The recruiter's dilemma

87% of recruiters use LinkedIn as part of their evaluation process (Jobvite Recruiter Nation Survey, 2023). Yet 77% still consider the CV their primary assessment document (CareerBuilder Annual Survey). This creates a fragmented workflow: read the CV, open LinkedIn, cross-reference, take notes, repeat.

For a single candidate, this takes 15-20 minutes. For 50 candidates, it is an entire work week. The question is not which source is better — it is how to extract value from both without doubling your workload.

What CVs tell you

CVs provide structured, detailed information that candidates deliberately curate. Job titles, responsibilities, project descriptions, certifications, education — all formatted and contextualized. A well-written CV gives you depth on specific roles and quantified achievements.

But CVs have structural limitations. They are static documents, often months or years out of date. They present a self-selected narrative — candidates highlight what they want you to see. Format inconsistency across candidates makes comparison difficult. And for scanned or photographed documents, extracting data manually is tedious.

What LinkedIn profiles reveal

LinkedIn's 1 billion members across 67 million companies (LinkedIn Economic Graph, 2024) create a fundamentally different data source. Profiles are updated more frequently than CVs. Career trajectories are visible at a glance. Endorsements and recommendations provide third-party validation. Shared connections offer network signals.

But LinkedIn profiles have their own gaps. Public profiles are sometimes incomplete. Detailed project descriptions are rare. Salary expectations are absent. And the professional "personal brand" layer can obscure the actual skill set.

The scoring gap

Here is the underappreciated problem: the same candidate can score differently depending on which source you evaluate first. A CV might highlight deep technical skills that do not appear prominently on LinkedIn. A LinkedIn profile might reveal a career trajectory — three promotions in four years — that a CV's chronological format buries.

Neither source is wrong. They are complementary views of the same person. Evaluating only one gives you a partial picture. Evaluating both manually doubles your time.

Combining both sources automatically

The solution is automated multi-source ingestion. Import the CV (PDF or CSV) and the LinkedIn URL into the same system. AI extracts structured data from both, deduplicates information, and produces a single unified profile scored across consistent dimensions: skills match, experience depth, certifications, mobility, education fit, and career trajectory.

The result is a 360-degree evaluation that would take 15-20 minutes manually, delivered in under 30 seconds.

The numbers

At 50 candidates per role, manual dual-source evaluation (CV + LinkedIn) requires 12-16 hours. Automated multi-source scoring reduces this to approximately 25 minutes — including import time. That is a 95% reduction in screening time with a more complete data set per candidate.

The gain compounds across multiple open positions. A recruiter handling 5 roles simultaneously saves 60-75 hours per hiring cycle.