Open-Jobs Strategy Signal
Infer an organization's strategy by analyzing the roles it is hiring.
- Difficulty
- Starter
- Time to result
- ~days to results
- Steps
- 5
- Confidence
- 91%
The Open-Jobs Strategy Signal treats active hiring as observable evidence of organizational intent. The researcher gathers open roles from a defined set of companies, normalizes inconsistent titles, groups jobs by function, and looks for repeated patterns. Job descriptions are then examined to distinguish genuine strategic investment from generic recruiting language. Concentrated hiring in a function suggests that the organization sees a bottleneck or growth opportunity there. Comparing several peers reveals whether the pattern belongs to one company or the broader category. The output is an evidence-backed strategy hypothesis, not a certainty, and should include the listings and responsibilities that support the inference.
Origin
Extracted from Marketing Against The Grain, where the hosts recommend comparing open roles at leading AI companies to identify their emphasis on forward-deployed engineers.
Core principles
- 01Hiring converts strategic intent into resource commitments.
- 02Repeated role patterns matter more than isolated vacancies.
- 03Responsibilities reveal strategic direction better than job titles alone.
- 04Comparisons across peers expose category-level priorities.
How to run it
- 1
Define the Comparison Set
Choose the companies whose strategies you want to understand. Keep the group coherent enough that hiring patterns can be compared meaningfully.
Pro tip Include both direct competitors and category leaders.
Watch out Mixing unrelated business models can produce misleading comparisons.
- 2
Collect Current Open Roles
Gather active job listings from each company's official careers pages or reliable sources. Capture titles, teams, locations, responsibilities, and posting dates.
Pro tip Ask an AI research tool to produce a table, then verify important listings against the original pages.
Watch out Aggregators may retain filled or outdated positions.
- 3
Normalize and Cluster
Standardize different titles that represent similar work and cluster roles by strategic function. Count concentrations instead of overinterpreting one vacancy.
Pro tip Use responsibilities and required outcomes to classify ambiguous titles.
Watch out Titles alone can conceal substantial differences in role purpose.
- 4
Infer the Strategic Bet
Translate concentrated hiring into a hypothesis about the bottleneck, capability, or market opportunity the company is pursuing. Support the inference with representative job descriptions.
Pro tip Phrase conclusions probabilistically and list competing explanations.
Watch out Hiring is a signal of intent, not proof that the strategy is succeeding.
- 5
Compare Across Peers
Determine whether the pattern is company-specific or widespread across the market. Use the comparison to identify strategic convergence and neglected positions.
Pro tip Repeat the analysis periodically to detect directional changes.
Watch out A single snapshot can miss seasonal hiring or recent organizational changes.
In the wild
A researcher builds a table of openings at Google DeepMind, Anthropic, and OpenAI. After normalizing titles and reading responsibilities, the researcher finds repeated demand for forward-deployed engineers who help customers integrate models into real operations. The pattern supports the hypothesis that workflow deployment, rather than raw model capability alone, is a major industry bottleneck.
→ The hiring evidence reveals a strategic focus on closing the gap between model capability and customer implementation.
Common mistakes
Reading Titles Without Descriptions
Different companies use the same title for different outcomes and different titles for equivalent work.
Overweighting One Vacancy
A single opening may replace an employee or meet a local need rather than indicate a strategic shift.
Treating Intent as Execution
A hiring pattern shows where a company wants to invest, not whether it can recruit effectively or deliver the strategy.
Is it for you?
Best for
It is best for founders, operators, investors, and researchers studying the direction of competitors or an emerging market.
Not ideal for
It is not ideal for small samples, stale job listings, hiring freezes, or organizations that rely heavily on contractors instead of employees.
From the transcript
“Because if you ask who they're hiring for, it tells you a lot about their strategy. And I do this all the time.”
“They are hiring for Ford deployed engineers, right? People who can help companies integrate it into that business, but not swap steam for electricity, but…”
From the episode
This One Chart Exposes Why Most Companies Are Failing At AI