expert insights

The Candidate is not the CV. The job is not the JD – The double mismatch

September 18, 2026

The double mismatch: what are we really matching?

Recruitment often starts with a simple premise: match a candidate to a job. But in reality, the process compares two proxies — the CV and the job description. Both are compressed, selective representations. The CV is a snapshot of a career, filtered and formatted. The job description is a static list of requirements, often recycled from previous vacancies.

This double mismatch means we rarely compare the true person to the actual work. Instead, we match summaries and call it a fit. The risk: we miss the complexity and potential on both sides.

The candidate behind the CV

No CV can capture the full breadth of a person’s experience, motivation or potential. A 20-year career is reduced to a few pages — company names, titles, dates, responsibilities, skills. Useful, but incomplete.

A title may understate someone’s impact. Sector labels can hide transferable skills. Two similar CVs may mask very different capabilities. Often, the most valuable insights emerge in conversation — what energizes someone, what they want next, or the skills they developed by accident.

Skills-first hiring has pushed the industry forward. LinkedIn data shows organizations using skills-based searches are more likely to report quality hires, and 93% of talent acquisition professionals say accurate skills assessment improves quality of hire. Still, skills are only part of the story. Motivation, context and direction matter just as much.

The CV is a hypothesis, not a conclusion.

The job beyond the JD

Attention often focuses on the candidate side — looking beyond the CV, hiring for potential, removing unnecessary credentials. The job description, however, rarely gets the same scrutiny.

When a vacancy arises, the process typically starts with the old JD. Minor edits are made, compensation is reviewed, and the search begins. This assumes yesterday’s role is still relevant. But organizations, teams and technology evolve. Tasks shift, some disappear, new ones emerge. The person leaving may have shaped the job around their strengths, making the JD outdated.

Instead of defaulting to replacement, every vacancy should trigger a design conversation. If we were starting from scratch, would we create the same job?

Decode the work before sourcing the person

The double mismatch is an opportunity. If the JD is not the work, our job is not to search more efficiently — it’s to get underneath the requirement.

Start with the outcome. What must change because this person is here? What problem are we solving? What result justifies investment in a new hire?

From there, decode the work: what tasks matter, which relationships drive success, where expertise is critical, and what can be learned on the job. Research from Josh Bersin and Everest Group highlights a shift toward granular understanding of work — breaking jobs into tasks and capabilities as business needs evolve.

Once a role is deconstructed, it does not have to be rebuilt in the same shape. Some tasks may be redundant, others can move elsewhere. Capabilities that were peripheral may now be central. This is more than recalibrating a vacancy — it is role redesign.

Talent acquisition as job architect

Recruiters have long been called talent advisors, but true advisory means more than sharing market data or compensation benchmarks. It means having the evidence and market insight to challenge the requirement itself.

Begin with the business outcome, then work back to the role. Understand the work, identify key tasks and capabilities, and test those assumptions against the market. The JD should be the output of this process, not the starting point.

Anchoring on the old JD risks searching for the future using the language of the past. A more strategic approach allows for genuine partnership with the business.

Rethinking sourcing: from records to market intelligence

Sourcing has traditionally focused on executing requirements — finding people who match a fixed profile. But what if sourcing also challenged the profile itself?

Instead of asking where the right candidates are, ask why certain criteria exist. Does ten years’ experience add value over eight? Are all required skills truly essential, or could the work be redesigned? Is the talent pool limited by outdated assumptions?

Market intelligence should inform role design, not just report on search difficulty. Everest Group’s 2026 research shows buyers want skills data connected to real work, informing hiring, workforce planning and mobility. Sourcing should enable organizations to adapt requirements based on market realities.

Let the market talk back

Recruiters have a privileged view of the labor market. They see when titles mean different things, when compensation shifts, and when certain skill combinations are rare. They hear candidate feedback and observe how competitors structure teams.

This intelligence is often used to adjust the search — broadening criteria, changing locations, or increasing outreach. Sometimes, though, the market signals that the role itself needs to change.

Gartner’s guidance for recruiting leaders emphasizes aligning sourcing with shifting talent demands and using insight to build resilient pipelines. AMS’s 2026 TA outlook calls for anticipating capability needs and building workforce resilience, not just filling roles.

Role design and market intelligence must be connected. Every significant vacancy is an opportunity to recalibrate the work.

Talent pools: from databases to relationships

If sourcing is about understanding people and markets, talent pools must go beyond lists of names. The value lies in accumulated knowledge — who we have spoken to, their aspirations, interests and capabilities.

Staffing Industry Analysts track the rise of direct sourcing and private talent communities. The real benefit is not just early access, but deeper understanding. Conversations today may not lead to immediate hires, but they build insight over time.

This approach is closer to headhunting — building relationships and knowledge, not just maintaining a database.

The other half of the mismatch: understanding the person

Redesigning the role addresses one side of the problem. Understanding the person completes the picture. Better matching algorithms and skills data help, but conversation and judgment remain critical.

Why does a candidate want a promotion? What do they hope to gain from a bigger company? What do they think the work involves? The first answer is rarely the full story. Curiosity and dialogue reveal the reality behind the profile.

Great recruiters know this. They look beyond the obvious, asking questions that uncover motivation and fit.

Towards a new model for talent acquisition

The double mismatch began as a simple observation: we match CVs to JDs, though neither is a complete picture. The opportunity is to go deeper.

On the candidate side, understand capability, evidence, motivation, context and direction. On the organizational side, focus on outcomes, work, tasks, decisions and evolving capabilities.

Talent acquisition’s role is to bring these realities together. This changes sourcing, intake, talent intelligence and the relationship with hiring managers. Instead of waiting for a legacy JD and searching harder, TA challenges the role, helps redesign it and sees possibilities beyond profiles.

LinkedIn, Everest, Bersin, Gartner and AMS all point toward more adaptive, strategic talent models. SIA’s work on talent communities reinforces the value of relationships and accumulated knowledge.

The candidate is not the CV, and the work is not the JD. Our job is not to perfect the match between proxies, but to understand the realities behind them — and, when necessary, have the confidence to change the job before we try to fill it.

Contact us to learn how AMS can help you rethink your approach to talent acquisition today.

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Service Development Director - Innovation
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