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Top Developers Point Out 4 Mistakes With Tech Hiring Assessments

Top Developers Point Out 4 Mistakes With Tech Hiring Assessments

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Kumari Trishya
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February 10, 2022
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3 min read
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Tech recruiting can get a bit dull at times. That’s when I turn to my tried-and-tested source of humor - Dilbert. A laugh-and-a-half helps me remember why I love doing this job - because it matters! I enjoy talking to recruiters and hiring managers and writing about real-life tech hiring problems and their solutions. Here's a recent Dilbert strip I chanced across while working on this piece.

Tech Assessments - Dilbert Cartoon

So, let’s talk about the problem at hand - Assessments - and the many ways in which recruiters can get it wrong. (Not intentionally, of course. No offense meant, amigos! I’ll leave that to Dilbert and his ilk :))

The Unintentional Mistakes Recruiters Make With Tech Assessments

Finding good tech talent is every recruiter’s dream. Sometimes, it can feel like you’re doing everything right; and yet the results are not coming in. We have asked this question to many recruiter friends and they say that many times, the problem lies in the assessment phase of the hiring funnel.Tech assessments sound simple, right? Send a developer a problem statement, ask them to hand in code submissions, review the code and voila! You have a match. In reality, quite a few things can go awry with your tech assessments. Let’s take a look:

1. Long Tech Assessments = Time Sink

Tech hiring is known to be a notoriously long process. However, before you send in another tech assessment that requires days to complete, ask yourself if that’s really necessary. The longer a take-home assessment requires to finish, the less likely it is that the candidate will complete it.Assume that candidates interested in your role are also talking to other companies, many of which will require them to complete take-home projects. As such their projects will stack up, and if your candidates are also working full-time jobs, they simply won't have enough time to complete long projects for free. Additionally, good engineers know how much their time is worth—asking for hours of free code is going to lead experienced engineers to drop off.
So, what can you do to reduce drop offs? Respect your candidate’s time. Keep your assessments short and timely as much as possible. If a certain role requires a long take-home project then consider making it a paid project to retain interest, and to not let the developer feel like their time has been taken for granted.

2. Take Home Assessments + Onsite = Too Many Expectations!

Many companies combine take-home assessments with an onsite test as well. For engineering candidates, this can turn out to be a severely demoralizing experience. Imagine spending hours on a take-home to showcase their best efforts, only to be called into an onsite interview where the manager clearly has no clue about your skills because they never looked at your submission.Recruiters in today’s day and age cannot expect candidates to be at their beck and call. If a take-home needs to be coupled with an onsite assessment, then begin by clearly defining these expectations during the initial screening round. If an engineer is walking through your office doors (virtual or otherwise) for an onsite project, they respect the time they put into the project.
How can you make the onsite experience better for your candidates? First up, understand if your candidate is ready for this. With the pandemic, many of us have become caregivers for our families, and it may not be possible for every candidate to dedicate extra time for both a take-home and an onsite test. If they do agree to an onsite, use the opportunity wisely to see how they integrate with the team. Talk through their code-writing process with them, understand their decision-making process, and become privy to how they think about software.
Don’t, and I repeat - don’t, make it just another hoop for them to jump through.

3. Picking Resumes Over Assessments for Lateral Hires

One of the biggest mistakes many recruiters and hiring managers make when selecting lateral hires is the decision to skip assessments for experienced developers. Sometimes this decision can also be taken in order to prevent any discord - experienced developers have been known to take offense at being asked to ‘prove’ their skill.Allow me to present an analogy - the recipe for baking cake is the same, innit, but not every chef cooks up the exact same dish. Oven temperatures differ. Techniques change. Even the minutest of alterations in the recipe can provide for amazing differences.

So while it’s true that experienced devs come with a proven skill-set, it does not automatically make them the right fit for your team. Technical assessments are a proven way of judging for this ‘team fit’, and you should not gloss over it just because someone has an impressive resume.
What is the secret to using technical assessments for better lateral hiring? When hiring experienced developers you are not looking at problem-solving ability, or a skill fit. Your candidate already has that. What you need to check from a hiring perspective, is what it would be like if the candidate worked on your production code in real time. The closer the prospect’s project is to the real work you and your team does, the better the signal that they are the right choice for your team.

4. Using Manual Reviews Without Proper Benchmarks

There’s proven data to show that top talent is ‘off the market’ within 10 days of them becoming ‘available’. There is a very small window to attract the best of the best, and the scope for errors is nil.Now, imagine you’re a recruiter trying to tap into this talent pool. You spend a couple of days talking to and screening candidates. Then you send across a 2-day project to a candidate. On submission, you can email it across to your hiring manager for review. The manual review takes another two days. By this time, a week has already passed and you just have 3 days to schedule interviews, and make an offer. Another company that uses automated assessments gets the edge over you because they used a much more efficient method of assessing and evaluating candidates.Developer Hiring Statistics - hackerEarthAutomation ensures speed, accuracy, and an objective bias-free evaluation process where every developer is assessed according to standardized benchmarks. Apart from efficiency, automated assessments are also beneficial in removing errors during manual reviews. In short, by using automated assessments over manual reviews you are creating an error-free process where only the top skills filter through.

Creating The Perfect Tech Assessment

We’ve spoken to many tech recruiters over the years to understand what makes a good coding assessment. Here’s what we gathered:
  • A good coding assessment is true to the role at hand, and is customized to assess the exact skills required for the role. You cannot hire exceptional people with generic assessments.
  • It needs to be standardized. So, if there are 20 applicants for a given role, all 20 should be asked to take the exact same test, so that the results can be benchmarked.
  • A good coding assessment should provide a more accurate work sample than whiteboard interviews or timed challenges can ever do.
  • With a take-home coding assessment, the key is to allow the candidate to out their best foot forward. The assumption is that by taking the test in the comfort of their homes at their own convenience, they will be under less pressure and will perform better. So, there should not be an element of unwanted stress by making the assessment more complex than is necessary.
  • At all times, it is imperative to RESPECT the candidate, their time, and their skills. If you’re asking them to code for 10 days for free, that’s not the hallmark of a good employer.
  • Using automated assessment tools and question templates can go a long way in helping you make your assessment process error-free. At the end of it all, do remember that while there may not be a one-size-fits all solution, there are some tenets that will remain permanent.
Don’t use the take-home assessment as ‘just another step’ in the hiring process. Use it wisely, so you can save time in the interview process, and not lose out on hiring the top talent due to inefficient processes. A well-crafted technical assessment can help you better evaluate your talent pool, and take some of the stress off of your hiring managers -- but it works well only when you remember to respect and stay invested in your candidates.

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Kumari Trishya
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February 10, 2022
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3 min read
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What It Takes to Keep Gen Z Engaged and Growing at Work

What It Takes to Keep Gen Z Engaged and Growing at Work

Engaging Gen Z employees is no longer an HR checkbox. It's a competitive advantage.

Companies that get this right aren’t just filling roles. They’re building future-ready teams, deepening loyalty, and winning the talent market before competitors even realize they’re losing it.

Why Gen Z is Rewriting the Rules

Gen Z didn’t just enter the workforce. They arrived with a different operating system.

  • They’ve grown up with instant access, real-time feedback, and limitless choice. When work feels slow, rigid, or disconnected, they don’t wait it out. They move on. Retention becomes a live problem, not a future one.
  • They expect technology to be intuitive and fast, communication to be direct and low-friction, and their employer to reflect values in daily action, not just annual reports.

The consequence: Outdated systems and poor employee experiences don’t just frustrate Gen Z. They accelerate attrition.

Millennials vs Gen Z: Similar Generation, Different Expectations

These two cohorts are often grouped together. They shouldn’t be.

The distinction matters because solutions designed for Millennials often fall flat for Gen Z. Understanding who you’re designing for is where effective engagement strategy begins.

Gen Z’s Relationship with Loyalty

Loyalty, for Gen Z, is earned, not assumed.

  • They challenge outdated processes and push for tech-enabled workflows.
  • They constantly evaluate whether their current role offers the growth, flexibility, and purpose they need. If it doesn’t, they start looking elsewhere.

Key insight: This isn’t disloyalty. It’s clarity about what they want. Organizations that align experiences with these expectations gain a competitive edge.

  • High turnover is the cost of ignoring this.
  • Stronger teams are the reward for getting it right.

What Actually Works

1. Rethink Workplace Technology

  • Outdated tools may be invisible to older employees, but Gen Z sees them immediately.
  • Modern HR tech and collaboration platforms improve efficiency and signal investment in people.
  • Invest in tools that reduce friction and enhance daily experience, not just track performance.

2. Flexibility with Clear Accountability

  • Gen Z values autonomy, but also needs clarity to thrive.
  • Hybrid and remote models work when paired with well-defined goals and explicit ownership.
  • Focus on outcomes, not hours. Autonomy with accountability is a combination Gen Z respects.

3. Continuous Feedback, Not Annual Reviews

  • Annual performance reviews feel outdated. Gen Z expects real-time feedback loops.
  • Frequent, actionable feedback helps employees improve faster and signals that their growth matters.
  • Make feedback a weekly habit, not a twice-yearly event.

4. Make Growth Visible

  • If career paths aren’t clear, Gen Z won’t wait. They’ll look elsewhere.
  • Internal mobility, structured learning paths, and reskilling opportunities signal future potential.
  • Invest in learning and development and make career trajectories explicit.

5. Build Real Belonging

  • Inclusion must show up in daily interactions, not just company values documents.
  • Inclusive environments where diverse perspectives are genuinely sought produce better decisions and stronger engagement.
  • Gen Z quickly notices when DEI is performative. Build it into everyday interactions.

6. Connect Work to Purpose

  • Gen Z wants to see how their work matters in a direct, traceable way.
  • Linking individual roles to tangible business outcomes increases ownership and engagement.
  • Purpose-driven work isn’t a perk. It’s a retention strategy.

7. Prioritize Well-Being

  • Burnout is a performance problem before it becomes attrition.
  • Mental health support, sustainable workloads, and genuine flexibility reduce stress and sustain engagement.
  • Policies must be real in practice. Gaps erode trust.

How to Attract Gen Z from the Start

Job Descriptions That Tell the Truth

  • Generic postings don’t convert Gen Z candidates. They want specifics: remote or hybrid expectations, real growth opportunities, and culture in practice.
  • Transparent job descriptions attract better-fit candidates and reduce early attrition.

Skills Over Experience

  • Gen Z and organizations hiring them increasingly value potential over tenure.
  • Skills-based hiring opens access to a broader, more diverse talent pool and builds teams equipped for change.
  • Hire for capability and future-readiness, not just years on a resume.

The Bottom Line

Retaining Gen Z isn’t about perks. It’s about rethinking the employee experience from the ground up.

  • Flexibility without accountability fails.
  • Purpose without visibility is hollow.
  • Growth that isn’t visible or structured drives attrition faster than most organizations realize.

The payoff: When organizations combine the right technology, real flexibility, continuous feedback, visible growth paths, and genuine inclusion:

  • Gen Z doesn’t just stay. They perform at a higher level.
  • Adaptive, future-forward thinking compounds over time.

That’s what separates organizations that thrive in today’s talent market from those constantly replacing people who left for somewhere better.

AI Tools for HR Managers in 2026: What's Actually Working (And What Isn't)

AI Tools for HR Managers in 2026: What's Actually Working (And What Isn't)

The current state of AI adoption in HR
88% of HR leaders say their organizations have not yet realized significant business value from AI. That number is striking, given that 91% of CHROs now rank AI as their single top priority. The gap is not a technology problem it is an adoption and strategy problem. Most HR teams have added AI to their workflows in some form, but very few have moved past experimentation into real, measurable impact.

This guide is for HR managers who want to change that. Not a list of tools to bookmark and forget, but a clear-eyed look at where AI is delivering results in 2026, what separates the tools that work from the ones that don't, and how to actually use them.

The adoption gap that most HR leaders aren't talking about

AI is present but underutilized.
According to the SHRM State of AI in HR 2026 report, 62% of organizations use AI somewhere in their business. But only 11% have embedded AI into daily workflows, defined as more than 60% of employees using it daily. That is a significant divide and explains why so many AI investments feel underwhelming.

Managers experiment more than employees.
A July 2025 Gartner survey of 2,986 employees found that 46% of managers are experimenting with AI, compared to just 26% of employees. Most organizations encourage exploration but fail to provide the structure, expectations, or training needed to make AI stick. Only 7% of organizations give employees guidance on how to use the time AI saves them.

The result: wasted potential.
Workforces have access to powerful tools but no framework for using them strategically. AI becomes another tab open in the browser, rather than a fundamental shift in how work gets done.

The opportunity is real.
Organizations that have moved from experimentation to integration are seeing tangible outcomes:

  • AI-powered recruitment tools reduce time-to-hire by an average of 30 days.
  • AI automates up to 60% of routine HR tasks, saving employees five or more hours per week.
  • Predictive analytics reduces voluntary turnover by 22–28% in the first year of deployment.

Capturing this opportunity requires the right tools and the right strategy.

Why 2026 is different from every other year of "AI in HR"

1. Skills-based hiring has gone mainstream.
Josh Bersin's 2026 Talent Report found that 72% of companies are moving away from degree requirements in favor of skills-based evaluation. Gartner reports that 65% of enterprises are actively prioritizing it. The traditional resume is no longer the most reliable signal of candidate quality, especially in tech roles where the half-life of skills is just two years.

2. Agentic AI has arrived.
Earlier generations of HR AI could automate tasks or analyze data. Agentic AI can plan, act, and iterate across entire workflows without constant human direction. 48% of large companies have already adopted agentic AI in HR, with projections showing 327% growth by 2027. This is no longer experimental.

3. Regulatory pressure is real.
The EU AI Act now classifies hiring AI as high-risk, making transparency and audit trails a legal requirement. Any AI tool influencing hiring decisions must be explainable. Black-box systems are a compliance liability.

What separates genuinely useful HR AI tools from the rest

They augment judgment rather than replace it.
Great HR AI tools make professionals better at their jobs. They surface the right information at the right moment, flag unnoticed patterns, and reduce cognitive load. Tools that try to remove humans entirely create legal risk and distrust. 88% of HR leaders haven’t seen ROI largely because their tools automate the wrong things.

They generate actionable insight, not just output.
Predictive models identify at-risk employees six months before they leave, skills-gap analyses shape hiring plans before a role opens, and candidate matching highlights transferable potential. This is the difference between AI that saves time and AI that changes decisions.

They are transparent and explainable.
Employees trust AI-generated reviews twice as often when they understand the criteria. 67% of candidates accept AI screening as long as a human makes the final call and the process is explained. Transparency builds trust, drives adoption, and ensures compliance.

Top AI tools for HR managers in 2026

HireVue
Standard for AI-powered video interviews and structured candidate assessments at scale. Cuts time-to-hire by 50%, supports 40+ languages, and uses IO psychologist-vetted guides. Bias audits and deterministic algorithms ensure fairness. Ideal for regulated industries and high-volume hiring.

Eightfold AI
Built for skills-first talent strategy. Maps 1.6 billion career profiles to a skills graph, matching candidates on potential rather than keywords. Increases recruiter productivity by 50%+ and reduces diversity sourcing time by 85%. Best for large enterprises focused on internal mobility and workforce planning.

Workday
Comprehensive HR platform with agentic AI for workforce planning, analytics, and employee lifecycle management. Acquisition of HiredScore integrates AI recruiting orchestration. Suitable for organizations needing a single system for headcount planning to performance reviews.

Lattice
Focuses on employee performance and engagement. AI identifies growth patterns, surfaces feedback trends, and flags disengagement early. Predictive models detect at-risk employees six months in advance, enabling targeted retention strategies. Ideal for culture and retention-focused organizations.

HackerEarth
Covers full tech hiring lifecycle, from sourcing developers through hackathons to live technical interviews. OnScreen AI interview agent uses lifelike avatars for structured, bias-free interviews. Ensures verification and cheat-proof processes. Trusted by Google, Amazon, Microsoft, Barclays, and Walmart.

Moving from experimentation to impact: a practical framework

1. Start with one high-friction problem.
Automate workflows that cost the most time or cause the most inconsistency typically initial candidate screening. Measure outcomes to justify next investments.

2. Define success before deployment.
47% of CHROs haven’t established clear AI productivity metrics. Set baseline and target improvements: time-to-shortlist, quality-of-hire, recruiter hours per hire anything trackable.

3. Put managers in the loop.
AI adoption gaps are often a manager problem. Give managers specific use cases, integrate AI into workflows, and provide language to discuss it with their teams.

The bottom line

AI will not change HR’s fundamental nature it remains a people function requiring judgment, empathy, and context. What AI improves is:

  • The quality of information available for every decision.
  • The time HR teams spend on work that doesn’t require judgment.

Organizations getting ahead in 2026 are those that select the right tools for the right problems and give teams structure to use them effectively. That is where the real advantage lies.

How to Handle Conflict at Work

How to Handle Conflict at Work

HR leaders often hear the same concern: "Small issues are turning into big problems, and teams are getting harder to manage."

They’re right. Conflict isn’t new, but how it appears today is different. Teams move faster, deadlines are tighter, and the pressure to deliver is constant. Friction builds quickly, and what used to stay small now escalates before anyone notices.

Here’s what most teams miss: the same conflict slowing them down can also be the thing that makes them stronger.

How Small Issues Turn Into Big Problems

You’ve probably seen this pattern before.

It starts with a misunderstanding, a missed expectation, or a poorly communicated decision. Nothing major, just enough tension to create distance.

That tension rarely gets addressed. Instead, it turns into silence. People stop raising concerns, avoid difficult conversations, and begin working around each other instead of with each other.

Over time, silence becomes disengagement. Collaboration drops. Trust weakens. Performance slips, and there’s no single moment you can point to as the cause. You’re left wondering, "What actually went wrong here?"

The shift that changes everything: the best teams don’t avoid conflict. They address it early. Honest communication and neutral guidance turn potential problems into opportunities to strengthen teams.

Conflict Is More Predictable Than It Feels

Most workplace conflict comes from a few common triggers:

  • Miscommunication or lack of clarity
  • Unclear roles and ownership gaps
  • Differences in work styles or expectations
  • Pressure from deadlines and performance targets

Recognizing these patterns early makes conflict easier to manage and often preventable.

Step 1: Make It Easy to Speak Up Early

The biggest reason conflict escalates is silence.

People notice issues early but hesitate to raise them. Maybe they don’t feel safe. Maybe they think it’s not worth it. By the time it surfaces, it always is.

The fix is straightforward:

  • Create regular space for honest conversations
  • Normalize feedback outside formal reviews
  • Train managers to handle uncomfortable discussions confidently

When people speak early, problems stay small and solvable.

Step 2: Act Early It Only Gets Harder

Many teams wait, hoping issues will resolve themselves. Conflict doesn’t disappear.

Small issues become frustration. Frustration becomes disengagement. Disengagement becomes attrition.

The best HR teams act early, even when conversations aren’t perfect. Early action is always easier than late correction.

Step 3: Managers Decide How Most Conflicts End

Strong HR processes matter, but most conflicts begin with managers.

Many managers aren’t equipped to handle conflict well. They avoid it, rush it, or escalate too quickly.

What works:

  • Listen before reacting. Understand what’s happening before seeking a resolution.
  • Stay neutral under pressure. Avoid taking sides prematurely.
  • Give clear, specific feedback. Vague conversations leave both sides confused.

When managers get this right, most conflicts resolve before HR intervention is needed.

Step 4: Focus on What Happened, Not Who Someone Is

It’s easy to say, "They’re difficult to work with."

It’s more effective to say, "Here’s what happened and the impact it had."

This shift:

  • Reduces defensiveness
  • Keeps conversations objective
  • Leads to faster, more durable outcomes

People can change behaviors. They resist being labeled.

Step 5: Give People a Process They Can Trust

Uncertainty worsens conflict.

Employees ask: Who do I go to? What happens next? Will this be handled fairly?

If answers aren’t clear, people stay silent or escalate too late. A simple, transparent process builds confidence and encourages early action.

How to implement:

  • Document it
  • Communicate it
  • Ensure managers know it as well as HR

Where Things Usually Go Wrong

Even strong HR teams fall into common traps:

  • Ignoring early warning signs — hoping small issues resolve themselves
  • Taking sides too quickly — before understanding the full picture
  • Relying on policy over people — process matters, but relationships matter more
  • Focusing on blame instead of outcomes — conflict resolution isn’t about who’s right

The goal isn’t to assign fault. It’s to decide what works next.

The Bottom Line

Conflict isn’t going away. How you handle it is a choice.

Handled poorly: drains teams and erodes culture.
Handled well: builds trust, sharpens communication, and strengthens performance faster than most team-building initiatives.

The best workplaces aren’t conflict-free.
They are just better at navigating it than everyone else.

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