No BLS code for PMs; 11-3021 is the proxy. Senior figure is Levels.fyi's Technical PM median, the closest title. Internal data-platform PM roles at non-tech firms sit near the Glassdoor median.
Experience to get here
Entry level2-4 years as an analyst, analytics engineer or PM
Typical title4-7 years; senior postings ask 5+ years PM with 2+ on data products
Bachelor's typical, any field; no credential expected. Technical credibility (SQL, pipelines, warehouse concepts) matters more than degree or certification.
Typical prior roles
Senior Data AnalystAnalytics EngineerProduct ManagerData EngineerBI / Reporting lead
Must have
Technical foundation in data engineering, analytics and modern platforms (lakehouse, medallion layers)
Roadmap prioritization and scope/resource trade-offs
Agile delivery with engineering teams (sprints, backlog, retros)
SQL and the ability to measure adoption and impact of data products
Communication with both engineers and business stakeholders
Milestones people hit first
Owned a dataset, dashboard or platform as a product with users, SLAs and a roadmap
Measured and grew adoption of something the data team built
Wrote enablement docs or ran training so teams used the product without you
Negotiated priorities across data engineering, analytics and business stakeholders
3 on-demand or live courses; per-course price not shown (bundle saves $200)
Renewal
$0
Typical total
pricing on request
Time: about 7 hours per course Prerequisites: none
Structured PM fundamentals for analysts who have never written a roadmap.
Training & learning
IBM Product Manager Professional CertificateIBM / Coursera · course · Coursera subscription (included in Coursera Plus); financial aid available · about 3 months at 10 hrs/weekRoadmaps, business cases and user stories, the gaps analysts moving to data PM report.
Collibra University self-paced coursesFREECollibra · learning path · free (200+ courses) · a few hours per courseCatalog, lineage and metadata concepts that data PMs manage as product features.
Product School free masterclasses and templatesFREEProduct School · community · free tier · 60-minute sessions; self-pacedFree PM frameworks and interview prep without the paid certification.
No certification is 'often' or required: the MongoDB senior data PM posting lists none and emphasizes platform knowledge and adoption. Pragmatic prices not published by the vendor. Glassdoor is the only title-specific salary source; others are PM proxies.
Figures are US, from the sources listed, and change often; verify before deciding.