MyLiveCV

Evidence-Based

Hiring & Resume Research

Real studies, named sources, verifiable citations. We collect the published evidence on ATS systems, hiring bias, resume effectiveness, and the labor market — so you don't have to take folk wisdom on faith.

All Research Topics

18 topics
ATS

ATS Adoption and the Real Rejection Funnel

How many resumes really get rejected before a human sees them, who's running the systems, and what the published data does — and doesn't — say.

5 findings · 6 citations
Hiring Bias

Resume Callback Studies: Two Decades of Measured Hiring Bias

Bertrand-Mullainathan, the 2023 NBER replication, age discrimination audits, and what the field-experiment literature actually shows about hiring bias.

5 findings · 5 citations
Resume Effectiveness

What Eye-Tracking Studies Actually Show About Recruiter Attention

The famous "6 seconds" claim, where it comes from, what the eye-tracking data actually measured, and how to write a resume for the way recruiters really read.

5 findings · 3 citations
AI in Hiring

AI-Generated Resumes: What Employers Actually Think

Survey data on how candidates use AI to write resumes, how often employers can tell, and what — if anything — they do about it.

5 findings · 5 citations
Remote Work

Remote Work Hiring in 2026: What the Labor Data Says

How much hiring is actually remote in 2026, where the equilibrium is settling, and what the major labor-market datasets show about the post-pandemic normalisation.

5 findings · 5 citations
Labor Market

Skills-Based Hiring: How Much Has Actually Changed

IBM, Google, and 50+ companies announced commitments to skills-first hiring. The published data on what actually changed is more modest than the headlines.

5 findings · 5 citations
Compensation

Salary Transparency Laws: Measurable Impact on Hiring

State pay transparency laws moved fast between 2021 and 2025. Here's what the data shows about applications, posted ranges, and wage gaps.

5 findings · 5 citations
Labor Market

Job Application Volume and Time-to-Hire: 2026 Benchmarks

How many applications per requisition, how long the median hiring process takes, and where the bottlenecks are — with data from SHRM, LinkedIn, and Greenhouse.

5 findings · 5 citations
Resume Effectiveness

One-Page vs Two-Page Resumes: What the Evidence Says

Where the one-page rule came from, what the ResumeGo field experiment and recruiter surveys actually found, and when a second page wins.

6 findings · 5 citations
Resume Effectiveness

Do Recruiters Actually Read Cover Letters? The Survey Evidence

What surveys really show about whether recruiters read cover letters, when they tip a decision, and how applicant tracking systems handle them.

6 findings · 5 citations
Labor Market

Employee Referrals: The Hidden Advantage and Its Equity Cost

Referred applicants are hired and retained at far higher rates than cold applicants — but the same mechanism reproduces the existing workforce's demographics. What the published evidence shows.

6 findings · 6 citations
Labor Market

Ghosting in Hiring Goes Both Ways — and It's Getting Worse

Survey evidence on candidates ghosting employers and employers ghosting candidates: how common each is, the year-over-year trend, and what the data does and doesn't establish.

6 findings · 4 citations
Hiring Bias

Age Discrimination and Resume Callbacks: What the Audit Studies Show

The field-experiment evidence on age discrimination in hiring, which resume signals reveal age, and how large the documented callback gaps actually are.

6 findings · 6 citations
Hiring Bias

Employment Gaps: What the Evidence Says Employers Actually Think

Field experiments on the resume-gap penalty, ATS gap filters, and survey data on shifting attitudes — separating what employers say from what they do.

6 findings · 6 citations
AI in Hiring

The Regulatory State of AI Hiring Tools

What the laws actually require of AI resume screeners and video interviews — NYC's bias-audit law, Illinois, Colorado, the EU AI Act, and EEOC enforcement — and how thin compliance still is.

6 findings · 8 citations
Compensation

Salary Negotiation and the Gender Gap: What the Evidence Shows

Who negotiates, who gets penalized for it, and how much it explains the pay gap — from the classic "women don't ask" data to field experiments and newer studies showing the picture has shifted.

6 findings · 7 citations
Labor Market

Internal Mobility vs. External Hiring: What the Evidence Says

External hires get paid more but perform worse early and quit more often. The research on internal moves, retention, and why employers keep hiring outside anyway.

6 findings · 6 citations
Resume Effectiveness

Does Your LinkedIn Profile Affect Callbacks? The Evidence

A field experiment found comprehensive LinkedIn profiles lifted callbacks 71%, but a bare profile didn't help. What the data shows about social profiles, screening, and its limits.

6 findings · 5 citations

Our Methodology

Every claim on these pages is sourced. We cite the primary research where possible — peer-reviewed papers, NBER working papers, government statistics, and industry benchmark reports with published methodology.

Where a statistic has propagated through many secondary sources, we trace it back to its original publication and flag the source date. If a number is older than five years, we say so rather than implying currency. If we can't verify a source, we drop the claim — we don't fabricate citations.

Findings are not opinions. They're aggregations of what the published evidence actually says. Where the evidence is contested or thin, we say that too.

Apply the Research to Your Resume

Build a resume that benefits from what the data actually shows about hiring.