquer tout malentendu préjudiciable au branding employeur futur. Relationships last longer when you start with clear expectations.

Reactive hiring is a drag, let's face it. Hiring to fill a role in a hurry once someone resigns tends to result in knee-jerk reaches, mismatched expectations and then even higher turnover rates. A robust pipeline of talent flips that script. Instead of reacting, you prepare.

You have to think of your pipeline as a living network too of people who might not want to change jobs today but are perfect for tomorrow. Ex-applicants, low-key job-seekers, interns, freelance contributors, referrals -- they all count. This pipeline, when actually treated like a pipeline, reduces time-to-hire, increases candidate quality, and takes some of the panic out of hiring.

With smart recruiting tools, HR teams can identify patterns that humans just don't recognize; tracking this data can help them make more informed decisions about where to invest in the future and where they need to improve. Analytics around hiring processes can tell you which roles are hardest to fill, for example, or show you at what stages of interviewing candidates tend to drop out. But data doesn't, by itself, create relationships -- people do.

A practical example? Today, many HR teams apply structured data to determine when and how they promote roles. Knowing target audiences; even doing basics like matching job visibility to appropriate google business categories can significantly alter the way in which your company is found by your preferred candidates. It's not about anyone, it's about someone!

If there's anything candidates remember the most, it is how you made them feel. Slow response times, opaque routes or excessively robotic replies can subtly chip away at your employer brand. On the other side of the coin, thoughtful touches generate loyalty -- even from candidates you don't end up hiring.

This is where engaging tools come in. Some companies are even turning to short, unscripted video clips where hiring managers introduce team members, explain roles or walk candidates through hiring processes. They focus not on the polished corporate material but on real faces and real stories; they're painfully aware of how little everybody sees about themselves. There's nothing surprising that a lot of HR teams are opting to get inspired by personalized video campaigns to drive candidate engagement the entire way through the funnel. Video, when done well, transforms a cold process into a warm conversation.

It's widely known in recruitment that screening candidates is a massive time suck. AI-driven tools in particular can serve as a screen to filter applications or identify relevant skills and also help eliminate the problems of unconscious bias -- if deployed appropriately.

Authenticity is becoming a concern for employers with AI-driven résumés and cover letters, says one. An AI checker can also assist HR teams in building up an accurate picture of how candidate materials were constructed, helping them to actually concentrate their interviews on the actual qualifications and experience rather than just polished phrasing. The intent isn't to catch out the candidates, but to ensure that discussions are fair and meaningful.

A strong talent pipeline doesn't stop at external candidates. Internal mobility is just as important. HR teams that invest in learning and development often find they already have future hires within their organization.

Technology is a big part of this. Through tools such as learning platforms, skill assessments and internal talent marketplaces, employees can develop skills while HR has greater visibility into the capabilities that are on the rise. When people see a future for themselves in the organization, retention improves -- and your pipeline benefits organically.

For all its tech, recruitment still depends on connection. Events and referrals and informal conversations continue to be potent -- especially when they're easy to make follow up on.

Which is why some HR teams are now using digital networking tools like VCard qr code QRNow at career fairs and internal events. A quick scan could instantly capture contact detail, creating an opportunity to develop relationships long after the event has concluded. It's a small change, but it removes friction -- and friction is the enemy of good pipelines.

So, in reality how do you create a stronger talent pipeline?

Start small. Audit your existing hiring procedures and locate one bottleneck -- whether it's sourcing, screening or candidate engagement. Bring in one toolkit, or tactic, that gets straight at that issue. Measure, adapt and then scale.

Most importantly, listen. All the candidates, hiring managers and employees are giving you incredibly useful feedback if you just listen. Technology must amplify those voices, not supplant them.

At a day's end, smart recruitment tools are simply that -- tools. They don't substitute for empathy, curiosity or human judgment. But used wisely, they give HR teams the time to concentrate on what's truly important: forming relationships that stand the test of time.
 
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Interview: What every manager needs to know


THE job interview remains one of the most popular methods for evaluating potential employees, viewed by many as a critical component in the hiring process. Despite the advent of various new hiring tools and technologies, the traditional job interview has stood the test of time.

The reliability and validity of job interviews have been a topic of considerable research.

A comprehensive review... and meta- analysis by McDaniel et al. (1994) highlighted the complexity of job interviews as a hiring tool, suggesting that while interviews can offer valid assessments, their reliability and predictive validity are often contingent upon their structure and execution.

Structured interviews, in particular, have been repeatedly shown to enhance both reliability and validity, leading to more consistent and predictive hiring outcomes.

The unfortunate part is that most job interviews practiced by many companies are unstructured, leading to bad hiring.

However, without proper training, managers conducting job interviews might inadvertently introduce biases into the hiring process, affecting the utility of the job interview as a hiring tool.

The consequences of untrained managers handling job interviews can be severe, ranging from legal implications due to inappropriate or discriminatory questions to potential financial consequences if an unqualified candidate is hired.

Inadequate interview processes can also cause companies to miss out on qualified candidates, leading to a talent drain that can affect overall organisational success.

Given the high stakes involved, it is clear that managers must be well-versed not only in the art of interviewing but also in the legal and ethical considerations that govern it. This necessitates a commitment to ongoing training and development to ensure that the job interview continues to serve its intended purpose: to reliably and validly assess candidate suitability for the role.

Managers seeking to hire top candidates must navigate the complexities of the modern job market and must recognise the patterns of candidate behaviour and preferences.

As of 2023, the job market is characterised by a substantial presence of passive job seekers -- individuals who are not actively seeking new employment but are open to considering new opportunities.

For instance, Subbarao et al. (2022) explored the distinct behaviours between active and passive job seekers, particularly in their use of social media for job searching, indicating that different strategies may be required to engage with each group.

Preparing for the interview

When it comes to interview preparation, the stakes are high, both for candidates and interviewers.

On average, for a single job opening, 118 candidates apply, but only about 20% are actually interviewed.

As for the candidates, who are offered an interview, a significant percentage fail due to a lack of knowledge about the company and not understanding the job on offer, highlighting the importance of thorough preparation.

Structuring the interview

A structured interview process is a critical element in the recruitment and selection of new employees.

The Society for Human Resource Management (SHRM) emphasizes the use of structured interviews, which involve asking every candidate the same questions in a predetermined order.

This level of standardisation helps ensure that each interview is conducted fairly and that all candidates are evaluated on the same criteria, reducing bias and discrimination in the hiring process.

Research supports the effectiveness of structured interviews in predicting job performance. For example, Van Iddekinge et al. (2007) found that structured interviews administered by experienced interviewers could mitigate the use of impression management tactics by candidates.

Structured interviews typically include different types of questions, such as situational, behavioural, background, and job knowledge, which together provide a comprehensive assessment of a candidate's suitability for the role.

These types of interviews can be particularly effective in minimising in-group favouritism and other forms of bias that can compromise the integrity of the selection process.

Behavioural interview techniques

Behavioural interview techniques are widely recognised for their effectiveness in assessing a candidate's potential for future job performance.

These techniques are rooted in the concept that past behaviour is a reliable indicator of future behaviour in similar situations. Data indicates that behavioural interviewing has a 55% predictive accuracy rate for on-the-job success, which is significantly higher than the 10% predictive accuracy of traditional interviewing methods.

According to LinkedIn's Global Talent Trends 2019 report, 75% of hiring managers use behavioural interview questions to assess soft skills and the potential performance of a candidate. The survey also reveals that nearly 63% of organisations incorporate competency-based questions to evaluate candidates' skills and abilities.

In practice, behavioural interviewing can involve questions that prompt candidates to describe specific instances from their past work experiences. For example, asking a candidate to detail how they navigated a challenging project or conflict within a team can provide insights into their abilities in areas such as leadership, teamwork, and problem-solving.

Furthermore, research supports the use of behavioural interview techniques as a means to gain a deeper understanding of a candidate's competencies. One study by Motowidlo et al. (1992) explored the structured behavioural interview and highlighted its effectiveness in evaluating a candidate's job-relevant behaviors and experiences.

The approach is supported by data suggesting that behavioural interview data can be used to classify new hires into performance groups, allowing for a more refined prediction of candidate success.

Evaluating cues

Non-verbal cues can be just as telling as verbal responses. A study by Northeastern University found that 93% of communication is non-verbal. Managers need to be adept at reading body language, eye contact, and other non-verbal signals that may indicate a candidate's confidence, enthusiasm, or truthfulness.

Wrong questions

Managers must exercise caution to avoid asking the wrong questions during an interview because doing so can lead to significant reputational risks. Inappropriate or discriminatory questions during interviews can damage an organisation's reputation and lead to mistrust among potential employees.

Employers are, therefore, encouraged to steer away from personal topics that could inadvertently lead to discussions of protected characteristics, which might then influence hiring decisions.

It is crucial for managers to be trained on which questions are appropriate and how to conduct interviews that focus on job-related competencies without crossing into illegal territory.

Impact of technology

Technology has revolutionised interviewing. Video interviews increased by 67% during the recent pandemic, and platforms like LinkedIn have made it easier to connect with candidates.

Managers must be comfortable with these technologies.

Closing the interview effectively

The closing of an interview is as important as the beginning. It is a manager's opportunity to ensure that the candidate has a clear understanding of the next steps. Statistics show that 80% of candidates say a positive interview experience can change their mind about a role or company.

Conclusion

Effective job interviewing is a multifaceted skill that encompasses preparation, structure, communication, legal understanding, technology, and continuous improvement.

With the right approach, managers can not only select the best candidates but also enhance the company's reputation and attract top talent in the future.
 
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White-Collar Workers Fear AI, But For Blue-Collar Workers, It Can Be A Savior


For white-collar workers, AI looks like a pink slip. But for the millions of blue-collar individuals who struggle to land a job, not because they lack ability, but because of the lack of an effective hiring infrastructure, AI is emerging as the green light they've been looking for.

The inability to connect the demand for blue-collar labor, given the substantial supply of skilled talent, is not... only an embarrassing systemic failure, but it's also a huge blow to the American economy. A study of just one part of the blue-collar workforce -- manufacturing -- by Deloitte and The Manufacturing Institute projects that about 2.1 million U.S. manufacturing jobs will be unfilled by 2030, with the gap potentially costing $1 trillion in that year alone. We should expect to see higher costs, missed deadlines and slower growth (if any at all) across industries that face similar shortages of skilled talent.

That is, unless something changes.

Blue-collar hiring infrastructure is broken

It starts and ends with hiring. The applicant-tracking and recruitment-management systems that most companies rely on are designed to uplift top candidates who meet the norms in white-collar industries, leading to a critical divide. As Harvard research demonstrates, these tools filter out capable candidates who don't match historical patterns or standardized checklists that they are trained to recognize.

This design is especially problematic given the realities of America's blue-collar workforce. Foreign-born workers are overrepresented in these roles: the construction industry, for example, employs the largest percentage of immigrants of any industry.

U.S. résumé conventions, from formatting to phrasing, are unfamiliar to many immigrants, and automated résumé systems often down-rank these applications based on immaterial factors rather than work experience or relevant skills.

Credentials, critical across numerous blue-collar jobs, are another obstacle: Licenses and certificates earned abroad often map poorly to domestic job codes, even when the underlying skills are equivalent. For example, a 20-year veteran electrician certified in Nicaragua starts at the same place as a novice in the U.S.

For those who don't speak or write English fluently, if at all, these issues are compounded. A key reason: automated systems are trained to reject applications that contain typos, incomplete phrases or grammatical errors. With all these issues combined, it's easy to imagine why so many qualified candidates don't bother to apply for jobs at all.

How AI is clearing the gutters of hiring

AI succeeds where these legacy hiring infrastructure systems have failed: nuance. Machine learning platforms can circumvent the obstacles that prevent immigrants from landing jobs at scale. Natural language processing allows the systems to interpret nontraditional résumés, conduct interviews in multiple languages, and verify credentials automatically.

A welder without a formal résumé can be matched to an employer based on verified training records earned in another country. A warehouse worker with limited English can be assessed by their abilities, not their syntax on a resume. This reality would have massive, positive implications for blue-collar employment numbers and the American economy. Better still, it's possible.

Further, when these candidates are hired, the business case doesn't stop. Employers that have brought refugees into shop-floor roles report meaningfully higher retention in manufacturing, logistics and blue-collar industries, which traditionally experience high turnover.

Put simply, hiring systems that prioritize skills, credentials and language inclusivity don't just expand candidate reach, they drive lasting productivity and growth.

The competitive edge

For businesses, the payoff of implementing AI to improve or overhaul blue-collar hiring practices goes beyond altruism. It's good business. AI-driven hiring platforms can shrink vacancy times, lower onboarding costs and expand labor pools -- advantages that matter for companies individually, and for the American economy at large.

The challenge for executives and policymakers isn't to slow AI down, but to deploy it wisely. Used correctly, these tools can rebuild the connective tissue of the labor market, helping millions of workers find the jobs that need them most.

The workers are out there. The jobs are waiting. The system is broken -- but not beyond repair.

AI won't take every job. Not even close. And for many, the technology will actually do the opposite: unlock one.
 
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Skills Over Degrees: How Tech Hiring Will Evolve in 2026


Hiring in tech is becoming more precise, data-informed, and human at the same time. The focus is moving away from résumés and toward measurable capabilities, what people can actually do.

By 2026, this approach will no longer be experimental. According to Gartner, over 80% of global companies plan to base their recruitment and training strategies on skills rather than credentials. It's a shift... that's redefining how talent is evaluated and how teams are built across the industry.

From Job Descriptions to Skill Maps

Static job descriptions are giving way to flexible skill maps. Instead of hiring for a rigid title, organizations are identifying clusters of abilities that align with evolving business goals.

AI-driven tools already help HR teams detect what skills exist within their workforce and where new expertise is needed. The result: clearer talent pipelines, targeted learning paths, and more accurate recruitment decisions.

The best teams of 2026 won't be built on identical profiles, but on complementary strengths.

AI as a Talent Partner

Artificial intelligence is quietly becoming a collaborator in the hiring process.

It helps recruiters understand how candidates think, solve problems, and learn.

Through real coding challenges, conversational analysis, or portfolio scanning, AI can highlight potential that a résumé might miss. But technology alone isn't enough; the most successful hiring strategies will balance automation with human judgment, translating data into meaningful connections.

Experience Over Credentials

The tech industry's appetite for specialized talent keeps growing faster than universities can supply it. That reality is changing who gets hired and why.

Bootcamp graduates, self-taught developers, and freelancers with proven track records are now part of the same conversation as degree holders.

For many companies, project experience and adaptability carry more weight than academic pedigree. In 2026, the question won't be "Where did you study?" but "What have you built?"

IT Staffing as a Growth Strategy

Hiring on demand is evolving from a quick fix into a long-term strategy.

Organizations are turning to IT staffing partners not just to fill roles, but to strengthen their internal capabilities.

At CodersLab, this means matching teams based on performance data, cultural fit, and shared goals. The result is a partnership model where talent integration drives innovation, rather than simply extending headcount.

Learning as a Core Metric

Continuous learning has always been valuable; in 2026, it becomes measurable.

Companies will begin tracking learning engagement and skill development alongside productivity and retention.

Professionals who stay curious, update their stack, and explore new tools will have a clear advantage. Because in a landscape defined by rapid change, learning isn't preparation for the job. It is the job.

In 2026, tech hiring won't be defined by diplomas but by the ability to learn, adapt, and deliver real impact.

The future of hiring in tech isn't about titles or diplomas.

It's about capability, context, and growth.

Skills over degrees is no longer a slogan. It's how the most competitive companies will identify potential, build teams, and define success in 2026.

✍ CodersLab -- connecting global tech talent with real opportunities.
 
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AI bias in hiring decisions is often copied by human reviewers, study reveals


An organization drafts a job listing with artificial intelligence. Droves of applicants conjure résumés and cover letters with chatbots. Another AI system sifts through those applications, passing recommendations to hiring managers. Perhaps AI avatars conduct screening interviews. This is increasingly the state of hiring, as people seek to streamline the stressful, tedious process with AI.

Yet... research is finding that hiring bias -- against people with disabilities, or certain races and genders -- permeates large language models, or LLMs, such as ChatGPT and Gemini. We know less, though, about how biased LLM recommendations influence the people making hiring decisions.

In a new University of Washington study, 528 people worked with simulated LLMs to pick candidates for 16 different jobs, from computer systems analyst to nurse practitioner to housekeeper. The researchers simulated different levels of racial biases in LLM recommendations for résumés from equally qualified white, Black, Hispanic and Asian men.

When picking candidates without AI or with neutral AI, participants picked white and non-white applicants at equal rates. But when they worked with a moderately biased AI, if the AI preferred non-white candidates, participants did too. If it preferred white candidates, participants did too. In cases of severe bias, people made only slightly less biased decisions than the recommendations.

The team presented its findings Oct. 22 at the AAAI/ACM Conference on Artificial Intelligence, Ethics, and Society in Madrid.

"In one survey, 80% of organizations using AI hiring tools said they don't reject applicants without human review," said lead author Kyra Wilson, a UW doctoral student in the Information School. "So this human-AI interaction is the dominant model right now. Our goal was to take a critical look at this model and see how human reviewers' decisions are being affected. Our findings were stark: Unless bias is obvious, people were perfectly willing to accept the AI's biases."

The team recruited 528 online participants from the U.S. through surveying platform Prolific, who were then asked to screen job applicants. They were given a job description and the names and résumés of five candidates: two white men and two men who were either Asian, Black or Hispanic. These four were equally qualified.

To obscure the purpose of the study, the final candidate was of a race not being compared and lacked qualifications for the job. Candidates' names implied their races -- for example, Gary O'Brien for a white candidate. Affinity groups, such as Asian Student Union Treasurer, also signaled race.

In four trials, the participants picked three of the five candidates to interview. In the first trial, the AI provided no recommendation. In the next trials, the AI recommendations were neutral (one candidate of each race), severely biased (candidates from only one race), or moderately biased, meaning candidates were recommended at rates similar to rates of bias in real AI models. The team derived rates of moderate bias using the same methods as in their 2024 study that looked at bias in three common AI systems.

Rather than having participants interact directly with the AI system, the team simulated the AI interactions so they could hew to rates of bias from their large-scale study. Researchers also used AI generated résumés, rather than real résumés, which they validated. This allowed greater control, and AI-written résumés are increasingly common in hiring.

"Getting access to real-world hiring data is almost impossible, given the sensitivity and privacy concerns," said senior author Aylin Caliskan, a UW associate professor in the Information School. "But this lab experiment allowed us to carefully control the study and learn new things about bias in human-AI interaction."

Without suggestions, participants' choices exhibited little bias. But when provided with recommendations, participants mirrored the AI. In the case of severe bias, choices followed the AI picks around 90% of the time, rather than nearly all the time, indicating that even if people are able to recognize AI bias, that awareness isn't strong enough to negate it.

"There is a bright side here," Wilson said. "If we can tune these models appropriately, then it's more likely that people are going to make unbiased decisions themselves. Our work highlights a few possible paths forward."

In the study, bias dropped 13% when participants began with an implicit association test, intended to detect subconscious bias. So companies including such tests in hiring trainings may mitigate biases. Educating people about AI can also improve awareness of its limitations.

"People have agency, and that has huge impact and consequences, and we shouldn't lose our critical thinking abilities when interacting with AI," Caliskan said. "But I don't want to place all the responsibility on people using AI. The scientists building these systems know the risks and need to work to reduce systems' biases. And we need policy, obviously, so that models can be aligned with societal and organizational values."

The paper is published in the Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society.
 
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Employee Evaluations


Employees are evaluated both on a semi-annual basis and on an assignment or quarterly basis depending on whether the employee is within the Delivery organization or fulfills an internal role. The Semi-Annual Evaluations are completed in July and January of each year and reflect performance for the six-month time period preceding the evaluation. These forms also document strengths and development... needs and serve as one input into the employee's Development Plan. In addition to the Semi-Annual Evaluation, Progress Evaluations are completed for all employees. For employees within the Delivery organization, Progress Evaluations are completed for all assignments longer than two weeks in duration. For internal employees, the Progress Evaluations are completed in April and October and document progress for the preceding quarter. The appraiser completing the Semi-Annual Evaluation should consider the Progress Evaluations when evaluating the employee.

Performance Evaluation Types

The Company's process is built upon two levels of performance feedback: on-going Progress Evaluations and Semi-Annual formal reviews.

* Progress Evaluations: shorter and more frequent feedback about your performance on specific projects and initiatives.

* Semi-Annual Evaluations: a formal compilation of your Progress Evaluations within the context of your individualized Development Plan and The Company's career paths. It is during the semi-annual evaluation process that salary and promotion discussions are held.

Progress Evaluations

As mentioned above, Progress Evaluations are shorter and more frequent, and help ensure that you always know how you are performing. Execution of Progress Evaluations differs slightly depending upon whether you are a Delivery Resource or an Internal Resource.

* Delivery Resources: Progress Evaluations are done for any assignment you have longer than 2 weeks. Your direct supervisor for that assignment, not necessarily a manager, conducts the Progress Evaluation. If you are on a long assignment (e.g., longer than a quarter), a Progress Evaluation is completed at least every quarter - i.e., every Delivery Resource will have at least one Progress Evaluation per quarter.

* Internal Roles: your direct manager completes Progress Evaluations on odd quarters (i.e., in between the semi-annual evaluations).

Semi-Annual Evaluations

The Semi-Annual evaluation represents a culmination of the more frequent Progress Evaluations, and provides a more formal mechanism for measuring performance and career development goals. Additional details of these reviews are included below:

* Evaluation Cycles: January & July of every year.

* Participants: Anyone who was with The Company for 2 months or more during that cycle.

* Evaluators: Your Practice Manager or Career Development Guide conducts your Semi-Annual Evaluation. This Practice Manager or Development Guide serves as your career mentor. He/She is a management-level person who helps you chart and meet your career development goals. For employees fulfilling internal roles, your Development Guide, in almost every case, is your direct manager/supervisor.

Salary Increases

Salary increases coincide with The Company's semi-annual evaluation process, and take effect on August 1 and February 1 respectively. You are informed of salary increases by a letter sent to your home. Please note that salary increases are prorated according to the number of months for which your performance evaluation applies. For example, if your evaluation covers 4 months, your raise is prorated to 4 out of the 6 months. The Company also conducts periodic studies to ensure that compensation is competitive and in line with market demands.

Promotions

Promotion decisions also coincide with the semi-annual evaluation process and are communicated during your formal evaluation discussion.

Procedures for Conducting Employee Evaluations

The performance evaluation process is managed and coordinated on a regional basis-i.e., by the regional resource management groups. These groups support employees within the Delivery organization and employees within internal departments. Please consult the list below if you are unsure of the regional resource manager for your region.

Instructions for Completing the Progress Forms

The job description for the employee being evaluated should always be consulted when completing both the Progress Evaluations and the Semi-Annual Evaluations as well as during the expectation setting process at the onset of a new project. An employee should be evaluated against the criteria set forth in the job descriptions, rather than against other employees at the employee's level.

All of The Company's evaluation forms are derived directly from the job description or career path of the employee being evaluated. The Progress Evaluation forms correspond to the career path of the employee (thus Associate Developers through Senior Developers use the same form) and the Semi-Annual Evaluation form corresponds to the job description or specific role of the employee (Associate Developers, Developers, and Senior Developers each have their own form). Employees within the Delivery organization should use the appropriate forms depending on their career path and title within that path.

Progress Evaluation for Delivery Resources

Who should complete the form: The appraiser should be the individual who supervised the employee on a day-to-day basis during the course of any assignment lasting two weeks or longer. The regional resource management team will identify the appraisers and facilitate the completion and delivery of these forms on an on-going basis. These forms will be completed at least on a quarterly basis.

When to complete the form: A Progress Evaluation should be completed as employees roll off any assignment that has lasted two weeks or longer. These forms should be completed at least quarterly.

Completing the form: The steps for completing the Progress Evaluation are as follows:

* The appraiser should rate the employee in the various career path and project- related categories based on the rating scale included at the end of this document. The appraiser should comment on the specific responsibilities held by the employee on the project. The appraiser should document, in the "Other Responsibilities" section, any responsibilities that fell outside the norm for an employee at that level within that career path. Once completed, the appraiser should send a copy of the form to the employee for review.

* Once the appraiser has given the completed form to the employee for self-review, the employee should complete the employee comments sections. The employee should cite examples when appropriate to justify his or her comments.

* The appraiser and employee should then schedule a meeting to discuss the Progress Evaluation and make any necessary updates/changes. This discussion gives both the employee and the appraiser the opportunity to elaborate on the various sections of the evaluation, as well as to come to a clear understanding of what accomplishments were achieved. Based on this discussion, the appraiser has the option to change his/her ratings. The appraiser is not, however, required to change ratings where there is a difference of opinion. The employee also has the option to change his/her written comments.

* Once the employee and appraiser have discussed the evaluation, both individuals must sign and date the evaluation form on the last page acknowledging that the discussion has taken place. Signature does not necessarily signify agreement between the two individuals.

* The appraiser should forward the completed, signed Progress Evaluation to the regional resource manager.

Progress Evaluation for Internal resources

Who should complete the form: The appraiser should be the employee's direct manager. The regional resource management team will identify the appraisers and facilitate the completion and delivery of these forms on an on-going basis.

When to complete the form: A Progress Evaluation should be completed for all Internal resources for quarters that are not followed by a Semi-Annual Evaluation. These will be completed in April for the period January through March and in October for the period July through September. The regional resource management teams will monitor the completion of these forms.

Completing the form: The steps for completing the Progress Evaluation are as follows:

* The appraiser should rate the employee in the various career path categories based on the rating scale included at the end of this document. The appraiser should comment on the specific responsibilities held by the employee that quarter. When appropriate, the appraiser should add comments, to support the ratings. Once completed, the appraiser should send a copy of the form to the employee for review.

* Once the appraiser has given the completed form to the employee for self-review, the employee should complete the employee comments sections. The employee should cite examples when appropriate to justify his or her comments.

* The appraiser and employee should then schedule a meeting to discuss the Progress Evaluation and make any necessary updates/changes. This discussion gives both the employee and the appraiser the opportunity to elaborate on the various sections of the evaluation, as well as to come to a clear understanding of what accomplishments were achieved. Based on this discussion, the appraiser has the option to change his/her ratings. The appraiser is not, however, required to change ratings where there is a difference of opinion. The employee also has the option to change his/her written comments.

* Once the employee and appraiser have discussed the evaluation, both individuals must sign and date the evaluation form on the last page acknowledging that the discussion has taken place. Signature does not necessarily signify agreement between the two individuals.

* The appraiser should forward the completed, signed Progress Evaluation to the regional resource manager.

Semi-Annual Evaluation for Delivery Resources

Who should complete the form: The appraiser should be the employee's Practice Manager or Career Development Guide-an individual assigned by the regional resource management team to assist the employee with career planning and development.

When to complete the form: Semi-Annual Evaluations are completed in July for the period January through June and in January for the period July through December. An employee must have been on board for a minimum of two months of the evaluation period to be evaluated in that period.

Completing the form: The steps for completing the Semi-Annual

Evaluation are as follows:

* Before beginning the process of writing the Semi-Annual Evaluation, the regional resource management group will provide the appraiser with all of the Progress Evaluations for that individual for that evaluation period.

* The appraiser should review those forms and rate the employee in the various categories based on the information included in those forms, his/her personal experiences with the employee, the rating scale included at the end of this document, and the appropriate job description and career path for the employee being evaluated. The appraiser should include comments for each category of skill, competency, or responsibility. Written comments are required when either an Exceptional Performance or an Unsatisfactory Performance rating is given.

* Once the written form is complete, the appraiser should forward it to the regional resource management group for review. When this review has been completed the appraiser will be notified that it has been approved for discussion at the employee checkpoint meeting. The regional resource manager may request that the appraiser make changes or clarify comments on the evaluation before approving it for discussion in the employee checkpoint meeting.

* Appraisers should not hold face-to-face meetings with employees until after the employee checkpoint meeting has taken place. All management-level employees will be required to attend the meeting to help decide whether a promotion will take place. Once the employee checkpoint meeting has taken place, the appraiser can move forward and schedule a face-to-face meeting with the employee to discuss the evaluation and the results of the employee checkpoint meeting.

* After the employee checkpoint meeting has been held, the appraiser should schedule a face-to-face meeting with the employee to discuss the evaluation and the results of the checkpoint meeting. During the process of scheduling a meeting, the appraiser should forward a copy of the evaluation to the employee so that he/she has an opportunity to look over the evaluation before discussing it with the appraiser. The face-to-face meeting and discussion give both the employee and the appraiser the opportunity to elaborate on the various sections of the evaluation, as well as to come to a clear understanding of what accomplishments were achieved and document the most crucial development needs.

* Once the employee and appraiser have discussed the evaluation, both individuals must sign and date the evaluation form on the last page.

* The appraiser should forward the completed, signed Semi-Annual Evaluations to the regional resource manager by the designated due date.

Semi-Annual Evaluations for Internal resources

Who should complete the form: The appraiser should be the employee's Development Guide. In almost every case with internal resources, the Development Guide is also that person's direct manager/supervisor.

When to complete the form: Semi-Annual Evaluations are completed in July for the period January through June and in January for the period July through December. An employee must have been on board for a minimum of two months of the evaluation period to be evaluated in that period.

Completing the form: The steps for completing the Semi-Annual Evaluation are as follows:

* Before beginning the process of writing the Semi-Annual Evaluation, the regional resource management group will provide the appraiser with the Progress Evaluations for that individual for that evaluation period. At most, there will be one for internal resources, depending on when the individual joined The Company.

* The appraiser should review that form and rate the employee in the various categories based on the information included in that form, his/her personal experiences with the employee, the rating scale included at the end of this document, and the appropriate job description and career path for the employee being evaluated. Because the job descriptions for some internal groups are not yet complete, appraisers should use our standard "Internal Semi-Annual Evaluation Form" if a job description does not exist for the employee being evaluated. Only the standard employee qualities (which are included in every employee job description) and internal responsibilities (also included in every employee job description) are preprinted on the standard form. The appraiser should document the role-specific responsibilities of the employee being evaluated on the standard form in the blank space provided. The appraiser should include comments for each responsibility or quality. Written comments are required when either an Exceptional Performance or an Unsatisfactory Performance rating is given.

* Once the written form is complete, the appraiser should forward it to the regional resource management group for review. When this review has been completed the appraiser will be notified and the regional resource management group will facilitate the promotion discussion process. Once completed, the appraiser can proceed with arranging a time to meet with the employee to discuss the evaluation. Once a meeting time has been arranged, the appraiser should forward the document to the employee for review.

* The face-to-face meeting and discussion give both the employee and the appraiser the opportunity to elaborate on the various sections of the evaluation, as well as to come to a clear understanding of what accomplishments were achieved and document the most crucial development needs. Based on this discussion, the appraiser has the option to change his/her ratings. The appraiser is not, however, required to change ratings where there is a difference of opinion. The employee also has the option to change his/her written comments.

* Once the employee and appraiser have discussed the evaluation, both individuals must sign and date the evaluation form on the last page.

* The appraiser should forward the completed, signed Semi-Annual Evaluation to the regional resource manager.

A Rating Scale for Employee Evaluations

The rating scale below should be used for each competency, quality, and responsibility. Wherever fitting, the appropriate job description and career path should be used to determine the proper ratings.

EP - Exceptional Performance: Employee consistently exhibited excellent performance and exceeded project performance expectations in core job requirements as well as Employee Qualities. Excellent professional skills and Employee Qualities indicate rapid future advancement.

ATP - Above Target Performance: Employee constantly exhibited high quality performance and achieved core job requirements and Employee Qualities which indicate above average growth potential.

OTP - On Target Performance: Employee effectively met core job requirements and Employee Qualities and displays average growth potential.

BTP - Below Target Performance: Employee met some core job requirements and some Employee Qualities, however lacks some skills which could limit progress if not corrected.

UP - Unsatisfactory Performance: Employee displayed significant difficulties in achieving core job requirements as well as Employee Qualities. Because the results achieved did not meet the minimum requirements of the job, the employee has a low chance of advancing beyond current position.

NB - No Basis: Appraiser has no basis by which to judge the Employee.
 
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