---
title: "High Volume Technical Hiring: How to Screen the Right Talent Faster and with More Confidence | CoderPad"
description: "Learn more about High Volume Technical Hiring: How to Screen the Right Talent Faster and with More Confidence from CoderPad."
canonical: "https://coderpad.io/blog/hiring-developers/high-volume-technical-hiring-how-to-screen-the-right-talent-faster-and-with-more-confidence/"
last_modified: "2026-04-15 16:12:54"
---
[Back to blog](https://coderpad.io/blog/)

# High Volume Technical Hiring: How to Screen the Right Talent Faster and with More Confidence

March 31, 2026 4 Minute Read [Hiring Developers](https://coderpad.io/blog/hiring-developers/)

High volume hiring sounds like a good problem to have, right?

The reality is, when technical recruiting teams are flooded with applications, resumes become harder to trust, recruiters have less time to evaluate candidates effectively, and engineering teams end up spending valuable interview time with people who are not actually qualified for the role. The challenge is not just the number of applicants. It is the difficulty of identifying real technical ability early enough in the process to protect time, improve hiring quality, and move faster.

That was the focus of a recent [CoderPad webinar on high volume technical hiring](https://coderpad.io/events/high-volume-low-signal-how-to-qualify-technical-talent-faster/), where CoderPad’s Senior Manager of Product Marketing, Bayo Ojuri, and VP of Engineering, Nathan Sutter, were joined by Jay Balasubramaniam, Talent Acquisition Manager from Netskope to discuss what breaks in traditional screening processes, and what hiring teams can do differently.

## The real problem is not volume, it is low signal

At CoderPad, teams often define high volume hiring as anything above 150 applicants per role. Once you cross that threshold, manual processes start to break down and screening becomes much harder to manage consistently.

The truth is that regardless of volume, there are a lot of factors that can create a noisy screening process that makes it hard to get good signal and identify true skill.

That noise can take a few different forms. Some candidates have polished, AI assisted resumes that look stronger than their actual technical skills. Some assessments produce inflated scores that do not correlate with on the job performance. And some hiring teams rely on early stage screens that are too generic to reveal whether a candidate can actually succeed in the role.

As Nathan Sutter put it during the webinar, “The most expensive failure is passing unqualified candidates into engineering interviews.” Once an engineer is spending an hour evaluating someone who should have been filtered out earlier, the cost of poor screening becomes very real.

>

The most expensive failure is passing unqualified candidates into engineering interviews

Nathan Sutter VP of Engineering, CoderPad CoderPad code interview all

## What Netskope learned

For Netskope, [these challenges were very real](https://coderpad.io/case-study/netskope-uses-coderpad-to-increase-team-efficiency-and-improve-experience/).

Hiring at scale in a large market meant managing a constant influx of candidates. The biggest shift came from introducing a more structured screening process that surfaced stronger technical signal earlier.

According to Jay, CoderPad helped simplify their hiring process, move qualified candidates faster, and reduce the burden on engineers.

He also emphasized candidate experience. A tool that is intuitive and realistic helps candidates perform better and feel more comfortable, which ultimately leads to better outcomes on both sides.

## Resume noise is getting worse

One of the top challenges identified in the webinar poll was resume noise.

With LLMs, candidates can now tailor resumes to job descriptions in seconds. That means what looks strong on paper doesn’t always reflect real skill.

This makes early technical validation more important than ever. Resumes should be one input, not the primary source of truth.

## What better screening looks like

The solution isn’t more screening, it’s smarter screening.

The best high volume hiring processes introduce structured technical signal before live interviews. That requires close collaboration between recruiting and engineering to design assessments that reflect real job requirements.

Strong processes also rely on standardized evaluation criteria so teams can compare candidates consistently.

Most importantly, assessments should mirror real work. Candidates should use familiar tools and solve problems that resemble what they’d actually do on the job. That’s what creates meaningful signal.

## Realistic assessments are now essential

AI has made traditional “puzzle” style questions far less effective, especially in asynchronous formats. If a candidate can generate an answer instantly using an LLM, the assessment no longer differentiates skill.

[Project-based](https://coderpad.io/features/projects/), real-world assessments are much harder to game and more relevant for candidates. They not only improve signal, but also create a more fair and engaging experience.

## The tradeoff is worth it

Better screening requires more upfront investment, especially from engineering teams. But it pays off quickly.

Teams see fewer wasted interviews, stronger candidates deeper in the funnel, faster hiring cycles, and lower cost per hire. More importantly, they build a process that can scale with growing demand.

The goal isn’t to add complexity. It’s to make the process more intelligent.

## Final takeaway

If your team is dealing with too many applicants, inconsistent evaluations, or overloaded engineers, the answer isn’t more filtering.

It’s better test design.

The strongest hiring processes combine realistic assessments, consistent evaluation, and early collaboration between recruiting and engineering. They create better experiences, better efficiency, and better hiring outcomes.

And in a world where volume is increasing and signal is harder to find, that’s what makes the difference.

## Ready to cut through the noise?

[Watch the on-demand webinar](https://coderpad.io/events/high-volume-low-signal-how-to-qualify-technical-talent-faster/)

## Subscribe for more CoderPad insights

## Trending Articles

Previous slide Next slide [Hiring Developers

## How to Hire for AI Fluency Now That It’s a Critical Skill

Based on the CoderPad webinar featuring Bayo Ojuri (CoderPad), Bonnie Dilber (Zapier), and Melany Austin (GoDaddy). “AI fluency” has quietly become a line item in nearly every technical job description. The problem: most teams added the requirement long before they had a reliable way to assess it. You can ask a candidate whether they use […]

Read the post](https://coderpad.io/blog/hiring-developers/how-to-hire-for-ai-fluency-now-that-its-a-critical-skill/) [Hiring Developers

## Hot Takes on Hiring: “AI Fluency” Is a Myth

Our CEO, Amanda Richardson, and our Head of Product, Frank Hauben, can’t agree on anything else. We put Amanda and Frank on camera, handed them five spicy hot takes about AI in hiring, and told them not to sit on the fence. They sat on the fence anyway. Here’s what they actually fought about. Amanda […]

Read the post](https://coderpad.io/blog/hiring-developers/hot-takes-on-hiring-ai-fluency-is-a-myth/) [Hiring Developers

## 5 Unfiltered Takes on AI That Engineering Leaders Actually Believe

We put a room full of senior engineering leaders together, took away the slides, added beer, and asked them to say the thing they’d never put in a LinkedIn post. No PR-approved talking points, no vendor gloss, just people who ship for a living telling the truth about what AI is doing inside their orgs […]

Read the post](https://coderpad.io/blog/hiring-developers/5-unfiltered-takes-on-ai-that-engineering-leaders-actually-believe/) [Hiring Developers

## Your Developer Interview Loop Is a Year Old. Is It Still Finding Your Best Candidates?

A YC-backed founder called me last week with some good questions. His 20-person startup hadn’t hired an engineer in over a year. Now they’re opening reqs again, and instead of just dusting off the old loop, he wanted to understand how interviews had changed and if candidates were ready for AI interviews. His process — […]

Read the post](https://coderpad.io/blog/hiring-developers/your-developer-interview-loop-is-a-year-old-is-it-still-finding-your-best-candidates/) [Hiring Developers

## AI Fluency Is the New Technical Skill. Is Your Hiring Process Ready?

Artificial intelligence has fundamentally changed software development. Developers are no longer working in isolation, writing every line of code from memory. AI has become part of the engineering workflow, helping developers brainstorm approaches, generate boilerplate code, and debug complex issues. The question isn’t whether engineers are using AI. It’s how effectively they’re using it. Hiring […]

Read the post](https://coderpad.io/blog/hiring-developers/ai-fluency-is-the-new-technical-skill-is-your-hiring-process-ready/) [Hiring Developers

## AI Didn’t Kill Entry Level Hiring. Bad Screening Did.

For the last two years, the narrative has been loud, confident, and mostly wrong: AI is coming for entry level engineering jobs. The story goes something like this: If AI can write code, summarize docs, generate tests, and debug basic issues, why would companies still hire junior engineers? It sounds logical. It is also incomplete. […]

Read the post](https://coderpad.io/blog/hiring-developers/ai-didnt-kill-entry-level-hiring-bad-screening-did/) [Hiring Developers

## The Resume Is Dead. Most Teams Just Haven’t Admitted It Yet.

Resumes made sense when applying for a job took real effort. That era is over. AI lets candidates apply to hundreds of roles in the time it once took to write a single cover letter. Employer-side AI systems process the flood. The result is a hiring funnel built almost entirely on artificial signals, where the […]

Read the post](https://coderpad.io/blog/hiring-developers/the-resume-is-dead-most-teams-just-havent-admitted-it-yet/) [Hiring Developers

## Is Your Technical Hiring Process Screening Out Great Engineers?

The short answer: Many technical hiring processes are doing the latter. High-friction interview loops, live coding under observation, and AI-restrictive assessments are measuring interview performance, not job performance. The fix isn’t rebuilding from scratch — it’s auditing whether your process measures engineering capability or something else entirely. If you attended our recent webinar with CoderPad […]

Read the post](https://coderpad.io/blog/hiring-developers/is-your-technical-hiring-process-screening-out-great-engineers/) [Hiring Developers

## Junior Developers Are Your Strategic Advantage—If You Can Actually Evaluate Them

Campus recruiting season arrives the same way every year: hundreds of applications, a narrow window, and a process that was never designed for this much volume or this much pressure. Meanwhile, the definition of “technical skill” is actively shifting—AI-polished resumes have made traditional screening nearly meaningless, and the skills that predict junior developer success look […]

Read the post](https://coderpad.io/blog/hiring-developers/junior-developers-are-your-strategic-advantage-if-you-can-actually-evaluate-them/) [Hiring Developers

## Your Hiring Process Is Losing You Top Talent. Before They Ever Interview!

Here’s a hard truth most TA leaders don’t want to admit: your hiring process is screening for the wrong thing. Not skills. Not judgment. Not potential. It’s screening for the ability to interview well. And those two things have almost nothing to do with each other. We sat down with recruiting experts Cammas Freeman, Phil […]

Read the post](https://coderpad.io/blog/hiring-developers/your-hiring-process-is-losing-you-top-talent-before-they-ever-interview/) [Hiring Developers

## CoderPad Uses CoderPad to Hire Engineers. Here’s How.

When we opened our latest software engineer role, we had 100 applications within 24 hours. By the end of the first week, without running a single ad, we had 160 candidates in the pipeline. That’s a lot of signal to sort through. And it forced us to be honest about something every engineering leader eventually […]

Read the post](https://coderpad.io/blog/hiring-developers/coderpad-uses-coderpad-to-hire-engineers-heres-how/) [Hiring Developers

## Is Your Technical Hiring Process Built for the AI Era? Find Out With a New Quiz.

AI didn’t just change how engineers build software. It changed what it means to hire one. The tools engineers use every day — AI coding assistants, prompt-driven debugging, multi-model workflows — are now fundamental to how modern development teams operate. According to our State of Tech Hiring 2026 Report, 82% of developers find generative AI […]

Read the post](https://coderpad.io/blog/hiring-developers/is-your-technical-hiring-process-built-for-the-ai-era-find-out-with-a-new-quiz/)

## Hire with confidence.

See why engineering teams trust CoderPad to evaluate developers with realistic, AI-ready hiring workflows.

[Request a demo](https://coderpad.io/sales/)
