Career choice guide

Career wiki

Editorial snapshots of product, engineering, design, sales, and ops careers: US pay midpoints, growth, AI exposure, and how the résumé should read. Not job offers and not advice.

8 roles in this first cut — we keep the list short on purpose.

$165k

$120k–$220k · US

Defines what to build and why, then stays until the metric moves.

Entry bar

Degree need

Competition

Growth

Stability

AI-resilient

Mobility

ENTJINTJENTPHigh growthNeeds portfolio of shipped betsAI assists, does not replace judgment

Software Engineer

Software & AI

$175k

$130k–$250k · US

Turns product intent into systems that survive contact with users.

Entry bar

Degree need

Competition

Growth

Stability

AI-resilient

Mobility

INTJINTPISTPEverywhere-usefulFast growthDegree optional with proof

Operations Data Analyst

Data & Analytics

$95k

$75k–$130k · US

Collects, cleans, and explains the numbers operators use to decide.

Entry bar

Degree need

Competition

Growth

Stability

AI-resilient

Mobility

ISTJINTJINTPSQL is the ticketEasy to switch into analytics or PM

$140k

$110k–$185k · US

Makes software usable, and makes the case with research, not taste alone.

Entry bar

Degree need

Competition

Growth

Stability

AI-resilient

Mobility

INFPENFPINFJPortfolio over pedigreeAI tools raise the floor, not the ceiling

$180k OTE

$120k–$280k OTE · US

Takes a qualified opportunity to a signed contract.

Entry bar

Degree need

Competition

Growth

Stability

AI-resilient

Mobility

ENTJESTJENTPQuota is the résuméHigh mobility across industries

Disclaimer: pay bands are rough US totals for experienced hires in major metros. Scores are editorial estimates, not advice.