Understanding Software Engineer Burnout
Burnout rates in tech, causes unique to software engineering, warning signs, how big tech handles it (spoiler: poorly), and evidence-based...
May 2023
Understanding Different PM Roles: Product, Project, Program
The three types of PM roles explained clearly: product manager, project manager, and program manager.
Preparing for the Product Manager Interview Process
How the PM interview process works: product sense, estimation, metrics, behavioral, and design critique questions.
What Is Imperialism? Power, Conquest, and Its Lasting Legacy
Imperialism is the extension of power over other territories and peoples. From Roman and Mongol precursors through the Berlin Conference's...
Essential Product Management Frameworks Explained
The core product management frameworks explained: jobs-to-be-done, opportunity solution tree, north star metric, strategy vs roadmap vs backlog.
Product Manager Career Path Overview
The full product manager career path from APM to CPO. IC vs management track, specialist PM roles (growth, platform, AI), when to join a startup,...
Hanlon's Razor: Simplifying Intentions Behind Actions
On September 26, 1983, Soviet Lt. Col. Stanislav Petrov watched five US missiles appear on his early warning screen.
Becoming a Software Engineer Without a Degree: Tips
Bootcamp vs self-taught vs online degree: realistic timelines, portfolio projects that get interviews, companies that hire without degrees, and...
How to Become a Product Manager: Every Path Into the Role
How to break into product management from engineering, design, business, or a non-tech background.
The Cobra Effect: Solutions That Worsen Problems
The cobra effect occurs when an incentive designed to fix a problem makes it worse. Learn the origin story, Goodhart's Law connection, and how to...
Software Engineer Salaries: Breakdown by Level and Region
Software engineer salaries by level (junior to principal), company tier, and country. Real data from Levels.fyi and BLS 2024 including equity and...
Product Manager Salary Insights: Levels and Locations
Product manager salary data by level (APM to CPO), company type (FAANG vs startup), and location.
Data Scientist Earnings: Salary Insights by Region
Data scientist salaries by level, company tier, and country in 2025. US vs UK vs EU vs India pay, plus total comp breakdowns from BLS, Glassdoor,...
AI Transformations in Software Engineering: Key Findings
AI tools like Copilot and Cursor are reshaping software engineering. Research from GitHub, McKinsey, and MIT reveals what changes, what does not,...
AI's Role in Product Management: Skills and Challenges
How AI is transforming product management: the rise of the AI PM role, prompt literacy for PMs, AI-assisted discovery and PRDs, new skills...
AI's Influence on Data Science: Key Changes Ahead
How AI tools and LLMs are transforming data science in 2025 - AutoML, the AI engineer role, what data scientists need to know about LLMs, and which...
Frontend, Backend, or Fullstack Engineering: Key Insights
Frontend, backend, and fullstack engineering compared: skill differences, salary data, which is easiest to break into, market demand in 2026, and...
Daily Responsibilities of Software Engineers
What does a software engineer actually do all day? Real breakdowns of junior, senior, and staff engineer days at startups, big tech, and agencies...
A Day in the Life of a Product Manager Explained
What a product manager's day actually looks like - the meetings, documents, and decisions at a startup, big tech, and B2B SaaS.
A Day in the Life of a Data Scientist
What data scientists actually do all day - the 80% data cleaning reality, meeting load, how junior vs senior days differ, and startup vs big tech...
Differences Between Data Scientist, Analyst, and Engineer
Data scientist vs data analyst vs data engineer - real differences in skills, salary, and daily work.
Inside the Data Scientist Interview Process
How data scientist interviews actually work - SQL tests, take-home projects, statistics questions, ML theory, what companies test for, how to...
Data Scientist Career Path: IC Progression and Specializations
Data scientist career paths in 2026 - IC vs management tracks, specializations like NLP and computer vision, transitioning to ML engineering, and...
Data Science Burnout: Reality and Solutions
Why data science burnout is high - the full-stack DS expectation trap, unrealistic job descriptions, how to set scope boundaries, and what good...
Essential UX Designer Skills: Research and Prototyping
The full UX designer skill set: user research, Figma, prototyping, systems thinking, stakeholder communication, data literacy, and accessibility —...
What Is Private Equity and How Does It Work? Fund
What is private equity and how does it work? Complete guide: LBO mechanics with worked numerical example, fund lifecycle, GP/LP economics, value creation strategies, PE vs public market returns data, and career path by level.
What Does a Penetration Tester Do? Methodology, Tools,
Penetration tester job explained: 5-phase methodology, tool list per phase, types of pen tests compared, OSCP vs CEH vs PNPT, salary by certification level, and legal rules every tester must know.
CISO Responsibilities and Pathway to Becoming One
CISO role explained: responsibilities, reporting structure, business vs technical balance, $250k-$700k salary data, and the real path to becoming one.
Understanding Design Roles: UX, UI, and Product Designers
UX designer vs UI designer vs product designer: clear definitions, skill differences, salary gaps, and how these titles vary wildly by company.
The Complete UX Designer Career Path Explained
The full UX designer career path from junior to principal and director. IC vs management tracks, design specialisations, and how some designers...