Hi 👋
My name is Andreas and I'm working with Data, Analytics & Advanced Analytics aka Data Science
This is a curated and opinionated list of resources for Data & Analytics Managers and leaders
This is inpired by https://github.com/kuchin/awesome-cto/blob/master/README.md
Please feel free to contribute 🚀
- Events
- Data, Analytics & ML Landscape 2021
- General
- Hiring
- Management
- Handbooks
- Development process
- Roles
- Architecture
- Data Management
- Data Mesh
- Data Streaming
- Technologies
- Data Ops
- More links
- Chief Data Officers Struggle To Make A Business Impact - Randy Bean (Forbes)
- An Emerging Consensus Among Chief Data Officers - Tom Davenport (Forbes)
- Are You Asking Too Much of Your Chief Data Officer? - Tom Davenport (Harvard Business Review)
- Uber
- CDO books
- Recruiting, hiring, and managing talent - Elad Gil (Author of High Growth Handbook)
- Scaling engineering organizations - Raylene Yung (Engineering manager Stripe/FB)
- Lessons from Keith Rabois: How to Interview an Executive
- Lessons from Keith Rabois: How to Become a Magnet for Talent
- The mythical 10x programmer - Salvatore Sanfilippo (author of Redis)
- The Engineer/Manager Pendulum - Charity Majors
- Maker's Schedule, Manager's Schedule - Paul Graham (Y Combinator)
- Software Engineering at Google
- Google re:Work
- 44 Engineering Management Lessons (correct link to non-violent communication for lesson 34)
- The Secret To Discussing Pay With Employees
- Awesome Leading and Managing (Github)
- Progressing from tech to leadership
- A Review Process - Cap Watkins
- 12 manager readmes from top tech companies
- Predictable Delivery
- How people rise up to EVP level in big organizations (Quora)
- Should I Become a Manager? - Cap Watkins
- How to fail as a new engineering manager
- Design Patterns for Managing Up
- Engineering Management (Github)
- On-boarding Software Engineers
- Hold Your Team Accountable
- The Manager FAQ
- The Power of Performance Reviews
- Principles of Engineering Management
- Compensation Best Practices
- Draw The Owl and Other Company Values You Didn’t Know You Should Have
- A MANAGER’S BILL OF RESPONSIBILITIES (AND RIGHTS)
- After Being A Manager, Can I Be Happy As A Cog?
- The Secret to a Great Planning Process — Lessons from Airbnb and Eventbrite
- Increment: Teams
- Career Growth Frameworks in Software Engineering: A Review
- Hacking team communications
- How to build a startup engineering team
- Hug your manager
- Lessons from Keith Rabois: How to be an Effective Executive
- How Context Switching Sabotages Your Productivity
- The Atlassian Team Playbook
- Valve Employee Handbook
- Basecamp Employee Handbook
- GitLab Team Handbook
- How HashiCorp Works
- Scrum / Agile
- CI / CD
- Git
- Comparing Git workflows
- A successful Git branching model
- Alternative: Trunk Based Development (focused on DevOps and CI/CD)
- Planning
- Evidence Based Scheduling - Joel Spolsky (StackOverflow co-founder)
- Why You Should Learn to Stop Worrying and Love Technical Debt
- [Book] The Mythical Man-Month
- Crisis
- How to Write a Postmortem
- List of Post-mortems (GitHub)
- Startup Lessons Learned - Five Whys - Eric Ries (creator of the Lean Startup)
- On Call Rotations: How Best to Wake Devs Up in the Middle of the Night
- Testing in Production, the safe way
- Data Engineers
- The Rise of the Data Engineer - Maxime Beauchemin (Founder Superset/Airflow)
- The Downfall of the Data Engineer - Maxime Beauchemin (Founder Superset/Airflow)
- Twelve-Factor App
- Reactive Manifesto
- An introduction to distributed systems - Kyle Kingsbury (aphyr, author of Jepsen)
- Microservices – Please, don’t (also: HackerNews discussion)
- The Death of Microservice Madness in 2018
- Shrinking microservices to functions
- Design patterns for microservices
- Serverless architecture (Quora)
- NoSQL Databases: a Survey and Decision Guidance
- Best Practices for Designing a Pragmatic RESTful API
- 10 Modern Software Over-Engineering Mistakes
- How I Write Tests
- Lambda Architecture
- Evolutionary Database Design (Martin Fowler)
- Database Migrations Done Right
- Awesome Scalability
- The Single Most Important Internal Email in the History of Amazon
- Build Your Own X
- A reference guide for fintech & small-data engineering
-
Data Quality
-
Data Literacy
- How to build data literacy in your company - Sara Brown * MIT *
- Avoid 5 Pitfalls When Building Data and Analytics Teams - * Gartner *
- How to Move Beyond a Monolithic Data Lake to a Distributed Data Mesh - Zhamak Dehghani
- Building Stream Processing as a Service - Steven Wu (Netflix)
-
Business Intelligence
- The Future of Business Intelligence is Open Source - Maxime Beauchemin (Founder Superset/Airflow)
-
General
-
Javascript
-
Machine Learning
-
Big scale
-
Security
-
Cloud
- What are the things startups have to get right? (Quora)
- 85 Things I learned being a CEO
- What’s the Second Job of a Startup CEO?
- Things I will tell my kids if they become entrepreneurs
- What do VCs really look for when making investments? (Quora)
- What would a CTO equity be for a small startup? (Quora)
- As an employee of a startup, how do you know when to quit? (Quora)
- Pitch deck collection from VC funded startups
- YC’s Series A Diligence Checklist
- Options vs Cash
- How To Invest In Startups - Sam Altman
- A Guide to Seed Fundraising
- Startup Playbook - Sam Altman
- Y Combinator Startup Class
- Lean Canvas + Miro template
- Open Source Pitch Deck Templates for Figma
- Awesome Falsehood (GitHub)
- Awesome Awesomeness (GitHub)
- Monzo - How we scaled our data team from 1 to 30 people
