Your résumé can’t show everything you bring.
A résumé can name the project, role, and result. It often has less room for the thinking behind them—or why they matter to this company. Caliber is built around a simple idea: specific evidence of contribution gives people more to consider.
Applications still matter. This approach adds context and thoughtful routes into a company; it does not replace a required application or promise an interview.
Good candidates can be hard to see in a busy process.
Ashby’s April 2026 analysis of 109 million applications across 247,000 jobs on its hiring platform found that applications per hire tripled from 2021 to 2024 and stayed above 300 throughout 2025. That is one platform’s dataset, not every employer. But it helps explain why silence is not a verdict on what you can contribute. Read Ashby’s platform analysis (opens in a new tab)
Show the work behind the line.
In NACE’s 2026 survey of 185 early-career employers, almost 70% said they use skills-based hiring. Their guidance emphasized sharing situations where skills solved problems and connecting coursework and extracurriculars to professional skills. See NACE’s Job Outlook 2026 update (opens in a new tab)
Useful evidence can come from a class project, club, campus job, volunteer role, freelance assignment, or years of work. Caliber should help shape what is already true—never invent a result or qualification.
- What did you notice?
- What did you do?
- What changed?
- What did you learn?
- Why might it matter here?
Same experience. More of the useful context.
A relevant conversation can create another way in.
A large randomized LinkedIn study found that adding weaker professional ties increased job mobility. The effects varied by tie strength and industry, and the study did not test cold messages or Caliber. Read the study in Science (opens in a new tab)
In a separate Ashby analysis, inbound applications remained the largest source of hires, even though referred applicants reached interviews more often in that dataset. The comparison is observational; it does not prove a referral caused the result. See the source-of-hire analysis (opens in a new tab)
Apply when the employer asks you to. Outreach can help you learn, add context, or request an introduction. It cannot guarantee a reply, referral, or interview.
An alumnusShared ground
A team leadWork context
A recruiterHiring path
An employeeRelevant perspective
No existing introduction is required to begin with a specific, low-pressure question.
A better signal, without another full-time job.
The product Caliber is building is meant to do the heavy structuring. You keep the judgment and control.
Caliber is being built to help
- Surface authentic evidence from your work, projects, and interests.
- Connect that evidence to one company or role at a time.
- Research several plausible people and explain each route.
- Shape a reasonable message or next move.
You stay in control
- Correct your story and decide what is true.
- Choose the opportunities and people that feel right.
- Review, change, and send every message yourself.
- Complete any application the employer requires.
Private beta: we’re slowly rolling out access. The product scenes on this site are illustrative; this preview does not send outreach.
Specific evidence gives people more to consider.
Your résumé still matters. Caliber’s aim is to help someone see the work, judgment, and relevance behind it—and help you create conversations that can lead toward an interview.
No reply or interview is guaranteed.Evidence behind this page
These sources inform the problem and method. They do not prove that Caliber improves outcomes.
- Application volume. Ashby, “Recruiter Productivity | 2026 Talent Trends Report,” April 28, 2026. Platform analysis of more than 109 million applications and 247,000 jobs; not a population-wide estimate. Source (opens in a new tab)
- Skills and examples. NACE, “Job Outlook 2026: Spring Update,” April 2026. Survey of 185 employers focused on early-career recruiting. Source (opens in a new tab)
- Broader professional ties. Rajkumar et al., “A causal test of the strength of weak ties,” Science 377 (2022). Randomized LinkedIn experiments across more than 20 million users; effects varied and the study did not test Caliber. Source (opens in a new tab)
- Applications remain important. Ashby, “Are referred candidates more likely to get hired?”, May 16, 2025. Observational analysis of more than 38 million applications across 93,000 jobs. Source (opens in a new tab)