Hiring signals: what job postings say about strategy two quarters out

A company cannot execute a plan it has not hired for. Postings appear before the work, the work appears before the revenue, and all of the postings are public. Few disclosures are as forward-looking, or as unguarded.

Management commentary is written for an audience. Job postings are written to fill a role, and they leak the plan: which market is being entered, which technology is being adopted, which function is being cut, and which capability the company has decided it lacks. Read across a peer set on a cadence, hiring is usually read as a leading indicator with a horizon of roughly two quarters.

Four things to read

Volume

Total open roles against the company's own history and against peers. A rising count in a flat category is an investment signal. A falling count while peers rise is the earliest public evidence of a slowdown, and it usually appears before hiring freezes are acknowledged.

Mix

The ratio between functions. Engineering rising while sales falls says the company is building and not yet selling. Sales rising while engineering falls says the product is considered done, or the runway is short. Customer success rising sharply usually follows a churn problem the filings will describe a quarter later.

Seniority and location

A cluster of director-level postings in a new city is a market entry. A VP posting for a function that already has a VP is a departure that has not been announced. Senior roles posted with unusual urgency, or reposted, tell you about the search itself.

Disappearance

Roles that are removed without being filled are the most under-read signal in the set. A company that quietly withdraws a third of its sales postings has changed its plan, and it will not say so until the quarter closes.

What each pattern is read as

These are the readings diligence teams commonly work from. They are working hypotheses, not measured findings: Qravitas scores each one against the company’s own history and its structural peers before treating it as a signal, and will publish a hit rate only when its own longitudinal record is long enough to measure one.

• A two-pass decline in sales postings of a third or more is read as an early warning of a revenue miss in mid-market software.
• A surge in compliance and finance postings is read as a sign of a coming listing, financing or regulatory event.
• Postings that name a competitor's technology are read as a sign of a migration, and so of churn at the incumbent vendor.
• Withdrawal of postings in a geography is read as an early sign of an exit from that geography.

Reading it honestly

Hiring is a noisy signal for small companies and a strong one for companies above a few hundred employees. It is confounded by seasonality, by agency reposting, and by aspirational postings that are never filled. The dossier handles this by scoring hiring changes against the company's own noise floor, corroborating them with a second independent dimension, and labelling the confidence. A hiring signal alone is a watch item. A hiring signal corroborated by leadership change or demand movement is a finding.

Questions this raises

Where does hiring data come from?

Public postings on company career pages and job boards, collected on every re-collection pass and reconciled against the company's own history.

How far ahead does hiring lead financial results?

Roughly two quarters for volume and mix changes in companies above a few hundred employees. Shorter and noisier for small companies.