For engineers inheriting messy data & glue code
Ship internal platforms that stay maintainable
We partner on data models, workflow automation, and AI features that integrate with how your org actually works — not slide-deck AI.
$120k+ roles landed
Across cohort-style programs
90-day transition framework
Structured milestones
Hundreds of hours saved
Through automation & dashboards
Get in touch
Tell us about your operations, automation goals, or career transition questions. Email the founder directly — we read every message.
founder@pivottodata.comOpens your email app with a pre-filled subject line.
FAQ
Straight answers to common objections.
No. Employers hire for demonstrated skills and judgment. We focus on proof through projects and structured interview prep.
No. Most clients and learners work full time. The systems we build and the study plans we recommend assume limited weekly hours.
Depends on starting point and target role. Many transitions land in roughly 4–7 months with consistent execution — not overnight promises.
AI changes the mix of tasks, not the need for rigorous thinking about data. We emphasize durable skills: measurement, experimentation, and operational ML.
Linear algebra and probability help for some roles, but many paths prioritize SQL, analytics, and pragmatic modeling first.
Bootcamps work for some learners. We emphasize structured roadmaps, real projects, and accountability at a fraction of typical bootcamp cost for education tracks.
That is the default. Weekly milestones are sized for busy professionals.
Your transition can start this week
Grab the roadmap for practical breakdowns, or email us if you want help with automation and data systems.